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https://www.fine.dev/blog/ai-developer-agents#the-rise-of-ai-in-software-development | AI Developer Agents: Revolutionizing Software Development for Startups with Fine Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back AI Developer Agents: Revolutionizing Software Development for Startups with Fine You've probably not only heard of, but tried out or subscribed to an AI coding tool in the last year or two. If you're like most developers, it's an autocomplete tool such as GitHub Copilot. Kind of like pair programming, you write a word, the AI completes the line. You may have also heard terms like AI developer agent or Software 3.0 bandied about. In some cases, you've probably heard people discussing the end of coding as we know it and thought - this is the usual scaremongering, these tools aren't that good. Let's dive together into what these AI developer agents are - what makes it an agent, rather than the assistants you've already tried out? How are they affecting software development? How can you use them at work - in your startup, or for your clients? There's a lot of noise out there on the social networks. Indie hackers and non-coders have been building lots of software using new tools. But for the startup ecosystem, AI developer agents hold potential that hasn't fully been explored. Table of Contents Introduction The Rise of AI in Software Development What is an AI Developer Agent? Understanding AI Developer Agents Key Features of a Good AI Developer Agent How to Effectively Use an AI Developer Agent Benefits to Startups and Developers Introducing Fine: The Next-Generation AI Developer Agent Fine's Benefits for Startups and Developers Real-World Use Cases of Fine Getting Started with Fine The Rise of AI in Software Development The integration of AI into software development has streamlined workflows, reduced errors, and accelerated production timelines. AI tools assist developers by providing intelligent code suggestions, detecting bugs early, and automating repetitive tasks. This shift not only boosts productivity but also allows developers to focus on innovative solutions rather than mundane coding chores. Introduction to Software 3.0 Software 3.0 represents a paradigm shift where AI doesn't just assist but actively participates in the development process. In this model, AI agents can understand specifications, write code, and even make autonomous decisions to optimize performance. This progression signifies a move towards more intelligent, adaptive, and efficient software development practices. If previously, developers spent the largest portion of their time writing code, followed by reviewing code, followed by writing specs, that pyramid is being flipped on its head. We software engineers aren't known for being the best communicators, but our natural language communication skills are becoming more important than how fast you type. Now, startup dev teams are focusing most of their time on planning and writing specs, giving it to AI developer agents, reviewing the code and finishing the last 10% of revisions. What is an AI Developer Agent? An AI Developer Agent is an advanced tool that utilizes machine learning and natural language processing to assist and automate software development tasks. Unlike traditional development tools that require manual input for each function, AI Developer Agents can interpret high-level instructions and execute complex coding tasks independently. Identity, Tools and Guidelines. Each agent has a unique identity and a set of skills that it brings to the task. This identity provides perspective to the AI when performing its functions, leading to more effective and focused results. To perform their tasks, agents are equipped with a set of tools. These could range from the ability to browse a repository or third-party documentation to the ability to write code. Many tasks in software development follow a pattern - a set of steps that need to be executed in order to accomplish the task. When you run an Agent in Fine, it will execute a plan. This plan will be generated on-the-fly based on the Agent's guidelines, allowing for flexibility and adaptability to the specific needs of the task. For example, an agent may implement a feature in React using a plan which might involve creating a component, updating the routing, managing state,etc., adapting as needed. Their Role in Modern Development Workflows In contemporary development environments, AI Developer Agents act as virtual team members. They can convert issues into pull requests, write and modify multiple files based on developer specifications, and integrate seamlessly with existing workflows. This capability transforms the development process, making it more efficient and collaborative. When each developer can manage 3-4 agents for the price of a daily coffee, delegating work instead of having to do it manually, startups can grow significantly faster. The Growing Importance of AI Developer Agents The adoption of AI tools by developers and startups is accelerating. Companies seek to leverage AI Developer Agents to reduce time-to-market, enhance code quality, and stay competitive. Measuring the success of AI developer agents is really the same as any development team - using DORA metrics, for example. As these agents become more sophisticated, their role expands from mere assistants to integral components of the development team. 1. Understanding AI Developer Agents Definition and Core Concepts AI Developer Agents are intelligent systems designed to perform coding tasks autonomously. They utilize algorithms that learn from vast codebases, enabling them to generate code, fix bugs, and optimize performance without direct human intervention. How They Differ from Traditional Development Tools Traditional tools require developers to manually input commands and code. In contrast, AI Developer Agents can interpret natural language instructions, understand the context of the project, and make decisions to execute tasks efficiently. This autonomy sets them apart, offering capabilities beyond standard development tools. The Evolution of AI in Development The journey of AI in coding began with simple code editors and auto-completion features. Over time, these evolved into intelligent agents capable of understanding complex instructions and performing end-to-end development tasks. From Basic Code Editors to Intelligent Agents Early code editors provided syntax highlighting and basic error detection. The introduction of AI brought advanced features like predictive code suggestions and automated debugging. Today, AI Developer Agents can manage entire development cycles, marking a significant leap from their predecessors. 2. Key Features of a Good AI Developer Agent Intelligent Code Assistance Modern AI Developer Agents offer more than just auto-completion. They can perform entire development tasks by transforming issues into pull requests autonomously, write and modify multiple files to handle complex changes across a codebase based on specifications, and provide proactive error detection and correction to identify and fix bugs. Independence of the Development Environment Unlike tools that require integration with an Integrated Development Environment (IDE), the best AI Developer Agents operate independently. They run on cloud-based platforms, which means they have their own development environments that are accessible from anywhere. Additionally, they offer autonomous task execution, allowing them to perform tasks without the need for constant developer intervention. Seamless Integrations Effective AI Developer Agents integrate with essential tools that are vital for a smooth development workflow. They connect with version control systems like Git to track changes, and integrate with issue management platforms such as Jira or Trello for task management. Additionally, they work seamlessly with communication tools like Slack or Microsoft Teams to facilitate team collaboration. For continuous integration and deployment, they integrate with CI/CD pipelines such as Jenkins or GitHub Actions . Finally, they connect with bug detection tools like Sentry or Bugsnag for effective error monitoring. Full Context Awareness For accurate task execution, AI Developer Agents must have full context awareness. This means they need to access entire codebases to understand the project's context comprehensively. They must also be able to perform comprehensive searches to find and reference relevant code segments. By having complete information, they can reduce errors and avoid hallucinations, thereby ensuring high-quality output. Security and safety are a serious concern when giving anyone access to your entire codebase, including AI developer agents. Fine's approach of integrating with your GitHub ensures you code is safe in your trusty VCS, whilst the Agent can read and suggest edits which you'll approve. Learning and Adaptability AI Developer Agents exhibit learning and adaptability by continuously improving based on new code and developer interactions. They also adapt to the team's specific coding styles, ensuring that their output matches the established conventions and practices of the development team. Collaboration Tools AI Developer Agents come equipped with collaboration tools that provide shared insights, making recommendations visible to the entire team. They also facilitate team coordination by enhancing communication and making task delegation more efficient among team members. Security and Privacy AI Developer Agents prioritize security and privacy by implementing data protection measures to ensure that code and proprietary information remain secure. They also adhere to industry standards and regulations for data handling, ensuring compliance with all necessary protocols. This is an area that is still evolving as the laws and regulations are updated to reflect the growing capabilities of LLMs. 3. How to Effectively Use an AI Developer Agent Getting Started To get started with an AI Developer Agent, you first need to set up integrations by connecting the agent with your code repositories, issue trackers, and other tools. Once integrated, you should customize the agent's settings to align with your project requirements and team workflows, ensuring it operates smoothly within your development environment. Best Practices When using an AI Developer Agent, it's best to delegate entire tasks such as full features or bug fixes, allowing the agent to manage them autonomously. However, if the task is particularly large, breaking down large projects into smaller tasks that are manageable by the AI can help streamline development and maintain productivity. You can also create automations for repetitive tasks, letting the agent handle mundane coding activities and freeing up time for more complex work. Pitfalls to Avoid While AI Developer Agents can be highly efficient, it's crucial not to over-rely on them. Developers should still review and understand the code produced to maintain quality and ensure proper functionality. Neglecting code reviews can lead to issues down the line, so always perform thorough reviews to uphold high coding standards. Optimizing Workflows To optimize your workflows, customize the AI Developer Agent to fit specific project needs and team preferences. Providing continuous feedback to the agent will also help improve its performance over time, ensuring it adapts to your unique requirements and becomes a more effective tool for your development team. 4. Benefits to Startups and Developers Accelerated Development Cycles AI Developer Agents significantly accelerate development cycles by enabling faster coding through automated code generation. They also allow for quick prototyping, making it easier to rapidly create prototypes to test ideas and features. Enhanced Code Quality With intelligent error detection and correction, AI Developer Agents help minimize bugs , leading to enhanced code quality. They also ensure consistent standards are maintained across the project, resulting in a more uniform and reliable codebase. Cost Efficiency AI Developer Agents contribute to cost efficiency by reducing development costs through increased productivity without the need for additional manpower. They also help optimize the use of existing resources, ensuring that teams can achieve more with what they already have. Focus on Innovation By automating routine tasks, AI Developer Agents free up developers to focus on creative problem-solving and innovation. This shift allows teams to allocate more time to strategic planning and developing unique features that add value to the project. Scalability AI Developer Agents support scalability by enabling development efforts to grow without requiring proportional increases in team size. They offer flexible scaling, allowing resources to be adjusted based on project demands, making it easier to manage both small and large projects efficiently. 5. Introducing Fine: The Next-Generation AI Developer Agent About Fine Fine is a cutting-edge AI Developer Agent designed to revolutionize software development. Its mission is to empower developers and startups by automating tasks, enhancing collaboration, and accelerating project timelines. What Sets Fine Apart Fine sets itself apart by equipping agents with their own virtual development environment that operates independently in the cloud, making it accessible from anywhere without relying on local systems. It also provides deep integrations, seamlessly connecting with a wide array of development tools, ensuring a smooth and efficient workflow. Moreover, Fine has full context understanding, which allows it to access and comprehend entire codebases, ensuring accurate task execution and reducing the risk of errors. Fine's Advanced Features Fine offers a user-friendly interface with an intuitive design that makes it easy for developers to assign tasks and monitor progress effectively. It utilizes cutting-edge AI algorithms, leveraging advanced machine learning to deliver superior performance. Additionally, Fine provides customization and flexibility, allowing it to adapt to the unique requirements and workflows of each project, ensuring a tailored development experience. 6. Fine's Benefits for Startups and Developers Tailored Solutions Fine provides tailored solutions by employing adaptive learning, allowing it to learn from your codebase and adapt to your specific coding style. It also offers project-specific configurations, enabling developers to customize settings to fit the unique needs of their projects, ensuring that Fine aligns perfectly with their development goals. Improved Collaboration Fine enhances team collaboration through integrated coordination tools that improve communication among team members. It also offers shared workspaces, allowing developers to view and interact with the AI's output, making collaboration more seamless and efficient across the entire team. Real-Time Insights Fine provides real-time insights by delivering immediate feedback, offering instant suggestions and code improvements to enhance development efficiency. It also includes performance analytics, giving developers access to data on efficiency gains and productivity, enabling them to make informed decisions and continuously optimize their workflows. 7. Real-World Use Cases of Fine Industry Applications E-commerce : Streamlining the development of online platforms to provide seamless user experiences and improve transaction processes. AI Developer Agents can help automate the creation of product pages, payment gateways, and customer service chatbots, allowing for efficient scalability. Healthcare Tech : Accelerating the creation of secure medical software that adheres to stringent compliance standards. AI Developer Agents can assist in developing electronic health records (EHR) systems, telehealth platforms, and patient management applications, ensuring both data security and usability. Financial Services : Enhancing the development of compliant financial applications, including payment processing systems, fraud detection, and secure customer portals. AI Developer Agents streamline the coding of regulatory requirements, enabling rapid adaptation to changing financial regulations. Retail : Transforming retail operations by facilitating the development of inventory management systems, point-of-sale (POS) software, and customer loyalty programs. AI Developer Agents can also help in the creation of personalized marketing tools to boost customer engagement and sales. Education Technology (EdTech) : Supporting the development of interactive learning platforms, virtual classrooms, and student management systems. AI Developer Agents assist in coding features like video integration, assessment modules, and personalized learning pathways, enhancing the overall educational experience. Manufacturing : Enabling the development of production management software, predictive maintenance tools, and supply chain management systems. AI Developer Agents help automate data collection and analytics, allowing manufacturers to optimize operations and reduce downtime. Logistics and Supply Chain : Streamlining the development of logistics software, including route optimization tools, shipment tracking systems, and warehouse management solutions. AI Developer Agents help logistics companies optimize their operations and improve the efficiency of supply chain processes. Telecommunications : Assisting in the development of network management tools, customer service applications, and billing systems. AI Developer Agents enable faster deployment of features and ensure that telecommunications platforms remain robust and scalable. Real Estate : Simplifying the creation of property management software, virtual tour integrations, and client communication tools. AI Developer Agents can help automate data handling, property listing updates, and customer inquiries, making real estate management more efficient. Using AI to build AI At Fine, we use our own AI Developer Agents to enhance and build Fine itself. This practice creates a positive feedback loop where our AI continuously improves the platform. By leveraging Fine's AI capabilities, we automate the development of new features, perform code maintenance, and run extensive testing cycles. Fine's agents assist in creating new functionalities, optimizing existing ones, and even identifying areas for further improvement. This approach allows us to accelerate our development cycles, maintain high-quality standards, and ensure that Fine remains at the cutting edge of AI-driven software development. Using AI to build AI is not just a slogan—it’s our daily reality, pushing the boundaries of what our platform can achieve. - Getting Started with Fine 8. Getting Started with Fine Easy Onboarding Process Sign Up : Create an account on Fine's website . Integrate Tools : Connect your repositories and development tools. Fine currently supports GitHub, Linear and Slack, with more on the way. Start Assigning Tasks : Begin leveraging Fine's capabilities immediately. Support and Resources Tutorials and Documentation : Access a wealth of resources to maximize Fine's potential. Customer Support : Reach out to our support team for any assistance. Conclusion AI Developer Agents are reshaping the landscape of software development, bringing unprecedented efficiency and innovation. Fine stands at the forefront of this transformation, offering a next-generation solution that empowers developers and startups to achieve more. Embrace the future of software development with Fine. Join the revolution and elevate your development process to new heights. Transform your software development experience. Try Fine today and be a part of the AI-driven future. Full Table of Contents Introduction The Rise of AI in Software Development Introduction to Software 3.0 What is an AI Developer Agent? Their Role in Modern Development Workflows The Growing Importance of AI Developer Agents Understanding AI Developer Agents Definition and Core Concepts How They Differ from Traditional Development Tools The Evolution of AI in Development From Basic Code Editors to Intelligent Agents Key Features of a Good AI Developer Agent Intelligent Code Assistance Independence of the Development Environment Seamless Integrations Full Context Awareness Learning and Adaptability Collaboration Tools Security and Privacy How to Effectively Use an AI Developer Agent Getting Started Best Practices Common Pitfalls to Avoid Optimizing Workflows Benefits to Startups and Developers Accelerated Development Cycles Enhanced Code Quality Cost Efficiency Focus on Innovation Scalability Introducing Fine: The Next-Generation AI Developer Agent About Fine What Sets Fine Apart Fine's Advanced Features Fine's Benefits for Startups and Developers Tailored Solutions Improved Collaboration Real-Time Insights Real-World Use Cases of Fine Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. 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https://dev.to/s_hadowheart/zentro-garden-3ed9 | Zentro Garden - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Dharmraj Sodha Posted on Jul 11, 2025 Zentro Garden # react # node # express # webdev Cultivate focus and peace with Zen Garden! 🌿 Our new app helps you manage tasks and track progress with a mindful approach, turning productivity into a serene journey. https://zentro-yerp.onrender.com Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Dharmraj Sodha Follow Computer engineering student with a passion for creativity. INFJ. Poetry enthusiast. Coding with a poetic touch. 🌟✨ Pronouns He/His Joined Mar 16, 2024 More from Dharmraj Sodha StarNet Forum # webdev # node # express # forem Comic Gallery # node # express Luminos # webdev # javascript # api # luminous 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:37 |
https://dev.to/caerlower/verifiable-compute-for-onchain-prop-trading-how-carrotfunding-uses-rofl-38j2 | Verifiable Compute for Onchain Prop Trading: How Carrotfunding Uses ROFL - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Manav Posted on Dec 25, 2025 Verifiable Compute for Onchain Prop Trading: How Carrotfunding Uses ROFL # web3 # blockchain # privacy # proptrading Onchain prop trading has always promised transparency, but in practice most platforms still rely on opaque offchain engines for order execution, trader evaluation, and payout logic. Capital may be secured onchain, yet the most critical decisions, who gets funded, how performance is measured, and when payouts trigger , often happen in black-box infrastructure. Carrotfunding.io is taking a concrete step to eliminate that gap by integrating ROFL , bringing cryptographically verifiable compute into its trading and evaluation pipeline. The Trust Gap in Prop Trading Traditional prop firms are built on trust: traders trust execution, firms trust evaluation logic, and investors trust payout calculations. Even many “onchain” platforms replicate this model by anchoring capital onchain while keeping decision logic offchain. Carrot already minimizes several of these assumptions: Capital is secured using rethink.finance vaults Trades are executed via gTrade The remaining trust dependency lies in the AWS-based engine responsible for: order orchestration trader performance evaluation risk metrics payout calculation This is exactly where ROFL is being introduced. How the ROFL Integration Works Instead of replacing its existing infrastructure immediately, Carrot is deploying ROFL as a parallel verification layer . The production engine continues to run for performance and latency reasons. A ROFL instance independently re-executes the same computations inside a Trusted Execution Environment (TEE) . ROFL produces cryptographic attestations that prove: which code was executed which inputs were used what outputs were produced These attestations are posted onchain, allowing traders and capital providers to verify that: evaluation rules were applied exactly as defined no discretionary changes were made payouts were calculated deterministically Over time, this architecture supports a gradual path toward ROFL-only execution , without sacrificing system reliability today. Why This Matters Technically ROFL provides properties that standard offchain infrastructure cannot: Execution integrity : Code runs in hardware-isolated enclaves. Reproducibility : Identical inputs produce provable outputs. Auditability : Verification happens onchain, not via logs or dashboards. Key isolation : Sensitive keys never leave the enclave. For a prop trading system, this means trader scoring, drawdown checks, and payout logic become provable protocol behavior , not operator promises. Implications for Traders and Capital Providers For traders: Evaluation criteria become transparent and verifiable. Disputes can be resolved cryptographically, not socially. Funding decisions are no longer subjective or opaque. For capital providers: Funds are governed by immutable logic. Risk controls are enforced exactly as specified. Performance claims can be independently validated. A Broader Signal for DeFi Infrastructure This integration is a strong example of how verifiable compute can unlock new classes of financial applications. Prop trading requires: high-frequency logic complex evaluation rules strict fairness guarantees ROFL shows how such systems can remain performant and trust-minimized. While full onchain execution is often impractical for this class of workloads, cryptographically verified offchain compute offers a realistic middle ground. Looking Ahead Carrotfunding’s roadmap includes deeper reliance on ROFL over time, potentially eliminating centralized execution entirely. More broadly, this pattern, parallel verification → gradual migration → full verifiable execution is likely to become standard for complex DeFi systems. As onchain finance matures, trust assumptions will increasingly move from people and servers to code and cryptography . This integration is an early but meaningful step in that direction. Top comments (2) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand Aditya Singh Aditya Singh Aditya Singh Follow Joined Jun 8, 2025 • Dec 25 '25 Dropdown menu Copy link Hide Awesome breakdown this highlights how Carrotfunding is bringing verifiable compute to on-chain prop trading by integrating Oasis ROFL as a parallel trusted execution layer. Instead of relying on opaque off-chain engines, cryptographic attestations posted on-chain make evaluation logic, risk scoring, and payout calculations provably fair and deterministic, moving trust from operators to code. A solid example of bridging high-frequency financial workflows with verifiable infrastructure. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand sid sid sid Follow Joined Jun 27, 2025 • Dec 25 '25 Dropdown menu Copy link Hide This is a strong real-world example of where verifiable compute actually matters. Prop trading needs speed and fairness, and ROFL’s parallel verification model feels like a practical bridge between off-chain performance and on-chain trust. If this pattern sticks, Oasis-style confidential + verifiable execution could quietly become standard infra for complex DeFi systems. Like comment: Like comment: 1 like Like Comment button Reply Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Manav Follow web3 guy Location Onchain Pronouns He/Him Joined Feb 11, 2024 More from Manav Why Oasis Is Backing Custody-Native Credit Infrastructure # privacy # web3 # blockchain # infrastructure x402: Turning HTTP 402 into a Real Payment Primitive # privacy # blockchain # web3 # http x402: A Web-Native Payment Protocol for Micropayments and Autonomous Agents # web3 # blockchain # ai # privacy 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:37 |
https://www.telerik.com/kendo-react-ui/components/getting-started | React First Steps with KendoReact - KendoReact × skip navigation KendoReact Product Bundles DevCraft All Telerik .NET tools and Kendo UI JavaScript components in one package. Now enhanced with: MCP Servers Embedded Reporting Document Processing Libraries SSO Account Sign-in Web Kendo UI UI for Angular UI for Vue UI for jQuery KendoReact UI for Blazor UI for ASP.NET Core UI for ASP.NET MVC UI for ASP.NET AJAX Mobile UI for .NET MAUI Document Management Telerik Document Processing Desktop UI for .NET MAUI UI for WinUI UI for WinForms UI for WPF Reporting Telerik Reporting Telerik Report Server Testing & Mocking Test Studio Telerik JustMock CMS Sitefinity AI Productivity Tools MCP Servers UI/UX Tools ThemeBuilder Design System Kit Templates and Building Blocks Debugging Fiddler Fiddler Everywhere Fiddler Classic Fiddler Everywhere Reporter FiddlerCore Free Tools KendoReact Free VB.NET to C# Converter Testing Framework View all products Overview Frameworks jQuery Angular React Vue Docs & Demos Get Started Resources Support Support and Learning Hub Video Onboarding Forums Knowledge Base Submit a Ticket Feedback Portal Contact Us Resources Docs & Demos Blogs Latest Release Roadmap Changelog Accessibility Trust Center FAQ Free Assets and Tools KendoReact Free ThemeBuilder Free Figma UI Kits Design System Documentation Visual Studio Code Extensions Project Tracker Page Template Design and Productivity Tools ThemeBuilder Building Blocks and Page Templates Embedded Reporting Pricing Shopping cart Your Account Account Overview Your Licenses Downloads Support Center Forum Profile Payment Methods Edit Profile Log out Login Install Now close mobile menu menu What is KendoReact Using KendoReact Free Getting Started AI Components & Features Components Sample Applications Styling & Themes AI Tools Common Features Project Setup Knowledge Base Migration Guide Changelog Updates Troubleshooting Getting Started / First Steps with KendoReact Getting Started with KendoReact Updated on Nov 17, 2025 In this article, you'll learn the basics about working with KendoReact. First, you’ll complete the installation steps necessary to get KendoReact up and running. Next, you’ll see how to use multiple KendoReact components. And finally, you’ll find a few useful learning resources that will help you be successful with KendoReact. Let’s get started. New to KendoReact? KendoReact is an enterprise-grade React UI library with 120+ free and premium components for building polished, performant apps. Test-drive its full capabilities with a free 30-day trial. Start Free Trial Installing Your First KendoReact Component Prerequisites KendoReact now offers seamless compatibility with React 19, empowering you to build modern, fast, and robust UI components with confidence. Start building with the latest version of React today! React 18 (or a version >= 16.8.x) NodeJS LTS (or a version >= 14). Use the node -v command to check your node versions. A bash terminal of your choice, for example, the one available in the Visual Studio Code console. 1. Creating the React App The easiest way to start with KendoReact is to use the create-vite tool to bootstrap a KendoReact project supporting both JSX and TypeScript. The tool handles the following tasks for you: Creates a new KendoReact project. Configures the project to use TypeScript or JavaScript. Optionally adds SASS support. To start your first KendoReact project: Use npm to create and run the vite application. sh npm create vite@latest or sh yarn create vite After executing the command, the interface will ask you to apply additional configurations to your project: Set the project name: Here you can define the name of your project. For the needs of the current article, set the name of the application as my-app . When prompted, complete the step-by-step interactive project configuration. Make sure to select React as the project framework. You can choose any of the suggested variants. Finally, run the newly created project. sh cd my-app npm i npm run dev You can skip the step-by-step project configuration by specifying the project name and adding -- --template if you are using NPM or --template if you are using Yarn straight from the command line. See Scaffolding Your First Vite Project for more CLI options. sh #npm npm create vite@latest my-app -- --template react # yarn yarn create vite my-app --template react 2. Create a Vite Project using Kendo CLI As an alternative to the default way of creating Vite projects, the Kendo CLI helps you generate projects with JavaScript or TypeScript. To generate a project with the Kendo CLI, you have to do the following: Install the @progress/kendo-cli package using the following command: shell npm i -g @progress/kendo-cli Use the following command to generate a new Vite project with Typescript: shell npx kendo react create vite MyKendoApp The CLI also provides an option to define which Kendo Theme will be added to the generated project. To set a theme, add one of the following to the above commands: --theme=default - Adds the Kendo Default Theme --theme=bootstrap - Adds the Kendo Bootstrap Theme --theme=material - Adds the Kendo Material Theme --theme=fluent - Adds the Kendo Fluent Theme The CLI allows you to specify the preferred styling. By default, the project will use CSS, but you can specify Sass if needed: --styling=CSS - Use CSS styling (default) --styling=Sass - Use Sass styling The result of using the Kendo CLI will be a Vite project that has a KendoReact Grid component added to it. The Kendo CLI helps you test the KendoReact components fast and easy, but you can still use the Vite CLI, if preferred. Below you will find information on how to add components to a Vite project, no matter how it is generated. 3. Using KendoReact Components KendoReact is a library of 120+ UI components. In this section, you’ll learn how to use one of these components, the React Calendar , in only two steps. The create-vite tool has already installed all KendoReact components and their dependencies. So the next step to use any of these components is importing them. KendoReact is distributed as multiple npm packages scoped to @progress . For example, the Calendar component is part of the @progress/kendo-react-dateinputs package. Install the dependencies for KendoReact Calendar, Grid, DropDownList and Window: sh npm i @progress/kendo-react-dateinputs @progress/kendo-react-grid @progress/kendo-react-dropdowns @progress/kendo-react-dialogs Import the Calendar into src/App.js . jsx import { Calendar } from '@progress/kendo-react-dateinputs' ; Then, add the Calendar component to your markup. Now you have a fully functioning calendar in two lines of code! jsx return ( < div className = " App " > < h1 > Hello KendoReact! </ h1 > < Calendar /> </ div > ) ; Remove the default styling that is applied to the project by removing the index.css import in main.jsx . To style the Calendar component as well as the other KendoReact components, install the Default theme, which is one of the four beautiful themes for KendoReact. sh npm i @progress/kendo-theme-default Import the KendoReact Default theme in your main.jsx . jsx import '@progress/kendo-theme-default/dist/all.css' ; After completing the above steps, run the project using npm run dev and navigate to the URL displayed in the console. You can view all the available commands in the scripts property in package.json . Using any other KendoReact component is as straightforward as using the Calendar—you import the component and use the component’s markup in your apps. As a final step to getting KendoReact up and running, let’s look at how to handle licensing. 4. Activating Your License Key for Premium Components KendoReact is an enterprise-grade UI library with 120+ free and premium components. Over 50 components, such as the Calendar, are free to use without a license, even in production. However, if you want to unlock the premium components and features of KendoReact, you need to install a license key file. Important : Both trial and commercial usage of premium KendoReact components require a license key file to be installed in your project. This includes: Trial usage : Requires an active trial license key file to evaluate premium features Commercial usage : Requires a valid commercial license key file for production use Using any of the KendoReact premium UI components without a proper license key file will result in licensing warnings and watermarks appearing on the components. Getting Your License Key For Trial Users: Start a free trial to access premium components After signing up, download your trial license key from your Telerik account Follow the installation instructions below For Commercial Users: Purchase a commercial license Download your commercial license key from your Telerik account Follow the installation instructions below Since KendoReact version 5.16.0 (25 July 2023), a missing license causes a watermark to appear over selected components. For more information, see the Invalid License section. More information about the introduced changes can be found in this Invalid License section. To experience the full potential of the KendoReact components, follow the instructions on the My License page to activate your license and hide the invalid/non-activated license attributes. Now that you have a KendoReact theme installed, components imported, and licensing set up, you're ready to start developing with KendoReact! Feel free to explore the full list of KendoReact components or follow the tutorial below to learn how to combine multiple KendoReact components and make them work together. Utilizing the KendoReact AI Coding Assistant KendoReact features an integrated AI Coding Assistant designed to help you get answers, code samples, and troubleshooting tips as you work with KendoReact. You can try asking the assistant to generate a tailored snippets for a specific KendoReact component or to explain how to enable a particular feature in your app, making it a great way to get instant, relevant help as you explore the library. Give it a try as you follow this guide or build your next project! Try AI Assistants Integrating Multiple KendoReact Components KendoReact is a rich suite of modular React components. Next, you’ll use three of these components: the React Grid , React Window , and React DropDownList to build a small demo application. Before continuing, first remove the Calendar from the page so that you have a blank app to work with. 1. Adding the KendoReact Data Grid The KendoReact Data Grid provides 100+ ready-to-use features, covering everything from paging, sorting, filtering, editing, and grouping, to row and column virtualization and Excel/PDF export. This React Data Grid is free to use, but if you want to tap into its premium features, such as React server components (RSC) mode, custom cell rendering, advanced filtering, data export, and others, you need a commercial license or an active trial license . In this section, you’ll try out several Grid features, but let’s start by importing the component and adding some sample data. Import the components into your src/App.js file. jsx import { Grid , GridColumn } from '@progress/kendo-react-grid' ; To add some sample data, create a src/products.json file, and then copy-paste this content from GitHub into the new file. Import the sample data into src/App.js . jsx import products from './products.json' ; Create a Grid and bind it to your list of products . jsx < Grid data = { products } > < GridColumn field = " ProductName " /> < GridColumn field = " UnitPrice " /> < GridColumn field = " UnitsInStock " /> < GridColumn field = " Discontinued " /> </ Grid > When your browser refreshes, you’ll see your first basic KendoReact Data Grid. Next, you will add the DropDownList component , and then you will use it to enable Grid filtering and several advanced features . 2. Adding the KendoReact DropDownList Adding the KendoReact DropDownList allows you to display all available categories of products. This is a free React DropDownList component, and you need a license to use its premium filtering and virtualization functionality. To use the component, you must import it and bind it to data. Import the DropDownList into your src/App.js file. jsx import { DropDownList } from '@progress/kendo-react-dropdowns' ; Create a new src/categories.json file and paste this content from GitHub . This will be the sample data for the DropDownList. Import the newly added data. jsx import categories from './categories.json' ; Bind the DropDownList to a list of categories from the sample data. jsx < p > < DropDownList data = { categories } dataItemKey = " CategoryID " textField = " CategoryName " /> </ p > The data property of the DropDownList points to an array of objects or primitive values. In this case, you use an array of objects and therefore specify both the dataItemKey and textField properties. To display a hint for the users when no item is selected, use the defaultItem property. The default item must have a field that matches the textField name. DropDownList Code with Enabled Features The following code represents a sample DropDownList implementation that also renders the ID of the selected category next to the DropDownList. To achieve this, define a category field in the application state and implement an onChange handler. To see the DropDownList in use, copy the sample code below and add it to your src/App.js file. jsx import React , { Component } from 'react' ; import './App.scss' ; import categories from './categories.json' ; import { DropDownList } from '@progress/kendo-react-dropdowns' ; function App ( ) { const [ category , setCategory ] = React . useState ( null ) ; const handleDropDownChange = React . useCallback ( ( event ) => { setCategory ( event . target . value . CategoryID ) ; } , [ ] ) ; return ( < div className = " App " > < h1 > Hello KendoReact! </ h1 > < p > < DropDownList data = { categories } dataItemKey = " CategoryID " textField = " CategoryName " defaultItem = { { CategoryID : null , CategoryName : 'Product categories' } } onChange = { handleDropDownChange } /> &nbsp; Selected category ID: < strong > { category } </ strong > </ p > </ div > ) ; } export default App ; 3. Configuring an Advanced React Grid with DropDownList Filtering To make this sample Grid resemble a real-world scenario, let's use a portion of the Grid APIs and add the features listed below. Here you will also learn how to enable the local data operations of the Grid and configure the already created DropDownList to filter the bound data. Enabling Grid Features When you familiarize yourself with the Grid API, copy-paste the updated sample App.js code in your app and see the features listed below in use. To activate scrolling , add a height style to the Grid (enabled by default). jsx < Grid style = { { height : '400px' } } > </ Grid > Add user-friendly column titles . jsx < GridColumn field = " ProductName " title = " Product Name " /> Format the numbers in the Price column. jsx < GridColumn field = " UnitPrice " title = " Price " format = " {0:c} " /> (Premium) Enable paging and sorting . These features require you to enable data operations . jsx < Grid pageable = { true } sortable = { true } > </ Grid > (Premium) Display the boolean values in the Discontinued column as checkboxes. For this purpose, you will customize the table cell rendering through the cells property and a custom checkboxColumn component. jsx < Grid > < GridColumn field = " Discontinued " cells = { { data : CheckboxColumn } } /> </ Grid > To define the custom checkboxColumn component: jsx const CheckboxColumn = ( props : GridCustomCellProps ) => { return ( < td { ... props . tdProps } colSpan = { 1 } > < Checkbox type = " checkbox " checked = { props . dataItem [ props . field ] } disabled = " disabled " /> </ td > ) ; } ; Enabling Local Data Operations This section looks at some of the premium Data Grid features. To be able to complete this part of the tutorial, you need a commercial license or an active trial license. Features like sorting, filtering, and paging require you to configure data operations. As the Grid in this tutorial is bound to local (client-side) data, enable local data operations by following these steps: Enable each data operation separately in the Grid declaration ( pageable={true} and sortable={true} ). Configure the data operation settings and the initial state of the Grid data. For example: The initial page ( skip ) will be the first one. The page size ( take ) will be 10. The Grid will be initially sorted by Product Name . You will save all these settings in the App state as dataState and apply them in bulk to the Grid with {...dataState} . Define an onDataStateChange handler. Its purpose is to update dataState after each user interaction. In turn, this will cause the Grid to refresh and display the expected data. To display the correct Grid data, you bind the Grid to the output of a function, rather than the products array directly. For this purpose, import the process function from the kendo-data-query package. jsx import { process } from '@progress/kendo-data-query' ; Finally, add Grid filtering through the DropDownList. To do that, use the existing handleDropDownChange function and add a filter descriptor to gridDataState . As the number of data items and pages will decrease, reset the page index ( skip ) to zero. Sample Code with all React Grid Features Enabled To see all these features in action, copy the updated App.js code below. This code includes the implementation for the features described above. jsx import React from 'react' ; import './App.scss' ; import categories from './categories.json' ; import products from './products.json' ; import { process } from '@progress/kendo-data-query' ; import { Grid , GridColumn , GridCustomCellProps } from '@progress/kendo-react-grid' ; import { DropDownList } from '@progress/kendo-react-dropdowns' ; import { Checkbox } from '@progress/kendo-react-inputs' ; const CheckboxColumn = ( props : GridCustomCellProps ) => { return ( < td { ... props . tdProps } colSpan = { 1 } > < Checkbox type = " checkbox " checked = { props . dataItem [ props . field ] } disabled = " disabled " /> </ td > ) ; } ; function App ( ) { const [ categody , setCategory ] = React . useState ( null ) ; const [ dataState , setDateState ] = React . useState ( { sort : [ { field : 'ProductName' , dir : 'asc' } ] , skip : 0 , take : 10 } ) ; const handleDropDownChange = React . useCallback ( ( event ) => { let newDataState = { ... dataState } ; if ( event . target . value . CategoryID !== null ) { newDataState . filter = { logic : 'and' , filters : [ { field : 'CategoryID' , operator : 'eq' , value : event . target . value . CategoryID } ] } ; newDataState . skip = 0 ; } else { newDataState . filter = [ ] ; newDataState . skip = 0 ; } setCategory ( event . target . value . CategoryID ) ; setDateState ( newDataState ) ; } , [ dataState ] ) ; const handleGridDataStateChange = ( event ) => { setDateState ( event . dataState ) ; } ; return ( < div className = " App " > < h1 > Hello KendoReact! </ h1 > < p > < DropDownList data = { categories } dataItemKey = " CategoryID " textField = " CategoryName " defaultItem = { { CategoryID : null , CategoryName : 'Product categories' } } onChange = { handleDropDownChange } /> &nbsp; Selected category ID: < strong > { categody } </ strong > </ p > < Grid data = { process ( products , dataState ) } pageable = { true } sortable = { true } { ... dataState } onDataStateChange = { handleGridDataStateChange } style = { { height : '400px' } } > < GridColumn field = " ProductName " title = " Product Name " /> < GridColumn field = " UnitPrice " title = " Price " format = " {0:c} " /> < GridColumn field = " UnitsInStock " title = " Units in Stock " /> < GridColumn field = " Discontinued " cells = { { data : CheckboxColumn } } /> </ Grid > </ div > ) ; } export default App ; In this section, you added a robust Data Grid to your application—enhanced with paging, filtering, and sorting—and you explored the KendoReact APIs. Feel free to explore the KendoReact Grid documentation pages to get a sense of just how many things the Grid can do. Next, let's add a KendoReact DropDownList to the React app. 4. Adding the KendoReact Window The products array contains some fields that are not displayed in the Grid that you added previously . To display these additional product details when users select a Grid row, you’ll use the free KendoReact Window . Responding to user actions and displaying information from the Grid in other React components is a very common interaction between KendoReact components. To use the free KendoReact Window in the sample application: Import the Window component. jsx import { Window } from '@progress/kendo-react-dialogs' ; Define new windowVisible and gridClickedRow constants in your application state. jsx const [ windowVisible , setWindowVisible ] = React . useState ( false ) ; const [ gridClickedRow , setGridClickedRow ] = React . useState ( { } ) ; Add a row click handler to the Grid. jsx < Grid onRowClick = { handleGridRowClick } > </ Grid > Add the handleGridRowClick function that will set the windowVisible flag to true and save the Grid data item in the application state. You’ll use the data item values to render the Window's content. jsx handleGridRowClick = ( event ) => { setWindowVisible ( true ) ; setGridClickedRow ( event . dataItem ) ; } ; Immediately after the </Grid> , add the Window declaration. Note that the Window will be rendered only if the windowVisible flag value is true . jsx { windowVisible && ( < Window title = " Product Details " onClose = { closeWindow } height = { 250 } > < dl style = { { textAlign : 'left' } } > < dt > Product Name </ dt > < dd > { gridClickedRow . ProductName } </ dd > < dt > Product ID </ dt > < dd > { gridClickedRow . ProductID } </ dd > < dt > Quantity per Unit </ dt > < dd > { gridClickedRow . QuantityPerUnit } </ dd > </ dl > </ Window > ) ; } Finally, add the following Window close handler , which will set the windowVisible flag to false when the user closes the Window. jsx const closeWindow = React . useCallback ( ( event ) => { setWindowVisible ( false ) ; } , [ ] ) ; With this code in place, try clicking a row in the grid. A custom window with additional product information appears. With KendoReact, you get a powerful collection of React components that are easy to add to your app and solve hard problems—in this case, building a customizable cross-browser-friendly Window. That’s the power of KendoReact! To learn more about the Window component and what it can do, see the KendoReact Window documentation . 5. Getting the Sample App Source Code Your KendoReact Getting Started application is complete! You can download and run the complete sample application from the kendo-react-getting-started GitHub repository . Alternatively, run, fork and experiment with the application directly in StackBlitz . This article shows just a glimpse of what you can create with KendoReact. We hope we’ve managed to inspire you how to become a more productive React developer and build complex UI in no time with our professional UI library. Resources Let's look at a few more tips and tools that can help you master KendoReact. 1. AI Tools KendoReact offers AI-powered tools that integrate directly with your IDE to accelerate development and enhance productivity: AI Coding Assistant —An intelligent assistant that provides instant answers to your questions, generates code samples for specific KendoReact components, and offers troubleshooting guidance. Get context-aware help tailored to your project needs without leaving your IDE. Agentic UI Generator —A powerful AI tool that transforms natural language descriptions into complete, production-ready React UIs. Describe your desired page layout, component configuration, or styling requirements, and the generator will create fully functional, responsive code with proper KendoReact component integration, styling, and accessibility features. These tools work seamlessly with popular IDEs like Visual Studio Code and Cursor through the Model Context Protocol (MCP), providing contextual assistance throughout your development workflow. 2. Building Blocks and Page Templates Page Templates offer ready-to-use React layouts that effectively integrate the KendoReact components. These templates consist of Building Blocks, which are the individual elements that form the complete layouts. The templates and blocks streamline the development process by providing pre-designed, customizable elements. For more details, refer to the Building Blocks and Page Templates documentation . 3. ThemeBuilder To take full control over the appearance of the KendoReact components, you can create your own styles by using ThemeBuilder . ThemeBuilder is a web application that enables you to create new themes and customize existing ones. Every change that you make is visualized almost instantly. Once you are done styling the React components, you can export a zip file with the styles for your theme and use them in your React app. 4. UI Kits for Figma KendoReact comes with four UI Kits for Figma : Material, Bootstrap, Fluent, and Kendo UI Default. They provide the designers of your application with building blocks that match the UI components available in the KendoReact suite. Having matching building blocks guarantees the smooth implementation of the design. 5. VS Code Extension To help you create projects even faster, we introduced the Kendo UI Productivity Tools extension for Visual Studio Code. This extension comes with a handy template wizard that facilitates the creation of new projects and with a rich code snippet library that allows you to add KendoReact components to your project. 6. TypeScript Support All KendoReact components are natively written with TypeScript and provide all of the benefits of TypeScript, like typings, IntelliSense, and many others. The complete getting started example is also available in TypeScript . Sample Applications If you want to see more KendoReact components in action, check out our feature-packed sample applications for inspiration: Finance Portfolio Application Coffee Warehouse Dashboard Application Github Issues Grid Suggested Links Getting Started with Vite Get Started with KendoReact Free Progress Design System ThemeBuilder KendoReact Docs and Demos All Things React Telerik Blog Page In this article Installing Your First KendoReact Component Prerequisites 1. Creating the React App 2. Create a Vite Project using Kendo CLI 3. Using KendoReact Components 4. Activating Your License Key for Premium Components Utilizing the KendoReact AI Coding Assistant Integrating Multiple KendoReact Components 1. Adding the KendoReact Data Grid 2. Adding the KendoReact DropDownList 3. Configuring an Advanced React Grid with DropDownList Filtering 4. Adding the KendoReact Window 5. Getting the Sample App Source Code Resources 1. AI Tools 2. Building Blocks and Page Templates 3. ThemeBuilder 4. UI Kits for Figma 5. VS Code Extension 6. TypeScript Support Sample Applications Suggested Links Not finding the help you need? Contact Support Complete .NET Toolbox Telerik DevCraft Complete JavaScript Toolbox Kendo UI Get Products Free Trials Pricing Resources DX Hub Demos Documentation Release History Forums Blogs Webinars Videos Professional Services Partners Virtual Classroom Events FAQs Recognition Success Stories Testimonials Get in touch Contact Us USA: +1 888 679 0442 UK: +44 13 4483 8186 India: +91 406 9019447 Bulgaria: +359 2 8099850 Australia: +61 3 7068 8610 165k+ 50k+ 17k+ 4k+ 14k+ Contact Us 165k+ 50k+ 17k+ 4k+ 14k+ Telerik and Kendo UI are part of Progress product portfolio. Progress is the leading provider of application development and digital experience technologies. Company Technology Awards Press Releases Media Coverage Careers Offices Company Technology Awards Press Releases Media Coverage Careers Offices Copyright © 2025 Progress Software Corporation and/or its subsidiaries or affiliates. All Rights Reserved. Progress and certain product names used herein are trademarks or registered trademarks of Progress Software Corporation and/or one of its subsidiaries or affiliates in the U.S. and/or other countries. See Trademarks for appropriate markings. All rights in any other trademarks contained herein are reserved by their respective owners and their inclusion does not imply an endorsement, affiliation, or sponsorship as between Progress and the respective owners. Terms of Use Site Feedback Privacy Center Trust Center Do Not Sell or Share My Personal Information Powered by Progress Sitefinity | 2026-01-13T08:49:37 |
https://simonwillison.net/2025/Apr/14/gpt-4-1/#:~:text=The%20models%20score%20higher%20than,to%20say%20%E2%80%9CI%20don%E2%80%99t%20know%E2%80%9D | GPT-4.1: Three new million token input models from OpenAI, including their cheapest model yet Simon Willison’s Weblog Subscribe GPT-4.1: Three new million token input models from OpenAI, including their cheapest model yet 14th April 2025 OpenAI introduced three new models this morning: GPT-4.1, GPT-4.1 mini and GPT-4.1 nano. These are API-only models right now, not available through the ChatGPT interface (though you can try them out in OpenAI’s API playground ). All three models can handle 1,047,576 tokens of input and 32,768 tokens of output, and all three have a May 31, 2024 cut-off date (their previous models were mostly September 2023). The models score higher than GPT-4o and GPT-4.5 on coding benchmarks, and do very well on long context benchmarks as well. They also claim improvements in instruction following—following requested formats, obeying negative instructions, sorting output and obeying instructions to say “I don’t know”. I released a new version of my llm-openai plugin supporting the new models. This is a new thing for the LLM ecosystem: previously OpenAI models were only supported in core, which meant I had to ship a full LLM release to add support for them. You can run the new models like this: llm install llm-openai-plugin -U llm -m openai/gpt-4.1 " Generate an SVG of a pelican riding a bicycle " The other model IDs are openai/gpt-4.1-mini and openai/gpt-4.1-nano . Here’s the pelican riding a bicycle I got from full sized GPT-4.1: I’m particularly excited by GPT-4.1 nano , which handles image and text input up to a million tokens and is priced lower than any other previous OpenAI model: $0.10/million for input and $0.40/million for output, less than previous cheapest OpenAI model GPT-4o-mini ($0.15/$0.60). I’ve updated my LLM pricing table to include the new models. They’re not the cheapest overall though: Gemini 2.0 Flash Lite and, Gemini 1.5 Flash 8B, Amazon Nova Lite and Nova Micro and Mistral’s 3B, 8B and Small 3.1 hosted models remain less expensive. As a demonstration of just how cheap GPT-4.1 nano is, consider this photograph I took of some pelicans: I ran that through GPT-4.1 nano like this: llm -m openai/gpt-4.1-nano describe \ -a https://static.simonwillison.net/static/2025/two-pelicans.jpg And got back this response: The image shows two pelicans flying against a clear blue sky. They are positioned in flight, with their wings extended, showcasing their large wingspan and feather patterns. The pelican on the right appears slightly higher and facing slightly to the left, while the pelican on the left is oriented more horizontally with its beak pointing forward. Both birds display a combination of brown, tan, and white plumage, characteristic of pelicans, with their long beaks prominently visible. Running llm logs -c --usage revealed that this used 1,933 input tokens and 96 output tokens. Passing those through the pricing calculator returns a total cost of $0.000232, or 0.0232 cents. That means I could use GPT-4.1 nano to generate descriptions of 4,310 images like this one for just shy of a dollar. A few closing thoughts on these new models: The 1 million input token context thing is a really big deal . The huge token context has been a major competitive advantage for the Google Gemini models for a full year at this point—it’s reassuring to see other vendors start to catch up. I’d like to see the same from Anthropic—Claude was the first model to hit 200,000 but hasn’t shipped more than that yet (aside from a 500,000 token model that was restricted to their big enterprise partners). When I added fragments support to LLM last week the feature was mainly designed to help take advantage of longer context models. It’s pleasing to see another one show up so shortly after that release. OpenAI’s prompt caching mechanism offers an even bigger discount for the 4.1 models: 1/4 the price for input tokens if that same prefix has been used within the past ~5-10 minutes. GPT-4o models only offer a 50% discount for this. A million token input costs 10 cents with GPT-4.1 nano, but that drops to 2.5 cents if the same input is used again within the 5-10 minute caching time limit. OpenAI really emphasized code performance for this model. They called out the Aider benchmark in their announcement post. As expected , GPT-4.5 turned out to be not long for this world: We will also begin deprecating GPT‑4.5 Preview in the API, as GPT‑4.1 offers improved or similar performance on many key capabilities at much lower cost and latency. GPT‑4.5 Preview will be turned off in three months, on July 14, 2025, to allow time for developers to transition In the livestream announcement Michelle Pokrass let slip that the codename for the model was Quasar—that’s the name of the stealth model that’s been previewing on OpenRouter for the past two weeks. That has now been confirmed by OpenRouter. OpenAI shared a GPT 4.1 Prompting Guide , which includes this tip about long context prompting: Especially in long context usage, placement of instructions and context can impact performance. If you have long context in your prompt, ideally place your instructions at both the beginning and end of the provided context, as we found this to perform better than only above or below. If you’d prefer to only have your instructions once, then above the provided context works better than below. Adding instructions before the content is incompatible with prompt caching —I always keep the user’s varying question at the end, after any longer system instructions or documents, since doing so means multiple different questions can benefit from OpenAI’s prefix cache. They also recommend XML-style delimiters over JSON for long context, suggesting this format (complete with the XML-invalid unquoted attribute) that’s similar to the format recommended by Anthropic for Claude: < doc id =1 title = " The Fox " >The quick brown fox jumps over the lazy dog</ doc > There’s an extensive section at the end describing their recommended approach to applying file diffs : “we open-source here one recommended diff format, on which the model has been extensively trained”. One thing notably absent from the GPT-4.1 announcement is any mention of audio support. The “o” in GPT-4o stood for “omni”, because it was a multi-modal model with image and audio input and output. The 4.1 models appear to be text and image input and text output only. Posted 14th April 2025 at 6:12 pm · Follow me on Mastodon , Bluesky , Twitter or subscribe to my newsletter More recent articles First impressions of Claude Cowork, Anthropic's general agent - 12th January 2026 My answers to the questions I posed about porting open source code with LLMs - 11th January 2026 Fly's new Sprites.dev addresses both developer sandboxes and API sandboxes at the same time - 9th January 2026 This is GPT-4.1: Three new million token input models from OpenAI, including their cheapest model yet by Simon Willison, posted on 14th April 2025 . ai 1781 openai 381 generative-ai 1575 llms 1541 llm 246 vision-llms 81 llm-pricing 62 pelican-riding-a-bicycle 89 long-context 19 llm-release 171 Next: Image segmentation using Gemini 2.5 Previous: CaMeL offers a promising new direction for mitigating prompt injection attacks Monthly briefing Sponsor me for $10/month and get a curated email digest of the month's most important LLM developments. Pay me to send you less! 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https://www.anthropic.com/claude/sonnet#:~:text=Pricing%20for%20Claude%203,check%20out%20our%20pricing%20page | Skip to main content Skip to footer Research Economic Futures Commitments Learn News Try Claude Claude Sonnet 4.5 Hybrid reasoning model with superior intelligence for agents, and 200K context window Try Claude Get API access Announcements New Claude Sonnet 4.5 Sep 29, 2025 Sonnet 4.5 is the best model in the world for agents, coding, and computer use. It’s also our most accurate and detailed model for long-running tasks, with enhanced domain knowledge in coding, finance, and cybersecurity. Read more Claude Sonnet 4 May 22, 2025 Sonnet 4 improves on Sonnet 3.7 across a variety of areas, especially coding. It offers frontier performance that’s practical for most AI use cases, including user-facing AI assistants and high-volume tasks. Read more Claude Sonnet 3.7 and Claude Code Feb 24, 2025 Sonnet 3.7 is the first hybrid reasoning model and our most intelligent model to date. It’s state-of-the art for coding and delivers significant improvements in content generation, data analysis, and planning. Read more Availability and pricing Anyone can chat with Claude using Sonnet 4.5 on Claude.ai, available on web, iOS, and Android. For developers interested in building agents, Sonnet 4.5 is available on the Claude Developer Platform natively, and in Amazon Bedrock, Google Cloud's Vertex AI, and Microsoft Foundry. Pricing for Sonnet 4.5 starts at $3 per million input tokens and $15 per million output tokens, with up to 90% cost savings with prompt caching and 50% cost savings with batch processing . To learn more, check out our pricing page. To get started, simply use claude-sonnet-4-5 via the Claude API . Use cases Sonnet 4.5 is a powerful, versatile model—built for daily use, scaled production, and complex tasks. Sonnet 4.5 can produce near-instant responses or extended, step-by-step thinking that is made visible to the user. API users also have fine-grained control over how long the model thinks. Popular use cases include: Long-running agents Sonnet 4.5 offers superior instruction following, tool selection, error correction, and advanced reasoning for customer-facing agents and complex AI workflows. Code generation Sonnet 4.5 is a powerful choice for agentic coding, and can complete tasks across the entire software development lifecycle, from initial planning to bug fixes, maintenance to large refactors. It offers strong performance in both planning and solving for complex coding tasks, making it an ideal choice to power end-to-end software development processes. Sonnet 4.5 supports up to 64K output tokens, which is particularly valuable for rich code generation and planning. Browser and computer use Sonnet 4.5 excels in computer use capabilities, reliably handling any browser-based task from competitive analysis to procurement workflows to customer onboarding. Sonnet 3.5 was the first frontier AI model to be able to use computers in this way. Sonnet 4.5 uses computers even more accurately and reliably, and we expect the capability to improve over time. Cybersecurity Teams using Sonnet 4.5 with Claude Code can deploy agents that autonomously patch vulnerabilities before exploitation, shifting from reactive detection to proactive defense. Financial analysis Sonnet 4.5 handles everything from entry-level financial analysis to advanced predictive analysis. For example, it can continuously monitor global regulatory changes and preemptively adapt compliance systems, evolving beyond manual audit preparation to intelligent risk management. Business tasks Sonnet 4.5 excels at producing and editing office files like slides, documents, and spreadsheets. Research Sonnet 4.5 can search through external and internal data sources to synthesize comprehensive insights across complex information landscapes. Content generation and analysis Sonnet 4.5 excels at writing and can understand nuance and tone to generate more compelling content and analyze content on a deeper level. Benchmarks Sonnet 4.5 is our powerful and versatile model for everyday use, combining strong reasoning with efficient performance. It excels at powering agents for financial analysis, cybersecurity, and research—coordinating multiple agents and processing high volumes of data with the reliability these domains demand. Trust & Safety We ’ ve conducted extensive testing and evaluation of Sonnet 4.5, working with external experts to ensure it meets our standards for safety, security, and reliability. In the model card for this release, we discuss new safety results in several categories. Hear from our customers We're seeing state-of-the-art coding performance from Claude Sonnet 4.5, with significant improvements on longer horizon tasks. It reinforces why many developers using Cursor choose Claude for solving their most complex problems. Michael Truell Co-founder and CEO , Cursor Claude Sonnet 4.5 amplifies GitHub Copilot's core strengths. Our initial evals show significant improvements in multi-step reasoning and code comprehension—enabling Copilot's agentic experiences to handle complex, codebase-spanning tasks better. We expect these gains to deliver meaningful value to developers moving from idea to implementation with confidence. Mario Rodriguez Chief Product Officer , Github Claude Sonnet 4.5 reduced average vulnerability intake time for our Hai security agents by 44% while improving accuracy by 25%, helping us reduce risk for businesses with confidence. Nidhi Aggarwal Chief Product Officer , HackerOne For Devin, Claude Sonnet 4.5 increased planning performance by 18% and end-to-end eval scores by 12%—the biggest jump we've seen since the release of Claude Sonnet 3.6. It excels at testing its own code, enabling Devin to run longer, handle harder tasks, and deliver production-ready code more consistently. Scott Wu Co-founder & CEO , Cognition Claude Sonnet 4.5 is state of the art on the most complex litigation tasks. For example, analyzing full briefing cycles and conducting research to synthesize excellent first drafts of an opinion for judges, or interrogating entire litigation records to create detailed summary judgment analysis. Pablo Arredondo Vice President, CoCounsel , Thomson Reuters Claude Sonnet 4.5's edit capabilities are exceptional — we went from 9% error rate on Sonnet 4 to 0% on our internal code editing benchmark. Higher tool success at lower cost is a major leap for agentic coding. Claude Sonnet 4.5 balances creativity and control perfectly, thoroughly completing tasks without over-engineering. Michele Catasta President , Replit For complex financial analysis—risk, structured products, portfolio screening—Claude Sonnet 4.5 with thinking delivers investment-grade insights that require less human review. When depth matters more than speed, it's a meaningful step forward for institutional finance. Stian Kirkeberg Head of AI and Machine Learning , Norges Bank Investment Management Claude Sonnet 4.5 delivers measurable improvements for Next.js tasks. It is particularly good at building and linting Next.js code, showing up to a 17% improvement over its predecessor. We're excited to integrate it into v0 and AI Gateway at launch, giving developers instant access to these advances. Guillermo Rauch CEO , Vercel Sonnet 4.5 is state-of-the-art for real-world, agentic enterprise workflows. We've seen a leap in reasoning capabilities within Snowflake Intelligence—enabling customers to extract deeper, more actionable insights from their data. Baris Gultekin VP of AI , Snowflake Claude Sonnet 4.5 resets our expectations—it handles 30+ hours of autonomous coding, freeing our engineers to tackle months of complex architectural work in dramatically less time while maintaining coherence across massive codebases. Sean Ward CEO & Co-Founder , iGent Claude Sonnet 4.5 delivers clear wins over Sonnet 4: sharper instruction-following, stronger planning, smarter parallelization. Tasks require fewer iterations, which is critical for our most demanding agentic workflows. Ankit Shankar AIP Product Lead , Palantir Claude Sonnet 4.5 shows strong promise for red teaming, generating creative attack scenarios that accelerate how we study attacker tradecraft. These insights strengthen our defenses across endpoints, identity, cloud, data, SaaS, and AI workloads. Sven Krasser Sr. Vice President for Data Science and Chief Scientist , Crowdstrike Claude Sonnet 4.5 is excellent at software development tasks, learning our codebase patterns to deliver precise implementations. It handles everything from debugging to architecture with deep contextual understanding, transforming our development velocity. Eric Wendelin Tech Lead, GenAI for Developer Productivity , Netflix 01 / 13 See Claude in action Coding What should I look for when reviewing a Pull Request for a Python web app? Ask Claude Writing Create a 3-month editorial calendar template for a weekly newsletter Ask Claude Students What's an effective study schedule template for final exams? Ask Claude Frequently asked questions When should I use Claude Sonnet 4.5? We offer different models across the spectrum of speed, price, and performance. Sonnet 4.5 delivers superior intelligence with optimal efficiency for high-volume use cases. We recommend Sonnet 4.5 for most AI applications where you need a balance of advanced capabilities and practical throughput—such as customer-facing agents, production coding workflows, content generation at scale, and real-time research tasks. How much does it cost to use Claude Sonnet 4.5 Pricing depends on how you want to use Sonnet 4.5. To learn more, check out our pricing page . When should I use extended thinking? Sonnet 4.5 is both a standard model and a hybrid reasoning model in one: you can pick when you want the model to answer normally and when you want it to use extended thinking. Extended thinking mode is best when performance and accuracy matter more than latency. It significantly improves response quality for complex reasoning tasks, extended agentic work, multi-step coding projects, and deep research. Thinking summaries help you understand key aspects of the model's reasoning process. Products Claude Claude Code Claude in Chrome Claude in Excel Claude in Slack Skills Max plan Team plan Enterprise plan Download app Pricing Log in to Claude Models Opus Sonnet Haiku Solutions AI agents Code modernization Coding Customer support Education Financial services Government Healthcare Life sciences Nonprofits Claude Developer Platform Overview Developer docs Pricing Regional Compliance Amazon Bedrock Google Cloud’s Vertex AI Console login Learn Blog Claude partner network Connectors Courses Customer stories Engineering at Anthropic Events Powered by Claude Service partners Startups program Tutorials Use cases Company Anthropic Careers Economic Futures Research News Responsible Scaling Policy Security and compliance Transparency Help and security Availability Status Support center Terms and policies Privacy policy Consumer health data privacy policy Responsible disclosure policy Terms of service: Commercial Terms of service: Consumer Usage policy © 2025 Anthropic PBC Claude Sonnet 4.5 \ Anthropic | 2026-01-13T08:49:37 |
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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Forem Close # ec2 Follow Hide Create Post Older #ec2 posts 1 2 3 4 5 6 7 8 9 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Logging Into EC2 Is Easy… Until You Pick the Wrong Way Aishwary Gathe Aishwary Gathe Aishwary Gathe Follow Jan 9 Logging Into EC2 Is Easy… Until You Pick the Wrong Way # aws # cloud # security # ec2 1 reaction Comments 1 comment 3 min read Deploying a Node.js Application on AWS EC2 with Apache Dipu Raj Dipu Raj Dipu Raj Follow Jan 2 Deploying a Node.js Application on AWS EC2 with Apache # node # aws # ec2 # apache Comments Add Comment 1 min read Building a Multi-Channel AWS EC2 Spot Instance Interruption Alert System Prashant Gupta Prashant Gupta Prashant Gupta Follow Jan 1 Building a Multi-Channel AWS EC2 Spot Instance Interruption Alert System # aws # ec2 # monitoring Comments Add Comment 11 min read 🎭 AWS 120: Giving Your Servers a Voice - Creating an IAM Role Hritik Raj Hritik Raj Hritik Raj Follow Dec 31 '25 🎭 AWS 120: Giving Your Servers a Voice - Creating an IAM Role # aws # iam # ec2 # 100daysofcloud Comments Add Comment 3 min read AWS EC2 인스턴스 설정 및 기본 구성 가이드 dss99911 dss99911 dss99911 Follow Dec 31 '25 AWS EC2 인스턴스 설정 및 기본 구성 가이드 # infra # devops # aws # ec2 Comments Add Comment 1 min read Publish Jekyll on Amazon Linux2 on EC2 dss99911 dss99911 dss99911 Follow Dec 31 '25 Publish Jekyll on Amazon Linux2 on EC2 # tools # jekyll # aws # ec2 Comments Add Comment 3 min read Migrate Droplet from DO to AWS using AWS Migration Application Service (MGN) Nam La Nam La Nam La Follow Dec 29 '25 Migrate Droplet from DO to AWS using AWS Migration Application Service (MGN) # aws # ec2 Comments Add Comment 4 min read Beyond Static: Launching My First EC2 Instance with User Data Eric Rodríguez Eric Rodríguez Eric Rodríguez Follow Dec 29 '25 Beyond Static: Launching My First EC2 Instance with User Data # aws # ec2 # linux # devops Comments Add Comment 1 min read 🚨 AWS 130: Routing the Private Way - Implementing a NAT Instance Hritik Raj Hritik Raj Hritik Raj Follow Jan 10 🚨 AWS 130: Routing the Private Way - Implementing a NAT Instance # aws # networking # ec2 # 100daysofcloud 2 reactions Comments Add Comment 3 min read Deploy Node.js App on EC2 Using Docker Image Mayank Tamrkar Mayank Tamrkar Mayank Tamrkar Follow Dec 28 '25 Deploy Node.js App on EC2 Using Docker Image # docker # ec2 # programming Comments Add Comment 3 min read Amazon EC2 – Instance Types & Sizing (Beginner-Friendly Notes) Micheal Angelo Micheal Angelo Micheal Angelo Follow Jan 4 Amazon EC2 – Instance Types & Sizing (Beginner-Friendly Notes) # aws # ec2 # cloudcomputing # beginners Comments Add Comment 2 min read 🛡️ AWS 109: The Ultimate Safety Net - Enabling EC2 Termination Protection Hritik Raj Hritik Raj Hritik Raj Follow Dec 20 '25 🛡️ AWS 109: The Ultimate Safety Net - Enabling EC2 Termination Protection # aws # ec2 # cloudsecurity # 100daysofcloud Comments Add Comment 3 min read 🛡️ AWS 108: Adding a Safety Latch - Enabling EC2 Stop Protection Hritik Raj Hritik Raj Hritik Raj Follow Dec 19 '25 🛡️ AWS 108: Adding a Safety Latch - Enabling EC2 Stop Protection # ec2 # cloudsecurity # devops # 100daysofcloud Comments Add Comment 3 min read 📉 AWS 107: Save Money by Rightsizing - How to Change an EC2 Instance Type Hritik Raj Hritik Raj Hritik Raj Follow Dec 18 '25 📉 AWS 107: Save Money by Rightsizing - How to Change an EC2 Instance Type # aws # ec2 # cloudoptimization # 100daysofcloud Comments Add Comment 3 min read Amazon EC2 in Cloud Computing: Features, Use Cases, and Pricing ABITHA N 24CB001 ABITHA N 24CB001 ABITHA N 24CB001 Follow Dec 18 '25 Amazon EC2 in Cloud Computing: Features, Use Cases, and Pricing # devops # webdev # ec2 # aws Comments Add Comment 2 min read 💻 AWS 106: The Moment of Truth! Launching Your First EC2 Instance Hritik Raj Hritik Raj Hritik Raj Follow Dec 17 '25 💻 AWS 106: The Moment of Truth! Launching Your First EC2 Instance # aws # ec2 # devops # 100daysofcloud Comments Add Comment 4 min read How to Launch an EC2 Instance in AWS Samuel Ojo Samuel Ojo Samuel Ojo Follow Dec 20 '25 How to Launch an EC2 Instance in AWS # webdev # aws # ec2 # cloud Comments Add Comment 4 min read AWS AMI cross-region replication and sharing kingyou kingyou kingyou Follow Dec 15 '25 AWS AMI cross-region replication and sharing # aws # ec2 Comments Add Comment 2 min read Docker-Compose Gettings IAM Error Credentials Daniel Sim-Xien Daniel Sim-Xien Daniel Sim-Xien Follow Dec 12 '25 Docker-Compose Gettings IAM Error Credentials # aws # ec2 # iam # docker 1 reaction Comments Add Comment 2 min read Auto-stop EC2 on low CPU, then auto-start on HTTPS request — how to keep a “front door” while the instance is off? JawherKassas JawherKassas JawherKassas Follow Dec 13 '25 Auto-stop EC2 on low CPU, then auto-start on HTTPS request — how to keep a “front door” while the instance is off? # aws # ec2 # cloud # devops Comments Add Comment 2 min read EC2 Lab: Launching an Instance in a Private Subnet (Private Access) Andres Figueroa Andres Figueroa Andres Figueroa Follow Dec 9 '25 EC2 Lab: Launching an Instance in a Private Subnet (Private Access) # aws # ec2 # private Comments Add Comment 4 min read [AWS] 1. IAM (Identity and Access Management) & AWS CLI (Command Line Interface) Sangwoo Lee Sangwoo Lee Sangwoo Lee Follow Nov 30 '25 [AWS] 1. IAM (Identity and Access Management) & AWS CLI (Command Line Interface) # aws # iam # ec2 # devops Comments Add Comment 5 min read From Zero to Automation: Setting Up Puppet Master & Agent on AWS EC2 Krisha Arya Krisha Arya Krisha Arya Follow Dec 2 '25 From Zero to Automation: Setting Up Puppet Master & Agent on AWS EC2 # puppet # aws # ec2 # automation Comments Add Comment 3 min read AWS Cloud Practitioner Questions | EC2 SAA Level Minoltan Issack Minoltan Issack Minoltan Issack Follow Nov 30 '25 AWS Cloud Practitioner Questions | EC2 SAA Level # ec2 # ec2placementgroups # ec2hibernate # aws Comments Add Comment 2 min read AWS Cloud Practitioner Questions | EC2 Fundamentals Minoltan Issack Minoltan Issack Minoltan Issack Follow Nov 29 '25 AWS Cloud Practitioner Questions | EC2 Fundamentals # ec2 # aws # cloudexam # ec2basics Comments Add Comment 4 min read loading... trending guides/resources Create and run Windows on Arm virtual machines on AWS Graviton processors using QEMU and KVM Self Hosting n8n on AWS EC2 instance (Step-by-step Guide) 🚨 AWS 130: Routing the Private Way - Implementing a NAT Instance Migrate Droplet from DO to AWS using AWS Migration Application Service (MGN) How to Automate Instance Management with AWS SDK for Python (Boto3) Elastic Container Service on AWS - How to Get Started Step-by-Step Automated Cloud Migrations with Kiro and the Arm MCP Server EC2 Lab: Launching an Instance in a Private Subnet (Private Access) The Most Popular AWS Services You Probably Should Use: Key Picks & Why They Matter Automate NGINX Deployment on AWS EC2 Server using Bash Script 💻 AWS 106: The Moment of Truth! Launching Your First EC2 Instance Automating EC2 Recovery with AWS Lambda and CloudWatch AWS AMI cross-region replication and sharing AWS Cloud Practitioner Questions | EC2 Fundamentals [AWS] 1. IAM (Identity and Access Management) & AWS CLI (Command Line Interface) 🛡️ AWS 109: The Ultimate Safety Net - Enabling EC2 Termination Protection Auto-stop EC2 on low CPU, then auto-start on HTTPS request — how to keep a “front door” while the... Amazon EC2 – Instance Types & Sizing (Beginner-Friendly Notes) Amazon EC2: Launching Your First Instance from the Console (Public Access) Beyond Static: Launching My First EC2 Instance with User Data 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — Your community HQ Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Forem © 2016 - 2026. We're a blogging-forward open source social network where we learn from one another Log in Create account | 2026-01-13T08:49:37 |
https://www.deepset.ai/blog/understanding-the-model-context-protocol-mcp#:~:text=interface | What is the Model Context Protocol (MCP)? | deepset Blog book demo Products and Services Overview Haystack Haystack Enterprise Starter Haystack Enterprise Platform Haystack Enterprise Platform Trial Solutions Technical solutions AI Agents Retrieval Augmented Generation (RAG) Intelligent Document Processing (IDP) Enterprise Search Text-to-SQL industry solutions Government and Defense Financial Services Media and Publishing Legal Manufacturing Technology Health and Life Sciences Retail and Consumer Goods Resources Resource Center Case Studies Webinars Reports & Guides Blog Documentation featured Blog: Building AI Agents with LLMs No items found. Company About Us Partners News Careers try for free demo/contact book demo Monthly updates on making AI work for you. Delivered to your inbox. Sign Up Now back to resources BLOG AI Architecture AI Trends What is the Model Context Protocol (MCP)? How MCP is standardizing context integration for AI applications By Isabelle Nguyen , Tanay Soni , Published on April 10, 2025 12 min read TLDR Key Metrics: Last November, Anthropic released the Model Context Protocol (MCP), a new standard for communication between components of an AI application, as well as external systems or tools. The developer community quickly adopted the protocol, implementing hundreds of MCP Servers. Now, with leading companies like AWS, GitHub, and even Anthropic “rival” OpenAI officially adopting MCP, it is gaining traction on the business side as well. MCP standardizes the integration of data and tools with AI Agents, which is proving incredibly valuable for building AI applications faster and explains why MCP is quickly becoming the new standard for communicating context in agent-based AI systems. What is the Model Context Protocol (MCP)? For AI models to deliver reliable value in production environments like coding assistants, manufacturing controls, or financial reporting, they require appropriate context. Effective AI systems balance the model's capabilities with access to relevant, accurate information—whether that's proprietary data from various enterprise systems or the latest insights from web searches– as well as agentic tools that can further process data and automate enterprise workflows. Previously, this was done in an ad-hoc, non-standardized way – but now MCP provides a consistent, structured format for interacting with large language models (LLMs) and other AI models, making it much easier to build customized AI applications. It's similar to how REST APIs once standardized how web services communicate, allowing for seamless integration and interoperability across different systems and platforms. MCP defines clear patterns for providing context to models, managing tool use, and handling responses, enabling developers to build more maintainable AI applications faster without reinventing implementation patterns for each new use case. How does the Model Context Protocol (MCP) work? MCP uses a simple client-server model. AI applications like Cursor, Claude, or a Haystack Agent act as clients that connect to MCP servers, each of which provides access to a specific tool or data source through a standardized interface. When the AI application needs information or wants to perform an action, it sends a request to the appropriate MCP server, which handles the interaction with the underlying data source or tool and returns the results. This standardization means that any MCP-compatible client can work with any MCP-compatible server without any custom integration work. While the actual documentation distinguishes between hosts (the AI application) and clients (protocol adapters on the host side that connect 1-to-1 to servers), in most practical discussions of MCP, the AI application itself is simply referred to as the "MCP Client" that can connect to multiple servers. MCP architecture diagram . Image credit: modelcontextprotocol.io Model Context Protocol (MCP) in practice: integration and rapid development The true power of MCP becomes clear when we look at real-world applications: New integrations without engineering skills. Consider a financial analyst using an LLM to evaluate investment opportunities. With MCP, they can dynamically incorporate new data sources – perhaps a proprietary market database or real-time commodity prices – without requiring engineering resources for custom integration work. The analyst can simply point the AI assistant to the MCP-compatible data source and instantly incorporate those insights into the analysis. On-the-fly integration of data sources in dynamic scenarios . Imagine a market researcher who wants to add data from a specialized industry database during a client presentation. With MCP, they can connect their AI assistant to this new source with minimal setup and get answers that incorporate new context without disrupting their workflow or requiring technical support. Easier prototyping. From a product development perspective, MCP accelerates the prototyping and iteration cycle . A banking institution evaluating different use cases for AI deployment can use MCP to quickly test multiple scenarios. For example, they can simultaneously explore customer service automation, personalized financial advice, and loan application document processing by setting up prototypes using different MCP-powered tools and data sources. Faster iteration cycles. Beyond initial prototyping, MCP enables iterative, feedback-driven development. For example, a team building a self-service portal might start with simple document retrieval capabilities, then gradually expand based on user feedback. As customers request additional functionality, the team can easily integrate new tools – product database access, order status checking, support ticket creation – through MCP without rewriting each integration from scratch. With these faster and broader ways to prototype and iterate, the Haystack Enterprise Platform helps teams keep track of their various projects and releases. It provides built-in best practices for AI product development and includes many ready-made, yet easily customizable templates to jumpstart any project. Product teams can validate multiple use cases before committing resources to full development, reducing time-to-market and development costs. Model Context Protocol (MCP) and Compound AI Compound AI consists of multiple, self-contained components that can include AI models, non-AI business logic, and additional data sources in a cohesive system. Components can be swapped out and updated, providing flexibility and modularity. This modular approach has become the standard for sophisticated AI applications, allowing for components to be evaluated and replaced independently. MCP fits perfectly into this modularity concept that is central to the Compound AI approach. The standardization offered by MCP is particularly valuable for AI agent-based systems , which rely on accessing and orchestrating tools based on context and goals. MCP enables these agents to: Connect to any data source with minimal integration effort Swap different tools and data providers as needed Collaborate in multi-agent setups through a consistent protocol As this new technology gains adoption, it promises to streamline the design of modular AI systems that can flexibly incorporate the tools and data they need to operate effectively. Model Context Protocol (MCP) in Haystack deepset solutions are built using the Haystack open source framework for custom, production-grade AI. Haystack provides limitless flexibility to build with the best components, allowing users to choose from a large library of integrations (e.g., vector databases, LLMs, embedding, retrieval, and ranking models) from across the industry for their use cases. In addition to the pre-built components, users can build their own custom components to incorporate business logic or niche tools and data sources. Thanks to Haystack's open source nature, users of all deepset products retain full ownership of their solutions, as they are never locked into a proprietary "black box" format. Now with MCP, adding a custom data source or tool integration is even easier and faster: The new MCPTool class enables seamless communication between a Haystack Pipeline acting as an MCP Client , and existing MCP Servers. Additionally, users can also wrap a Haystack Pipeline into an MCP Server and expose it as a tool that MCP Clients can interact with. Because connecting to an existing MCP Server is faster than writing a new integration from scratch, the integration opens up new horizons for building custom AI applications with Haystack by deepset . Stay tuned for more on Model Context Protocol (MCP) The ease and flexibility with which MCP enables ad hoc integration of data sources, as well as faster prototyping and iteration cycles with a variety of tools, makes it likely to become an integral part of enterprise AI systems in the coming years. However, there are still areas where the MCP ecosystem needs to mature: At this point, many MCP Server implementations are designed to run locally and cannot scale to enterprise workloads. More official MCP Server implementations coming directly from companies will increase adoption. We’re already seeing movement here, with AWS and GitHub recently releasing their first official implementations. MCP introduces more dynamic security and compliance requirements that need to be met when integrating multiple tools and data sources in AI applications. In our upcoming post, we’ll take a closer look at MCP’s role in the enterprise and how organizations can prepare their infrastructure for enterprise-grade MCP implementations. Stay tuned! Curious about building AI Apps and Agents? Book Demo meet the author Isabelle Nguyen Technical Content Writer Table of Contents What is metadata? GET STARTED WITH A PERSONALIZED DEEPSET DEMO Book demo Explore Related Content October 31, 2025 Building Sovereign AI: The Significance of the Deutschland-Stack and Haystack’s Role With the launch of the Deutschland-Stack, Germany is setting the global standard for Sovereign AI: open, adaptable, and powered by transparent technologies like Haystack. Blog August 21, 2025 From Lock-in to Liberation: Why AI Frameworks Matter Most Now Break free from vendor lock-in with flexible generative AI frameworks for enterprise. Scale smarter, reduce risks, and keep control of your future. Blog July 25, 2025 Generative AI in the Public Sector Is Changing Grant Management Explore AI in the public sector with tools that automate grant and proposal approvals, improving speed, accuracy, and decision making across agencies. Blog May 12, 2025 AI Agents and Deterministic Workflows: A Spectrum, Not a Binary Choice Many AI systems in production combine structured workflows with autonomous capabilities Blog See why organizations like Airbus, The Economist, and OakNorth choose deepset. 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Right menu AI and the UK Workforce: Navigating the "Job-pocalypse" with Purpose Sanjay Naker Sanjay Naker Sanjay Naker Follow Oct 13 '25 AI and the UK Workforce: Navigating the "Job-pocalypse" with Purpose # ai # blockchain # productivity # crypto Comments Add Comment 2 min read I Built an AI Flood Forecasting System with Next.js 15 & Akshat Raj Akshat Raj Akshat Raj Follow Oct 12 '25 I Built an AI Flood Forecasting System with Next.js 15 & # ai # blockchain # productivity # science Comments Add Comment 3 min read 🧬 Plasma & $XPL: Stablecoin Superchain or Launch Hype? Dan Keller Dan Keller Dan Keller Follow Sep 30 '25 🧬 Plasma & $XPL: Stablecoin Superchain or Launch Hype? # blockchain # crypto # ai # fintech 3 reactions Comments Add Comment 2 min read AI Writing Assistants in 2025: Free vs Paid – Which Should You Choose? 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close # interview Follow Hide Create Post Older #interview posts 4 5 6 7 8 9 10 11 12 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Coding Challenge Practice - Question 54 Bukunmi Odugbesan Bukunmi Odugbesan Bukunmi Odugbesan Follow Nov 13 '25 Coding Challenge Practice - Question 54 # challenge # algorithms # interview # javascript Comments Add Comment 1 min read Coding Challenge Practice - Question 55 Bukunmi Odugbesan Bukunmi Odugbesan Bukunmi Odugbesan Follow Nov 14 '25 Coding Challenge Practice - Question 55 # algorithms # javascript # interview # tutorial Comments Add Comment 1 min read Mastering Cross-Region Loadbalancer Configuration Manoj Savukar Manoj Savukar Manoj Savukar Follow for CareerByteCode Nov 13 '25 Mastering Cross-Region Loadbalancer Configuration # aws # architecture # interview # career Comments Add Comment 10 min read I built an AI tool to practice system design like LeetCode — would love feedback! Desyra Desyra Desyra Follow Nov 12 '25 I built an AI tool to practice system design like LeetCode — would love feedback! # ai # distributedsystems # interview Comments Add Comment 2 min read Coding Challenge Practice - Question 53 Bukunmi Odugbesan Bukunmi Odugbesan Bukunmi Odugbesan Follow Nov 12 '25 Coding Challenge Practice - Question 53 # algorithms # coding # interview # javascript Comments Add Comment 1 min read Coding Challenge Practice - Question 52 Bukunmi Odugbesan Bukunmi Odugbesan Bukunmi Odugbesan Follow Nov 11 '25 Coding Challenge Practice - Question 52 # challenge # algorithms # interview # javascript Comments Add Comment 1 min read After the Google SRE Interview: Deconstructing the 'Hire' vs. 'No Hire' Debrief Ace Interviews Ace Interviews Ace Interviews Follow Nov 11 '25 After the Google SRE Interview: Deconstructing the 'Hire' vs. 'No Hire' Debrief # google # devops # sre # interview Comments Add Comment 3 min read Terraform Workspaces: Proven Multi-Environment Patterns for Real-World DevOps TechOpsBySonali TechOpsBySonali TechOpsBySonali Follow for CareerByteCode Nov 23 '25 Terraform Workspaces: Proven Multi-Environment Patterns for Real-World DevOps # career # cloud # devops # interview Comments Add Comment 4 min read 🔄 What’s the Difference Between Iterator and ListIterator in Java? realNameHidden realNameHidden realNameHidden Follow Nov 9 '25 🔄 What’s the Difference Between Iterator and ListIterator in Java? # java # interview # collection 5 reactions Comments Add Comment 3 min read Coding Challenge Practice - Question 51 Bukunmi Odugbesan Bukunmi Odugbesan Bukunmi Odugbesan Follow Nov 10 '25 Coding Challenge Practice - Question 51 # algorithms # tutorial # interview # javascript Comments Add Comment 1 min read 🌳 Difference Between HashSet and TreeSet in Java realNameHidden realNameHidden realNameHidden Follow Nov 8 '25 🌳 Difference Between HashSet and TreeSet in Java # java # collection # interview 5 reactions Comments Add Comment 3 min read Subarray Problem Types ZeeshanAli-0704 ZeeshanAli-0704 ZeeshanAli-0704 Follow Nov 8 '25 Subarray Problem Types # datastructures # interview Comments Add Comment 3 min read Coding Challenge Practice - Question 50 Bukunmi Odugbesan Bukunmi Odugbesan Bukunmi Odugbesan Follow Nov 9 '25 Coding Challenge Practice - Question 50 # algorithms # tutorial # interview # javascript Comments Add Comment 1 min read Coding Challenge Practice - Question 49 Bukunmi Odugbesan Bukunmi Odugbesan Bukunmi Odugbesan Follow Nov 8 '25 Coding Challenge Practice - Question 49 # challenge # algorithms # interview # javascript Comments Add Comment 1 min read Shine in Your Next Data Engineering Interview with Pandas Alberto Cardenas Alberto Cardenas Alberto Cardenas Follow Dec 13 '25 Shine in Your Next Data Engineering Interview with Pandas # interview # dataengineering # performance # python Comments Add Comment 10 min read OWASP Top Ten 2025 Quiz 2 Week 1 (51 Questions) fosres fosres fosres Follow Dec 11 '25 OWASP Top Ten 2025 Quiz 2 Week 1 (51 Questions) # appsec # security # interview # owasp Comments Add Comment 51 min read 10 Best Interview Prep Tools for 2026 🔥 Hadil Ben Abdallah Hadil Ben Abdallah Hadil Ben Abdallah Follow for Final Round AI Dec 12 '25 10 Best Interview Prep Tools for 2026 🔥 # ai # programming # career # interview 84 reactions Comments 12 comments 7 min read Preparação para entrevistas de programação Lucas Pereira de Souza Lucas Pereira de Souza Lucas Pereira de Souza Follow Nov 7 '25 Preparação para entrevistas de programação # algorithms # career # braziliandevs # interview Comments Add Comment 2 min read 🧠 What is the Difference Between Fail-Fast and Fail-Safe Iterators in Java? realNameHidden realNameHidden realNameHidden Follow Nov 7 '25 🧠 What is the Difference Between Fail-Fast and Fail-Safe Iterators in Java? # java # collection # interview # javainterview 5 reactions Comments Add Comment 3 min read Build 3 Real-World Azure Projects - Problem Statements, Step-by-Step Solutions, and Code (Developer Focused) CareerByteCode CareerByteCode CareerByteCode Follow for CareerByteCode Nov 5 '25 Build 3 Real-World Azure Projects - Problem Statements, Step-by-Step Solutions, and Code (Developer Focused) # azure # developer # career # interview Comments Add Comment 8 min read How do you vet a Lead Backend Engineer when AI makes everyone sound senior? 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https://www.fine.dev/blog/FAQs#faq24 | AI Coding FAQs Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back AI Coding FAQs Table of Contents What is AI coding? What are the benefits of AI coding? How does AI coding work? What are some common misconceptions about AI coding? What industries can benefit from AI coding? How does Fine differ from other AI coding tools like GitHub Copilot? Can AI coding tools replace developers? Is Fine suitable for iOS development? What programming languages does Fine support? How can Fine improve team collaboration? What are "AI workflows" in Fine? Can I trust the AI-generated code from Fine? How does Fine help with bug fixing? How do I get started with Fine? Does Fine integrate with existing development tools? Can Fine help with code documentation? How does Fine handle testing? Is Fine suitable for individual developers, or is it better for teams? What kind of AI models does Fine use? How can Fine assist in code reviews? Does Fine offer support for legacy code? How does Fine enhance productivity for developers? Is Fine secure to use with proprietary code? How does Fine help with onboarding new developers? Does Fine support continuous integration/continuous deployment (CI/CD) workflows? How does Fine handle different coding styles and standards? What kind of support is available for Fine users? 1. What is AI coding? AI coding refers to the use of artificial intelligence to assist in the software development process. AI tools like Fine help developers by suggesting code, automating repetitive tasks, and enhancing productivity. 2. What are the benefits of AI coding? AI coding provides numerous benefits, including increased productivity, reduced manual coding errors, faster bug identification, and more efficient handling of repetitive tasks. It allows developers to focus more on creative and complex problem-solving. 3. How does AI coding work? AI coding tools leverage machine learning models trained on vast amounts of code data. These models understand coding patterns, best practices, and common issues, enabling them to provide code suggestions, automate tasks, and even debug code effectively. 4. What are some common misconceptions about AI coding? A common misconception is that AI coding tools will replace developers. In reality, these tools are designed to assist and augment developers' capabilities, handling repetitive and mundane tasks while developers focus on higher-level, strategic decisions. 5. What industries can benefit from AI coding? AI coding can benefit a wide range of industries, including tech, finance, healthcare, and e-commerce. Any industry that relies on software development can leverage AI coding to improve productivity, code quality, and overall efficiency. 6. How does Fine differ from other AI coding tools like GitHub Copilot? Fine stands out by focusing on the entire development workflow, not just code generation. It provides AI agents to code, test, document, and even summarize changes, making it an all-encompassing assistant for dev teams. 7. Can AI coding tools replace developers? No, AI coding tools like Fine are designed to enhance developers' work, not replace them. They take care of repetitive tasks, help troubleshoot, and speed up coding, allowing developers to focus on more creative and critical problem-solving. 8. Is Fine suitable for iOS development? Yes, Fine is particularly well-suited for iOS development, providing code suggestions, automation of testing, and intelligent documentation that improves development speed and accuracy compared to other tools like GitHub Copilot. Fine works well for the most common coding languages - such as Python. 9. What programming languages does Fine support? Fine currently supports popular programming languages like Python, JavaScript, TypeScript, and Swift. The platform continues to expand its language support based on user feedback and needs. 10. How can Fine improve team collaboration? Fine helps improve team collaboration by providing intelligent code reviews and automatically documenting code changes. This keeps everyone on the same page and makes knowledge sharing across teams much easier. Fine seamlessly integrates into where your teams are already collaborating, such as Slack, GitHub, and Linear. 11. What are "AI workflows" in Fine? AI workflows are automated sequences where Fine handles coding, testing, and documentation based on set instructions and triggers. This workflow feature is designed to reduce manual effort and streamline development processes, giving developers more time to innovate. 12. Can I trust the AI-generated code from Fine? Absolutely. Fine's AI coding suggestions are based on best practices and continuous testing. While the AI might not be perfect every time, it assists developers in catching potential issues early and improving code quality. Remember, your code also has mistakes. But Fine uses the best LLMs and can catch many of the simple errors human developers make. 13. How does Fine help with bug fixing? Fine's AI agents can highlight potential bugs, suggest fixes, and even automate parts of the testing process to make sure bugs are caught early. This helps improve customer experience by reducing errors in production. 14. How do I get started with Fine? Getting started is easy! Just visit ai.fine.dev , sign up, and explore the available features, from AI-assisted coding to workflow automation. There’s also documentation and community support to guide you. 15. Does Fine integrate with existing development tools? Yes, Fine integrates seamlessly with popular development tools such as GitHub, GitLab, Slack, Linear, and more. This makes it easy to incorporate Fine into your existing workflow without any major changes. 16. Can Fine help with code documentation? Absolutely. Fine automatically generates documentation for your code, making it easier to understand and maintain. This ensures that knowledge is retained and shared, which is especially useful for onboarding new team members. 17. How does Fine handle testing? Fine can automate the generation of unit tests and other testing processes. It suggests test cases and helps ensure that your code is robust, reducing the risk of errors before deployment. 18. Is Fine suitable for individual developers, or is it better for teams? Fine is designed to be valuable for both individual developers and teams. Individual developers benefit from faster coding and automated documentation, while teams benefit from enhanced collaboration and workflow automation. 19. What kind of AI models does Fine use? Fine uses advanced large language models (LLMs) that are specifically trained on coding tasks. These models are continuously updated to provide the best possible coding suggestions and automation features. 20. How can Fine assist in code reviews? Fine provides intelligent code review suggestions, highlighting potential issues and best practices. It helps developers conduct thorough reviews quickly, improving the quality of the codebase without spending excessive time. 21. Does Fine offer support for legacy code? Yes, Fine can assist with understanding and maintaining legacy code. It can help generate documentation, suggest improvements, and even refactor old code to align with modern best practices. 22. How does Fine enhance productivity for developers? Fine enhances productivity by automating repetitive tasks, suggesting code completions, generating documentation, and providing workflow automation. This allows developers to focus more on creative problem-solving and less on routine tasks. 23. Is Fine secure to use with proprietary code? Security is a top priority for Fine. All data is encrypted, and Fine follows best practices for data security to ensure that your proprietary code and sensitive information remain protected. 24. How does Fine help with onboarding new developers? Fine helps new developers get up to speed faster by providing comprehensive documentation and context-aware code suggestions. This reduces the learning curve and helps new team members become productive sooner. AI coding shouldn't be a crutch for new developers, it should be a launchpad. 25. Does Fine support continuous integration/continuous deployment (CI/CD) workflows? Yes, Fine integrates well with CI/CD pipelines, helping automate testing and deployment tasks. This ensures that your code is always in a deployable state and reduces manual intervention. 26. How does Fine handle different coding styles and standards? Fine is adaptable to different coding styles and standards. You can configure it to align with your team's specific guidelines, ensuring consistency across your codebase. Fine also learns your style based on your repository and tries to mimic it. 27. What kind of support is available for Fine users? Fine provides extensive support, including documentation, tutorials, and a community forum. Additionally, there is customer support available for troubleshooting and helping users get the most out of the platform. Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:49:37 |
https://dev.to/femi_akinyemi/how-to-build-and-publish-your-first-react-npm-package-24o3 | How to Build and Publish Your First React NPM Package - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Femi Akinyemi Posted on Jun 9, 2023 • Edited on Jun 10, 2023 How to Build and Publish Your First React NPM Package # react # npm # javascript # tutorial Building and publishing your first Node Package Manager(NPM) is an exciting milestone in your journey as a developer. NPM has revolutionized how you share and reuse code in the JavaScript ecosystem, empowering developers to contribute to the open-source community and enhance the efficiency of their projects. Whether you want to create a reusable library, a command-line tool, or any other piece of code that can be easily installed and integrated into projects, this article will guide you through the essential steps of building and publishing your first NPM package. Prerequisites To fully grasp the concepts presented in this tutorial, the following are required: A GitHub account Node.js ( v10+) installed NPM account created Basic understanding of JavaScript What is NPM NPM is a powerful tool transforming how developers share and manage JavaScript code. It is the default package manager for Node .js , a popular runtime environment for executing JavaScript code outside a web browser. NPM is a vast repository of over a million packages, offering developers access to a wide range of open-source libraries, frameworks, and tools. With NPM, developers can easily install, update, and manage dependencies for their projects, streamlining the development process and saving valuable time. Whether you need to integrate third-party libraries or share your code with the community, NPM provides a centralized platform for discovering, distributing, and collaborating on JavaScript packages. What are you building This article explains the process of building and publishing a React NPM package rather than creating an elaborate or complex package. Following the steps outlined in a simple example like the one you'll build, you'll develop a solid foundation to apply the same principles to more advanced packages. In this article, you will build a package called capitalizefirstletterofastring . As the name suggests, this package capitalizes the first letter in a string. It is an excellent place to understand the essential steps in building and publishing an NPM package. So let's dive in and explore the process of creating and publishing your capitalizefirstletterofastring package. Getting Started To begin, you need to prepare your environment. A few ways to build a React package include tools like Bit , Storybook , Lerna , and TSDX . However, for this tutorial, you will use a zero-configuration bundler for tiny modules called Microbundle . Why microbundle? With Microbundle , tiny modules can be bundled without any configuration, and it offers the following features: Single dependency for bundling with just a package.json ESnext & async/await support through Babel and async-promises Produce highly optimized code for all inputs Zero-configuration TypeScript support Includes built-in Terser compression and tracks gzipped bundle size Creates multiple output formats for each entry (CJS, UMD & ESM) Supports multiple entry modules ( *cli.js* + *index.js* , etc) # Building the package ## Install microbundle To use microbundle, run the command below in your terminal. npm i - D microbundle Enter fullscreen mode Exit fullscreen mode The command generates a node_modules folder in your terminal and a package.json file. In the package.json , replace the existing code with the code below. { " name " : " capitalizefirstletterofastringpkg " , " version " : " 1.0.0 " , " type " : " module " , " source " : " src/index.js " , " main " : " dist/index.js " , " module " : " dist/index.module.js " , " unpkg " : " dist/index.umd.js " , " scripts " : { " build " : " microbundle " , " dev " : " microbundle watch " }, " devDependencies " : { " microbundle " : " ^0.15.1 " }, " repository " : { " type " : " git " , " url " : " git+https://github.com/femakin01/CapitalizeFirstLetterofaString.git " } } Enter fullscreen mode Exit fullscreen mode The provided package.json code is a configuration file used in Node.js projects. Here's an explanation of each key-value pair in the code: " name ": " capitalizefirstletterofastringpkg " Specifies the name of the package "version": "1.0.0" : Indicates the version of the package "type": "module" : Indicates that the project uses ECMAScript modules "source": "src/index.js" : Specifies the entry file for the source code "main": "dist/index.js" : Indicates the main file that will be used when importing the package "module": "dist/index.module.js" : Specifies the module file that will be used in ECMAScript module systems "unpkg": "dist/index.umd.js" : Specifies the file to be used in the UMD (Universal Module Definition) format "scripts" "build": "microbundle" : Executes the microbundle command to build the package. "dev": "microbundle watch" : Executes the microbundle watch command to start a development server that watches for changes "devDependencies" : Lists the development dependencies required for the project. In this case, it includes "microbundle": "^0.15.1" "repository" : Specifies the repository type and URL of the project This package.json file is specifically configured for the capitalizefirstletterofastring package, utilizing the microbundle package for building and watching the code. At this point, your new package.json file should resemble this screenshot and is all set up for local development. Package Development To create the package that capitalizes the first letter of a string, In the src/index.js file, paste the code below: export const Capitalize = ({ str }) => { return str . charAt ( 0 ). toUpperCase () + str . slice ( 1 ) } Enter fullscreen mode Exit fullscreen mode The code above exports a concise function named Capitalize that takes a string input and returns the same string with the first character capitalized. It achieves this by using str.charAt(0).toUpperCase() + str.slice(1) Next, try it out and build the package by running npm run build Enter fullscreen mode Exit fullscreen mode Microbundle produces esm , cjs , umd bundles with your code compiled to syntax that works everywhere. Publishing the package To publish your package, run the following command to authenticate yourself: npm login Enter fullscreen mode Exit fullscreen mode You will be prompted to provide your details, provide the required details and hit enter. To test the login's success, enter the command: npm whoami Enter fullscreen mode Exit fullscreen mode Your username should be logged into the CLI. Now, you can proceed to publish your package by running the command below: npm publish Enter fullscreen mode Exit fullscreen mode Note that you may not be able to publish the random-number-package if someone else already has a package with the same name in the registry. You can change the package's name to something unique to make it publishable. Check here for guides on naming a package. After the publication is done without error, you can visit your account in the NPM registry to see the package. Testing the Package To test the package, bootstrap a Next.js application by running the command below: npx create - next - app @ latest Enter fullscreen mode Exit fullscreen mode On installation, you'll see the following prompts: What is your project named ? my - app Would you like to use TypeScript with this project ? No / Yes Would you like to use ESLint with this project ? No / Yes Would you like to use Tailwind CSS with this project ? No / Yes Would you like to use `src/` directory with this project ? No / Yes Use App Router ( recommended )? No / Yes Would you like to customize the default import alias ? No / Yes Enter fullscreen mode Exit fullscreen mode After the prompts, create-next-app will create a folder with your project name and install the required dependencies. Next, navigate to the project directory and install the published package by running the command below: npm i capitalizefirstletterofastringpkg Enter fullscreen mode Exit fullscreen mode Next, in the src/app/page.js replace the content with the following code: import React from ' react ' import { Capitalize } from ' capitalizefirstletterofastringpkg ' function page () { return ( < div > `This is a Sample Usuage {<Capitalize str={'example'} />}` < /div > ) } export default page Enter fullscreen mode Exit fullscreen mode If you navigate to localhost:3000 , you will see the first letter of the string in your package capitalized. Congratulations! You have just successfully created your first React NPM package professionally. Conclusion Creating your React component library is a valuable investment for teams or individuals seeking to streamline their development process and ensure project consistency. Following the steps detailed in this guide, you can effortlessly build a library of reusable components that can be shared and utilized across various projects. Leveraging the capabilities of React and the flexibility of custom components, the possibilities are endless in terms of what you can create and achieve. Begin constructing your component library today and experience its positive influence on your development workflow! References Create react library documentation Build and publish your first NPM package How To Build Your Own React Components Library Top comments (6) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand fruntend fruntend fruntend Follow Highly qualified front-end industry research organization Education university Work CEO Joined Sep 17, 2022 • Jun 12 '23 Dropdown menu Copy link Hide Сongratulations 🥳! Your article hit the top posts for the week - dev.to/fruntend/top-10-posts-for-f... Keep it up 👍 Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow Frontend Developer || Technical Writer Email akinfemi46@gmail.com Location Lagos, Nigeria Education Bsc Mathematics Pronouns He/Him Work Datamellon Joined Apr 9, 2020 • Jun 12 '23 Dropdown menu Copy link Hide Thank you @fruntend 🙌 Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Petar Stevovski Petar Stevovski Petar Stevovski Follow Location Skopje, Macedonia Work Frontend Developer Joined Oct 12, 2020 • Feb 21 '25 Dropdown menu Copy link Hide How exactly is this a React component package? This is just a basic, non-react, utility function that is bundled as a package and deployed to NPM, showcasing the process. Which is fine, but the name of this post suggests something totally different. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Mike Ritchie Mike Ritchie Mike Ritchie Follow Full stack developer with an eye towards user experience Location Langley BC Canada Work Senior Full Stack Developer at TicketOps Inc. Joined Jul 1, 2019 • Jan 26 '24 Dropdown menu Copy link Hide I want to publish a package with a collection of React hooks and components. The source files are written with .jsx extensions, and they import their own .scss files for styling. Is microbundle still the easiest way to create the build files? Will this result in a /dist folder with the same file structure such that I can import the components in any project that installs this package? Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Sundar Gautam Sundar Gautam Sundar Gautam Follow Joined May 6, 2024 • Mar 10 '25 Dropdown menu Copy link Hide If you find this post time consuming and error prone. Using tsup and little configuration you can create your react or node packages easily: medium.com/@sundargautam2022/creat... Thank me later Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Sanjiv Samal Sanjiv Samal Sanjiv Samal Follow Joined Jun 19, 2024 • May 12 '25 • Edited on May 12 • Edited Dropdown menu Copy link Hide Thanks @sundargautam18 . I had used tsup for my securestorage package and now it also seems helpful for react packages too. I suggest everyone to view this as it's better than the current blog. Like comment: Like comment: 2 likes Like Comment button Reply Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Femi Akinyemi Follow Frontend Developer || Technical Writer Location Lagos, Nigeria Education Bsc Mathematics Pronouns He/Him Work Datamellon Joined Apr 9, 2020 More from Femi Akinyemi How to Upload Files to Amazon S3 with React and AWS SDK # aws # react # s3 # javascript Understanding AWS Amplify Monitoring Metrics Definitions # aws # cloudcomputing # awsamplify # javascript How to add Astro social share to your Astro application # webdev # astro # javascript # tutorial 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://www.fine.dev/blog/remote-first-tech-startup#2-use-the-right-collaboration-tools | How to Build a Remote-First Tech Team as a Startup CTO: Tools and Tactics Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back How to Build a Remote-First Tech Team as a Startup CTO: Tools and Tactics Building a successful remote-first tech team requires the right tools and tactics. Some startups thrive off of remote workers around the world - others are sunk by inefficiency and communication failures. In this post, we'll explore essential steps and technologies to help you build a high-performing remote-first team. Table of Contents Establish a Strong Communication Foundation Use the Right Collaboration Tools Create an Inclusive Team Culture Hire for Remote-Friendly Qualities Focus on Employee Well-Being Measure Team Performance Effectively Prioritize Security and Data Protection Choose a Collaborative AI Platform Stay on Top of Code Reviews 1. Establish a Strong Communication Foundation Communication is the lifeline of any remote-first tech team. Ensuring that everyone stays connected and informed requires a blend of asynchronous and real-time communication tools. As a startup CTO, consider investing in: Slack or Microsoft Teams for real-time messaging and updates. Zoom or Google Meet for video calls, meetings, and check-ins. Loom for recording walkthroughs and sharing asynchronous video updates. The key to building a cohesive team is setting clear expectations about how and when different tools should be used. Creating guidelines for communication not only helps streamline workflow but also reduces burnout by ensuring team members can disconnect after work hours. 2. Use the Right Collaboration Tools Your tech stack is crucial to enabling effective collaboration among remote engineers. Select tools that encourage transparency and make collaboration as seamless as possible. Here are some must-have tools for remote-first tech teams: GitHub or GitLab for version control and managing code collaboratively. Jira or Linear for tracking tasks and sprint planning. Confluence or Notion for documenting processes, creating shared knowledge bases, and improving accessibility to resources. A well-documented codebase and clearly defined processes empower developers to operate independently, minimizing bottlenecks and improving productivity. 3. Create an Inclusive Team Culture Fostering an inclusive and collaborative culture is essential to the success of a remote-first team. This starts with ensuring all voices are heard, regardless of geographic location. Here are a few tactics that can help: Regular Virtual Meetups : Schedule weekly check-ins or team-building events where team members can share updates, ask questions, and bond. Async Standups : Consider using tools like Geekbot to automate daily standups, enabling each member to share their progress and blockers asynchronously. Recognition and Feedback : Use platforms like 15Five to gather feedback and recognize individual contributions. It helps foster a positive work environment where team members feel valued. 4. Hire for Remote-Friendly Qualities Hiring for a remote-first tech team requires different criteria compared to an on-site environment. It’s crucial to look for qualities such as excellent written communication, self-motivation, and the ability to work autonomously. During the interview process, assess candidates for their comfort level with remote work by asking questions about their previous remote experiences, how they manage their time, and how they communicate asynchronously. Tools like HireVue can assist in conducting initial screenings through video interviews, allowing you to see how well candidates adapt to remote-first communication. Remember, some people thrive on the office atmosphere and are less efficient working from home, surrounded by distractions ranging from laundry to kids. Ask for an honest self-assessment: where do you perform better? When working from home, what does your day look like? 5. Focus on Employee Well-Being Employee well-being is fundamental for retaining top talent in a remote-first setup. As a startup CTO, your team's health should be a priority. Encourage employees to establish work-life balance, take breaks, and avoid overworking. Here are some ways to promote well-being: Flexible Work Hours : Give your team flexibility to work when they are most productive, keeping in mind that different time zones require adjustments. Wellness Programs : Platforms like Headspace or Calm can offer resources to help employees reduce stress and improve their mental health. No-Meeting Days : Designate a day of the week for no meetings to help everyone focus on deep work without interruptions. Context switching is a huge productivity killer. 6. Measure Team Performance Effectively Measuring performance in a remote-first environment can be tricky. Instead of relying on metrics like hours worked, focus on output-based performance indicators. Use tools like GitPrime to understand productivity metrics without micro-managing. Set clear, outcome-based goals for each team member and evaluate success based on these targets. Regular one-on-ones are also key for providing guidance, discussing blockers, and keeping each team member aligned with the broader business goals. 7. Prioritize Security and Data Protection Security is a non-negotiable aspect of building a remote-first tech team. Your remote employees will be accessing company resources from various locations, which presents unique challenges in terms of data protection. VPN and Endpoint Protection : Make sure that your team uses a secure VPN and endpoint protection software when accessing company servers. Password Managers : Tools like 1Password or LastPass can help keep team credentials secure. Multi-Factor Authentication : Enforce MFA to ensure that access to sensitive data is protected. Establishing best practices for security and ensuring that everyone understands the importance of cybersecurity is critical to preventing data breaches and protecting your business. 8. Choose a Collaborative AI Platform Selecting the right AI platform is essential for boosting productivity and collaboration among your remote team. Fine is designed specifically for teams, offering seamless integration with tools like Linear and GitHub, making it ideal for remote work. Unlike IDE-based AI assistants that are more suited for solo developers, Fine provides an all-in-one AI coding agent that enhances teamwork and accelerates startup growth. 9. Stay on Top of Code Reviews When working remotely, it can be easy for developers to finish writing code and leave it sitting, waiting for review for days or even weeks. Code reviews are essential for maintaining quality and ensuring knowledge sharing across the team. Use tools like Linear and GitHub to keep track of open tickets and close them efficiently. Setting up automated reminders for reviewers can help ensure that reviews are completed promptly, keeping the team moving forward and avoiding bottlenecks. Conclusion Building a remote-first tech team as a startup CTO is no easy feat, but with the right tools and strategies, it can lead to a more diverse and efficient development team. By focusing on communication, collaboration, culture, and security, you can create an environment where your remote team can thrive and innovate. The success of a remote-first team lies not just in the tools you use, but in how you nurture your team culture and make everyone feel connected despite the distance. Start small, iterate, and adapt as you learn more about your team’s needs—that’s how you’ll build a resilient and agile remote-first team ready for anything. Are you looking to streamline your development processes with collaborative AI coding? Discover how Fine can help your remote team collaborate better to ship software and boost productivity. Sign up today and see what AI-driven development can do for you! Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:49:37 |
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https://www.fine.dev/blog/about-devcontainers#2-open-source-contributions | Everything you need to know about Dev Containers Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Everything you need to know about Dev Containers Table of Contents What Are Dev Containers? Key Components of Dev Containers Why Use Dev Containers? Consistency Across Environments Simplified Setup Isolation Portability Enhanced Productivity How to Get Started with Dev Containers 1. Install Necessary Tools 2. Create Configuration Files 3. Launch the Dev Container Best Practices for Using Dev Containers 1. Keep Configuration Files Under Version Control 2. Optimize Dockerfile for Performance 3. Define Clear Extension Requirements 4. Manage Secrets Securely Common Use Cases for Dev Containers 1. Multi-language Projects 2. Open Source Contributions 3. Continuous Integration/Continuous Deployment (CI/CD) 4. Experimentation and Prototyping Troubleshooting Common Issues with Dev Containers 1. Container Fails to Build 2. Extensions Not Installing 3. Port Forwarding Not Working 4. Performance Issues 5. Volume Mounting Problems 6. Dependency Conflicts 7. Container Not Starting 8. SSH/Authentication Problems Conclusion What Are Dev Containers? A dev container (short for development container ) is an isolated, reproducible environment tailored for software development. Leveraging containerization technologies like Docker, dev containers encapsulate all the necessary tools, libraries, dependencies, and configurations required for a project. This ensures that your development environment remains consistent, regardless of the underlying host system. Key Components of Dev Containers Container Image : A lightweight, standalone package that includes everything needed to run the application—code, runtime, system tools, libraries, and settings. Dockerfile : A script containing a series of instructions to build the container image. It specifies the base image and outlines steps to install dependencies and configure the environment. devcontainer.json : A configuration file used by development tools (like Visual Studio Code) to customize the container setup. It defines settings such as extensions, port mappings, and environment variables. Why Use Dev Containers? Adopting dev containers offers numerous advantages, especially for developers new to the concept: 1. Consistency Across Environments Dev containers ensure that every team member works in the same environment, eliminating the notorious "it works on my machine" problem. This consistency reduces bugs and streamlines collaboration. 2. Simplified Setup Onboarding new developers becomes a breeze. Instead of manually installing dependencies and configuring environments, newcomers can get started quickly by simply using the predefined dev container configuration. 3. Isolation Dev containers keep project dependencies isolated from the host system. This prevents conflicts between different projects and maintains a clean local environment. 4. Portability Containers are platform-agnostic. Whether you're on Windows, macOS, or Linux, dev containers behave the same way, making it easy to switch between different development setups or collaborate with others. 5. Enhanced Productivity Integration with popular IDEs, like Visual Studio Code, allows developers to work seamlessly inside containers. Features such as debugging, version control, and extensions work as if you were working on a local machine. How to Get Started with Dev Containers Setting up a dev container is straightforward, especially with tools like Visual Studio Code (VS Code) and Docker. Here's a step-by-step guide to help you get started: 1. Install Necessary Tools Docker : Install Docker from docker.com . Docker is essential for creating and managing containers. Visual Studio Code : Download and install VS Code from code.visualstudio.com . Dev Containers Extension : In VS Code, navigate to the Extensions marketplace and install the Dev Containers extension . 2. Create Configuration Files Within your project directory, create a .devcontainer folder. This folder will house the necessary configuration files: Dockerfile : Defines the base image and instructions to set up the container environment. # Use an official Node.js runtime as the base image FROM node:14 # Set the working directory inside the container WORKDIR /usr/src/app # Copy package.json and package-lock.json COPY package*.json ./ # Install project dependencies RUN npm install # Copy the rest of the application code COPY . . # Expose port 3000 EXPOSE 3000 # Define the command to run the application CMD ["npm", "start"] 3. Launch the Dev Container Open your project in VS Code. Press Ctrl+Shift+P (Windows/Linux) or Cmd+Shift+P (macOS) to open the Command Palette. Type Remote-Containers: Open Folder in Container and select it. VS Code will build the container based on your configuration files. This process might take a few minutes, especially the first time. Once built, your project will open inside the container, ready for development. Best Practices for Using Dev Containers To maximize the benefits of dev containers, consider the following best practices: 1. Keep Configuration Files Under Version Control Include your .devcontainer folder in your version control system (e.g., Git). This ensures that all team members use the same environment setup. 2. Optimize Dockerfile for Performance Leverage Caching : Order your Dockerfile instructions to take advantage of Docker's layer caching. For instance, copy package.json and run npm install before copying the rest of the code. This minimizes rebuild times when only code changes. Use Lightweight Base Images : Choose base images that are lightweight to reduce build times and resource usage. 3. Define Clear Extension Requirements Specify only the necessary VS Code extensions in devcontainer.json . This keeps the container lean and ensures faster startup times. 4. Manage Secrets Securely Avoid hardcoding sensitive information in configuration files. Use environment variables or secret management tools to handle credentials securely. Common Use Cases for Dev Containers Dev containers are versatile and can be beneficial in various scenarios: 1. Multi-language Projects Projects that use multiple programming languages or frameworks can define a dev container that includes all necessary tools and dependencies, streamlining the development process. Dev containers are versatile and can be beneficial in various scenarios: 1. Multi-language Projects Projects that use multiple programming languages or frameworks can define a dev container that includes all necessary tools and dependencies, streamlining the development process. 2. Open Source Contributions Open source projects often attract contributors from diverse backgrounds. Providing a dev container setup allows contributors to get started quickly without worrying about environment configurations. 3. Continuous Integration/Continuous Deployment (CI/CD) Ensuring that the development environment matches the production environment reduces deployment issues. Dev containers can be integrated into CI/CD pipelines to maintain consistency. 4. Experimentation and Prototyping Developers can experiment with new technologies or configurations within isolated containers without affecting their primary development setup. Troubleshooting Common Issues with Dev Containers While dev containers simplify the development workflow, you might encounter some common issues during setup and usage. Below are typical problems developers face with dev containers and straightforward solutions to resolve them. 1. Container Fails to Build Issue: During the build process, the container fails to build, often due to errors in the Dockerfile or missing dependencies. Solution: Check the Dockerfile for syntax errors and ensure all necessary dependencies are correctly specified. Review the build logs to identify the exact step causing the failure and adjust the configurations accordingly. Updating Docker to the latest version can also resolve compatibility issues. 2. Extensions Not Installing Issue: VS Code extensions specified in devcontainer.json are not being installed inside the container. Solution: Verify that the extension identifiers in devcontainer.json are correct and compatible with the container's environment. Ensure that the postCreateCommand is properly configured to install extensions. Restarting VS Code and rebuilding the container can also help apply the changes. 3. Port Forwarding Not Working Issue: Ports exposed in the container are not accessible from the host machine, hindering the ability to test web applications or APIs. Solution: Ensure that the ports are correctly specified in the forwardPorts section of devcontainer.json . Check for any firewall or network settings on the host that might be blocking the ports. Additionally, confirm that the application inside the container is listening on the correct network interface (e.g., 0.0.0.0 ). 4. Performance Issues Issue: Developers experience slow performance or lag when working inside the dev container, affecting productivity. Solution: Optimize the Dockerfile by minimizing the number of layers and using lightweight base images to reduce build times. Allocate sufficient resources (CPU, memory) to Docker through its settings. Avoid unnecessary processes running inside the container to enhance responsiveness. 5. Volume Mounting Problems Issue: Source code or other volumes are not mounting correctly into the container, preventing access to the latest code changes. Solution: Check the mounts configuration in devcontainer.json to ensure paths are correctly specified. Verify that Docker has the necessary permissions to access the directories being mounted. Restarting the container can also help apply any recent changes to the mounting configurations. 6. Dependency Conflicts Issue: Conflicts arise between dependencies required by the project and those installed in the container, leading to build or runtime errors. Solution: Use a clean and specific base image that matches the project's requirements to minimize conflicts. Explicitly define dependency versions in configuration files like package.json or requirements.txt . Consider using virtual environments or dependency managers to isolate and manage dependencies effectively. 7. Container Not Starting Issue: The dev container fails to start, leaving the development environment inaccessible. Solution: Inspect the Docker daemon to ensure it is running correctly and that there are no issues with Docker itself. Review the devcontainer.json and Dockerfile for any misconfigurations or missing commands that could prevent the container from initializing. Rebuilding the container from scratch can often resolve startup issues. 8. SSH/Authentication Problems Issue: Authentication failures occur when trying to access services or repositories from within the dev container. Solution: Ensure that SSH keys and authentication tokens are correctly mounted or copied into the container. Verify that environment variables related to authentication are properly set in devcontainer.json . Using SSH agent forwarding can also help manage secure access without exposing sensitive credentials inside the container. Conclusion Dev containers represent a significant advancement in modern software development, offering consistency, portability, and efficiency. By encapsulating your development environment, you ensure that your projects are reproducible and free from environmental discrepancies. Whether you're working solo or as part of a team, integrating dev containers into your workflow can streamline development processes, reduce setup times, and enhance overall productivity. If you haven't explored dev containers yet, now is the perfect time to dive in. With tools like Docker and Visual Studio Code making setup seamless, embracing dev containers can elevate your development experience to new heights. Start experimenting today and discover the myriad benefits that dev containers have to offer. Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Machine Learning Follow Hide A branch of artificial intelligence (AI) and computer science which focuses on the use of data and algorithms to imitate the way that humans learn, gradually improving its accuracy. Create Post submission guidelines Articles and discussions should be directly related to the machine learning. Questions are encouraged! (See the #help tag) Older #machinelearning posts 71 72 73 74 75 76 77 78 79 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Enterprise-Hardening: Memory, Secure Tools, and Observability Mark Laszlo Mark Laszlo Mark Laszlo Follow for AWS Community Builders Oct 16 '25 Enterprise-Hardening: Memory, Secure Tools, and Observability # ai # machinelearning # aws # webdev 1 reaction Comments 1 comment 5 min read Harmonic Flows: Guiding Robots with Imperfect Precision by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 14 '25 Harmonic Flows: Guiding Robots with Imperfect Precision by Arvind Sundararajan # ai # robotics # motionplanning # machinelearning 1 reaction Comments Add Comment 2 min read AI's New Beat: Predicting Heart Strain from MRI with Unprecedented Speed by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 14 '25 AI's New Beat: Predicting Heart Strain from MRI with Unprecedented Speed by Arvind Sundararajan # ai # machinelearning # healthcare # medicalimaging 1 reaction Comments Add Comment 2 min read Algorithmic Justice: Mapping Time and Place in AI Legal Judgments Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 16 '25 Algorithmic Justice: Mapping Time and Place in AI Legal Judgments # ai # law # ethics # machinelearning Comments Add Comment 2 min read Cloud Cost Optimization: The Ultimate Guide to Saving You from Bill Shock SabariNextGen SabariNextGen SabariNextGen Follow Sep 13 '25 Cloud Cost Optimization: The Ultimate Guide to Saving You from Bill Shock # machinelearning # ai # rag # nlp Comments Add Comment 2 min read Hierarchical Clustering in R: Concepts, Methods, and Real-World Insights Dipti Dipti Dipti Follow Oct 17 '25 Hierarchical Clustering in R: Concepts, Methods, and Real-World Insights # algorithms # datascience # machinelearning 6 reactions Comments Add Comment 9 min read 《LightGBM: 一种高效的梯度提升决策树算法》论文（A Highly Efficient Gradient Boosting Decision Tree） MangoQuant MangoQuant MangoQuant Follow Oct 16 '25 《LightGBM: 一种高效的梯度提升决策树算法》论文（A Highly Efficient Gradient Boosting Decision Tree） # python # tutorial # ai # machinelearning 1 reaction Comments Add Comment 3 min read Mind-Reading AI: Decoding Brainwaves with Next-Gen Generative Models Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 16 '25 Mind-Reading AI: Decoding Brainwaves with Next-Gen Generative Models # ai # machinelearning # neuroscience # biotech 1 reaction Comments Add Comment 2 min read Harmonious Motion: Guiding Robots with Learned Flow Fields Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 13 '25 Harmonious Motion: Guiding Robots with Learned Flow Fields # robotics # ai # machinelearning # motionplanning 1 reaction Comments Add Comment 2 min read RAG is Not Dead! 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No Chunking, No Vectors, Just Vectorless to Get the Higher Accuracy # datascience # machinelearning # ai # programming 2 reactions Comments Add Comment 8 min read Brainwave Alchemy: Transmuting Neural Signals into Meaningful Data with AI by Arvind Sundararajan Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 16 '25 Brainwave Alchemy: Transmuting Neural Signals into Meaningful Data with AI by Arvind Sundararajan # ai # neuroscience # machinelearning # healthtech Comments Add Comment 2 min read DeepFabric is a Game Changer: 🚀 Build ⛓️-of-💭 Reasoning Datasets in Minutes Using Natural Prompts 💬 Sahil Kapoor Sahil Kapoor Sahil Kapoor Follow Sep 17 '25 DeepFabric is a Game Changer: 🚀 Build ⛓️-of-💭 Reasoning Datasets in Minutes Using Natural Prompts 💬 # ai # machinelearning # deepfabric 6 reactions Comments 2 comments 4 min read Unlocking Musical DNA: Seeing Music Through Movement by Arvind Sundararajan Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 16 '25 Unlocking Musical DNA: Seeing Music Through Movement by Arvind Sundararajan # machinelearning # ai # musictech # computervision Comments Add Comment 2 min read Unlocking Code's Inner Secrets: Behavioral Embeddings for Optimization by Arvind Sundararajan Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 16 '25 Unlocking Code's Inner Secrets: Behavioral Embeddings for Optimization by Arvind Sundararajan # machinelearning # optimization # programming # performance Comments Add Comment 2 min read Decoding AI: The Elegance of Tensor Equations Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 16 '25 Decoding AI: The Elegance of Tensor Equations # ai # machinelearning # python # datascience Comments Add Comment 2 min read OpenAI AgentKit vs Google ADK vs Inngest: Complete 2025 Comparison R Shivakumar R Shivakumar R Shivakumar Follow Oct 16 '25 OpenAI AgentKit vs Google ADK vs Inngest: Complete 2025 Comparison # ai # machinelearning # webdev # programming 3 reactions Comments 1 comment 11 min read Quantum Composition: Teaching AI to Paint Like Picasso Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 13 '25 Quantum Composition: Teaching AI to Paint Like Picasso # quantumcomputing # machinelearning # ai # python 1 reaction Comments Add Comment 2 min read How Machine Learning Creates More Realistic Game Physics | Software Development Company Jenny Smith Jenny Smith Jenny Smith Follow Sep 17 '25 How Machine Learning Creates More Realistic Game Physics | Software Development Company # software # machinelearning # softwaredevelopmentcompany # development 1 reaction Comments Add Comment 5 min read AI Vision: Unveiling the Heart's Hidden Movements Before It's Too Late Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 13 '25 AI Vision: Unveiling the Heart's Hidden Movements Before It's Too Late # ai # machinelearning # healthtech # medicalimaging 1 reaction Comments Add Comment 2 min read Unlock AI Artistry: Reinforcement Learning for Ultimate Generative Control Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 15 '25 Unlock AI Artistry: Reinforcement Learning for Ultimate Generative Control # ai # machinelearning # generativeai # python Comments Add Comment 2 min read Tensors: The Unsung Heroes Unifying AI Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 16 '25 Tensors: The Unsung Heroes Unifying AI # ai # machinelearning # tensor # deeplearning Comments Add Comment 2 min read Beyond Sequences: Unleashing State Space Models for Robotic Vision Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 15 '25 Beyond Sequences: Unleashing State Space Models for Robotic Vision # machinelearning # ai # datascience # statemachines 3 reactions Comments Add Comment 2 min read How We Built AI That Prevents Cloud Incidents Before They Happen PolicyCortex PolicyCortex PolicyCortex Follow Sep 11 '25 How We Built AI That Prevents Cloud Incidents Before They Happen # devops # cloud # sre # machinelearning Comments Add Comment 2 min read Marine Debris, Biodiversity & Why ML Still Struggles to Detect It sachita lankeshwar sachita lankeshwar sachita lankeshwar Follow Oct 15 '25 Marine Debris, Biodiversity & Why ML Still Struggles to Detect It # machinelearning 1 reaction Comments Add Comment 1 min read Unlocking the Power of AI: What is Prompt Engineering? SabariNextGen SabariNextGen SabariNextGen Follow Sep 12 '25 Unlocking the Power of AI: What is Prompt Engineering? # machinelearning # ai # rag # nlp Comments Add Comment 3 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. 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https://dev.to/camptocamp-odoo/oca-port-new-oca-tool-to-help-with-modules-migration-1aa | oca-port: new OCA tool to help with modules migration - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Sébastien Alix for Camptocamp Business Solutions Posted on Aug 15, 2022 • Edited on Aug 16, 2022 oca-port: new OCA tool to help with modules migration # odoo # oca # github # git The OCA ( Odoo Community Association ) has a new tool: OCA port . It helps forward porting and back porting changes on modules from one branch to another, making module maintenance and migration easier. Story It all started with the migration of an Odoo project composed of roughly ~350 OCA modules from 13.0 to 14.0 back in 2021. As usual with big migrations on active projects, new fixes and improvements were added from time to time even after the migration process began, making already migrated modules on 14.0 outdated. To handle this migration we needed to: migrate OCA modules from 13.0 to 14.0 (as usual), port all fixes and features done in 13.0 on the already migrated 14.0 modules (even more important) make it easy & comfortable for the developer That's how oca-port was born! Quick example Go to a local copy of a repository. Let’s say you want to check if the whole module can be migrated or if some changes need to be ported to the targeted version: $ cd path/to/OCA/stock-logistics-workflow $ oca-port 14.0 15.0 stock_split_picking Enter fullscreen mode Exit fullscreen mode Resulting in this kind of report: stock_split_picking already exists on 15.0, checking PRs to port... 1 pull request(s) related to 'stock_split_picking' to port from origin/14.0 to origin/15.0 1) PR #935 (https://github.com/OCA/stock-logistics-workflow/pull/935) [14.0][FW] stock_split_picking: Port PR from 13.0 to 14.0: By sonhd91, merged at 2021-12-20T08:21:17Z => Not ported: stock_split_picking => 2 commit(s) not (fully) ported Enter fullscreen mode Exit fullscreen mode To process the migration (or the port of missing changes), you pass the fork of the repository on which you have write access (this is the name of your git remote, be sure to add it first): $ git remote add camptocamp git@github.com:camptocamp/stock-logistics-workflow.git $ oca-port 14.0 15.0 stock_split_picking --fork = camptocamp Enter fullscreen mode Exit fullscreen mode The same report will be displayed but this time with a user prompt: [...same report than above...] - Port PR #935 (https://github.com/OCA/stock-logistics-workflow/pull/935) [14.0][FW] stock_split_picking: Port PR from 13.0 to 14.0... Port it? [y/N]: Enter fullscreen mode Exit fullscreen mode Let's port these changes by answering 'yes': - Port PR #935 (https://github.com/OCA/stock-logistics-workflow/pull/935) [14.0][FW] stock_split_picking: Port PR from 13.0 to 14.0... Port it? [y/N]: y Create branch oca-port-pr-935-from-14.0-to-15.0 from origin/14.0... Apply ba5840f8 [FIX] stock_split_picking: README... Apply 2aeeffcf [IMP] stock_split_picking: allow splitting ppickings waiting for other operations... 🎉 Last PR processed! 🎉 Push branch 'oca-port-pr-935-from-14.0-to-15.0' to remote 'camptocamp'? [y/N]: y Create a draft PR from 'oca-port-pr-935-from-14.0-to-15.0' to '15.0' against OCA/stock-logistics-workflow? [y/N]: y PR created => https://github.com/OCA/stock-logistics-workflow/pull/1058 Enter fullscreen mode Exit fullscreen mode Roadmap Blacklist modules and pull requests that shouldn’t be migrated and share this with other contributors by saving these data in a file part of the repository. Improve its usage as a Python package and generate the output as JSON or CSV (this will help to get a report of things that still need to be ported for a bunch of modules for instance, and estimate the work) Visit https://github.com/OCA/oca-port for more details and options! Contributors of this post: Sébastien Alix Simone Orsi Damien Crier Gilles Cherix Denis Leemann Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Camptocamp Business Solutions Follow More from Camptocamp Business Solutions Odoo: Customizing the values when timesheeting # odoo # widget # tips # camptocamp 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Forem © 2016 - 2026. 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https://dev.to/github/caching-dependencies-to-speed-up-workflows-in-github-actions-3efl | Caching dependencies to speed up workflows in GitHub Actions - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Brian Douglas for GitHub Posted on Feb 25, 2021 • Edited on Mar 1, 2021 Caching dependencies to speed up workflows in GitHub Actions # github # node # devops ["28-github-actions"] (25 Part Series) 1 Automating my Storybook deployment with GitHub Actions 2 GitHub Actions: Manual triggers with workflow_dispatch ... 21 more parts... 3 How to Run GitHub Actions on Forks 4 Running GitHub Actions CI/CD triggers on specific branches 5 Generate semantic-release notes with GitHub Actions 6 Compress Images for the Web with GitHub Actions 7 Keeping GitHub Action workflows secure 8 Skip pull request and push GitHub Action workflows with [skip ci] 9 Running complex matrix builds using variable substitution in GitHub Actions 10 The Secrets of An Authenticated GitHub Action Workflow 11 Debug your GitHub Actions via SSH by using tmate 12 Run your GitHub Actions like a makefile 13 Automate your PR reviews with GitHub Action scripting in JavaScript 14 Generate your own GitHub Action with the actions-toolkit CLI 15 Build your own GitHub Action with a Docker Container 16 Publish your GitHub Action to Marketplace 17 Build your own GitHub Action WITHOUT a Docker Container 18 Conditional Workflows and Failures in GitHub Actions 19 Sending PR notifications through SMS and GitHub Actions 20 Bring your own (self-hosted) environment for GitHub Action Workflows 21 Environment Scoped Secrets for GitHub Action Workflows 22 Caching dependencies to speed up workflows in GitHub Actions 23 Repository Automation with GitHub Actions 24 Sync Forks to Upstream Using GitHub Actions 25 Setup Continuous Delivery with GitHub Actions To make your workflows faster and more efficient, you can create and use caches for dependencies and other commonly reused files. About caching workflow dependencies GitHub Workflow runs often reuse the same downloaded dependencies from one run to another. For example, package and dependency management tools such as npm and Yarn keep a local cache of downloaded dependencies. Jobs on GitHub-hosted runners start in a clean virtual environment and must download dependencies each time, causing increased network utilization, longer runtime, and increased cost. GitHub can cache dependencies you frequently use in workflows to help speed up the time it takes to recreate these files. To cache dependencies for a job, you'll need to use GitHub's cache action. The action retrieves a cache identified by a unique key. For more information, see actions/cache. actions / cache Cache dependencies and build outputs in GitHub Actions Example using the cache action This example creates a new cache when the packages in the package-lock.json file change or when the runner's operating system changes. The cache key uses contexts and expressions to generate a key that includes the runner's operating system and a SHA-256 hash of the package-lock.json file. name : Caching with npm on : push jobs : build : runs-on : ubuntu-latest steps : - uses : actions/checkout@v2 - name : Cache node modules uses : actions/cache@v2 env : cache-name : cache-node-modules with : # npm cache files are stored in `~/.npm` on Linux/macOS path : ~/.npm key : ${{ runner.os }}-build-${{ env.cache-name }}-${{ hashFiles('**/package-lock.json') }} restore-keys : | ${{ runner.os }}-build-${{ env.cache-name }}- ${{ runner.os }}-build- ${{ runner.os }}- - name : Install Dependencies run : npm install - name : Build run : npm build - name : Test run : npm test Enter fullscreen mode Exit fullscreen mode To learn more about cache hits and the cache eviction policy, check out the GitHub Documentation. This is part of my 28 days of Actions series. To get notified of more GitHub Action tips, follow the GitHub organization right here on Dev. Learn how to build action with Node.js 02:02 Environment Scoped Secrets for GitHub Action Workflows Brian Douglas for GitHub ・ Feb 23 '21 #github #devops ["28-github-actions"] (25 Part Series) 1 Automating my Storybook deployment with GitHub Actions 2 GitHub Actions: Manual triggers with workflow_dispatch ... 21 more parts... 3 How to Run GitHub Actions on Forks 4 Running GitHub Actions CI/CD triggers on specific branches 5 Generate semantic-release notes with GitHub Actions 6 Compress Images for the Web with GitHub Actions 7 Keeping GitHub Action workflows secure 8 Skip pull request and push GitHub Action workflows with [skip ci] 9 Running complex matrix builds using variable substitution in GitHub Actions 10 The Secrets of An Authenticated GitHub Action Workflow 11 Debug your GitHub Actions via SSH by using tmate 12 Run your GitHub Actions like a makefile 13 Automate your PR reviews with GitHub Action scripting in JavaScript 14 Generate your own GitHub Action with the actions-toolkit CLI 15 Build your own GitHub Action with a Docker Container 16 Publish your GitHub Action to Marketplace 17 Build your own GitHub Action WITHOUT a Docker Container 18 Conditional Workflows and Failures in GitHub Actions 19 Sending PR notifications through SMS and GitHub Actions 20 Bring your own (self-hosted) environment for GitHub Action Workflows 21 Environment Scoped Secrets for GitHub Action Workflows 22 Caching dependencies to speed up workflows in GitHub Actions 23 Repository Automation with GitHub Actions 24 Sync Forks to Upstream Using GitHub Actions 25 Setup Continuous Delivery with GitHub Actions Top comments (6) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand Steve Taylor Steve Taylor Steve Taylor Follow Location Sydney, AU Work Frontend developer Joined Mar 14, 2019 • Aug 25 '21 Dropdown menu Copy link Hide What's the point of this caching feature if I have to run npm install again anyway? Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand juanmendes juanmendes juanmendes Follow I'm a client side developer at heart who loves figuring out how to make development simpler. Location Boston Work Staff Engineer at VMware Joined Oct 21, 2019 • Dec 3 '21 Dropdown menu Copy link Hide That's right. And beyond that, it should use npm ci , right? It's unclear what having npm install in your own steps means. Like comment: Like comment: Like Comment button Reply Collapse Expand Andy Coupe Andy Coupe Andy Coupe Follow Software Engineer Location Manchester, UK Work Lead Frontend Engineer at Elsewhen Product Consultancy Joined May 20, 2018 • Aug 5 '22 Dropdown menu Copy link Hide It won't install all of your deps, it'll grab them from the cache. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Fabiana Asara Fabiana Asara Fabiana Asara Follow Backend Engineer | Love wine and gardening Location York Education Self-taught Work Backend Engineer at RotaCloud Joined Mar 6, 2018 • Sep 2 '22 Dropdown menu Copy link Hide If you are using setup-node actions in your workflow it caches dependencies using actions/cache under the hood so that you don't need to add all of that in your code. Caching is turned off by default but you can enable it adding the cache input parameter: steps: - name: Setup node uses: actions/setup-node@v3 with: node-version: '16' cache: 'npm' Enter fullscreen mode Exit fullscreen mode Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Elio Struyf Elio Struyf Elio Struyf Follow Elio Struyf is an independent Solutions Architect, Blogger, and Speaker. Loves stickers - if you want stickers, get them at https://pyod.shop. Location Antwerp Education Industrial Engineer Work Engineering Lead at self-employed Joined Jul 10, 2020 • Feb 26 '21 Dropdown menu Copy link Hide Immediately implemented into the workflow I was creating! Great tip! Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand César Román César Román César Román Follow QBasic, Turbo Pascal 7.0, C++, Java (JSP), PHP, C# (ASP.NET, WPF), Python/Jython. In order of appearance. Location México Education CETYS Universidad Work Technical Leader Joined Jun 2, 2020 • Jan 19 '23 Dropdown menu Copy link Hide Is it worth keeping caches "alive" so they don't get deleted after seven days of inactivity? Like comment: Like comment: Like Comment button Reply Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse GitHub Follow Let's build from here_ Celebrate 20 years of Git at Git Merge 2025 . Join developers from around the world this September in San Francisco. Get your ticket More from GitHub Speed Up Your CI/CD: ARM 64 Runners for GitHub Actions # programming # githubactions # cicd # devops Showcase your open source project at SCALE 🐧 Pasadena, CA · March 6-9, 2025 # github # linux # opensource Release Radar · September 2024: Major updates from the open source community # github # community # opensource # hacktoberfest 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/petar_liovic_9fb912bdc228/mathematical-audit-of-excalidraw-finding-logic-echoes-via-linear-algebra-26pj | Mathematical Audit of Excalidraw: Finding "Logic Echoes" via Linear Algebra - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Petar Liovic Posted on Jan 12 Mathematical Audit of Excalidraw: Finding "Logic Echoes" via Linear Algebra # architecture # computerscience # react # tooling The Signal is Getting Stronger When I released the first version of react-state-basis , the goal was theoretical: could we model React hooks as temporal signals to detect architectural debt? Since then, the project has hit #1 on r/reactjs and gained validation from senior engineers at companies like Calendly and Snowpact. But for v0.3.1 , I wanted to move from "Theory" to "Forensics." I wanted to run the auditor against one of the most high-performance engines in the React ecosystem: Excalidraw . The "Invisibility" Milestone (v0.3.1) The biggest barrier to architectural telemetry is the "Import Tax." No one wants to change their source code to run an audit. As of v0.3.1 , Basis is now a "Ghost" in the machine . Using a custom Babel AST transformer and a Vite Proxy , it auto-instruments standard React imports at build-time. Semantic Extraction: It reads your source code to label hooks automatically (e.g., count , user ). Zero Code Changes: You keep your import { useState } from 'react' exactly as is. Isomorphism: The proxy maintains 100% type congruence, ensuring the IDE and compiler see a "perfect body double" of React. Case Study: Auditing Excalidraw Excalidraw is a 114,000-star project and a masterpiece of performance engineering. It handles massive amounts of high-frequency state transitions. It was the perfect "Laboratory" for the R⁵⁰ vector model. The Audit Results: 1. Dimension Collapse in the Theme Engine The Basis HUD immediately flagged a perfect collinearity (1.0 similarity) between appTheme and editorTheme in the core theme-handle hook. The Math: These two vectors were pulsing in identical coordinates in the 50-dimensional space. The Debt: One variable was a redundant mirror of the other, kept in sync via an imperative effect. 2. Sequential Sync Leaks (Causal Loops) The telemetry matrix detected multiple "Blue Box" violations . These represent directed edges in the component's causal topology where an effect "pushes" data back into state after the render pass. The Cost: In a high-performance canvas, these sequential updates force unnecessary double-reconciliation cycles, adding avoidable overhead to every theme toggle and window focus event. Closing the Loop: The Refactor An auditor's job isn't just to find problems; it's to provide the Basis for a Solution . I submitted a Pull Request to Excalidraw (which was recently noticed and reposted by @vjeux on x.com platform, one of the most important people in the Frontend industry) to refactor this logic. The Fix: We removed the redundant state and moved to a Pure Projection using useSyncExternalStore and useMemo . The Win: Theme transitions now resolve in a single Atomic Render Pass , restoring the linear independence of the component's basis. What’s Next: v0.4.0 and Linear Maps We are now moving from Vector Spaces to Linear Operator Theory . To handle browser-thread jitter (1ms delays), we are investigating Signal Conditioning via linear maps. By applying a temporal convolution (smoothing) and a difference operator (velocity) to our R⁵⁰ basis, we can move from "Bit-Matching" to Scientific Signal Processing. Formalize Your Basis Basis is open-source and ready for zero-config integration. If you want to see the "heartbeat" of your own architecture and find where your logic is redundant, give it a run. GitHub: liovic/react-state-basis Technical Wiki: 8 Chapters on Vector Spaces and Causal Topology Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Petar Liovic Follow Full stack dev, Process Automation Architect (Camunda, BPMN, js) Joined Dec 27, 2025 More from Petar Liovic Auditing React State & Hooks with Math (shadcn-admin Case Study) # react # javascript # performance # webdev I used Linear Algebra to audit my React state (and built a tool for it) # react # typescript # linearalgebra # webdev 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Forem © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:37 |
https://sentry.io | Application Performance Monitoring & Error Tracking Software --> Skip to main content Menu Platform Products Error Monitoring Logs Session Replay Tracing Seer Uptime Monitoring Profiling Cron Monitoring AI Code Review Integrations Github Slack All Integrations SDKs Javascript Python React Laravel Next.js All SDKs Solutions Solutions Web / Full Stack Development Mobile Crash Reporting Game Crash Reporting AI Observability Application Performance Monitoring Real User Monitoring Ecommerce Enterprise Startups Resources Learn Blog Changelog Sandbox Resources Sentry Answers Syntax Customers Support Contact Us Help Center Status Hang out with us Sentry Build Events Merch Docs Pricing Sign In Get Demo Get Started Platform Products Products Error Monitoring Logs NEW Session Replay Tracing Seer NEW Uptime Monitoring Profiling Cron Monitoring AI Code Review NEW Products Error Monitoring Logs NEW Session Replay Tracing Seer NEW Uptime Monitoring Profiling Cron Monitoring AI Code Review NEW Integrations Integrations Github Slack All Integrations Integrations Github Slack All Integrations SDKs SDKs Javascript Python React Laravel Next.js All SDKs SDKs Javascript Python React Laravel Next.js All SDKs Solutions Web / Full Stack Development Mobile Crash Reporting Game Crash Reporting AI Observability Application Performance Monitoring Real User Monitoring Ecommerce Enterprise Startups Resources Learn Learn Blog Changelog Sandbox Resources Sentry Answers Syntax Customers Learn Blog Changelog Sandbox Resources Sentry Answers Syntax Customers Support Support Contact Us Help Center Status Support Contact Us Help Center Status Hang out with us Hang out with us Sentry Build Events Merch Hang out with us Sentry Build Events Merch Holiday E-Commerce Checklist: A Developer’s Survival Guide There’s never a good time for errors or performance degradations to show up, but during periods of peak traffic like the holidays, it’s especially critical to get immediate answers about what's failing and how to fix it. Learn More Docs Pricing Sign In Get Demo Get Started Marketing Mode Want to connect with the folks building Sentry? Join us on Discord. ➔ Code breaks, fix it faster Application monitoring software considered
"not bad" by millions of developers. Get Started See How In Sandbox Cursor Disney GitHub Microsoft Atlassian Linear Vercel Airtable Duolingo Cloudflare Slack Metronome Autodesk Instacart Miro Monday Lyft lyft Anthropic Bolt Cursor Disney GitHub Microsoft Atlassian Linear Vercel Airtable Duolingo Cloudflare Slack Metronome Autodesk Instacart Miro Monday Lyft lyft Anthropic Bolt Developer first. Always. Monitor in five lines Drop in the SDK . No agents to install. No performance surprises. Automatically root-cause any issue Catch critical issues before you merge and fix them when they hit prod with Seer, our debugging agent and code reviewer . Break production less Predict and prevent the errors that matter most before they even make it to production with AI code review . Stay in the flow From GitHub , Slack , Jira , and Linear to coding agents with Sentry's MCP server , Sentry brings full context to every fix from dev to prod. Previous Next Monitor in five lines Drop in the SDK . No agents to install. No performance surprises. Automatically root-cause any issue Catch critical issues before you merge and fix them when they hit prod with Seer, our debugging agent and code reviewer . Break production less Predict and prevent the errors that matter most before they even make it to production with AI code review . Stay in the flow From GitHub , Slack , Jira , and Linear to coding agents with Sentry's MCP server , Sentry brings full context to every fix from dev to prod. Everything’s connected Yeah, other tools exist. But errors , logs , replays , spans , profiles , and metrics — all connected by the same trace? That’s kind of our thing. Go from Issue → Context → Fix. Go from Issue → Context → Fix. Debug 500's, trace slow requests, replay fetch() failures, and fix the broken code that caused it. Catch slow queries, N+1s, and request timeouts before the ‘why is this so slow?’ posts fill up your feed. Map every incident to the release, PR, and owner -- automatically. Debugging needs context—
with or without AI Seer , our AI debugger, uses Sentry context – logs, commits, traces, stack trace - so you can stop guessing and it can fix issues for you. Analyzes every signal to explain why your code failed, not just where. Fixes what’s broken while you ship what’s next – generating precise, merge-ready patches. Stops bad code before it starts bad days. Correlating PRs against real error and performance history to catch regressions before they ship. Loved by developers worldwide We wouldn’t have scaled without Sentry. Most of our incidents are hardware-related—and we debug them all inside Sentry Nova DasSarma Systems Lead at Anthropic Sentry’s high-quality tooling helps Disney+ maintain high-quality service to its tens of millions of global subscribers. Andrew Hay Director at Disney Streaming Services at Disney+ The signal we get from Sentry is the most reliable indicator of software issues and is used throughout Instacart because it can be easily configured for each service regardless of the language or framework. Igor Dobrovitski Infrastructure Software Engineer at Instacart Get started in minutes Five lines of code. That's it. No complex setup, no performance hits, no waiting around. Next.js Angular Android iOS Flutter React Native .NET MAUI Python Node.js React .NET Go Swift Ruby PHP Laravel ASP.NET Core Spring Boot Vue Solid Svelte Astro JavaScript See -- it's really just one command. Copied! npx @sentry/wizard@latest -i nextjs Get started with just one line of code: Copied! npx @sentry/wizard@latest -i angular Just run this command to sign up for and install Sentry. Copied! brew install getsentry/tools/sentry-wizard && sentry-wizard -i android Signup and install Sentry with just one line of code: Copied! brew install getsentry/tools/sentry-wizard && sentry-wizard -i ios Sign-up and install Sentry with just one line of code: Copied! npx @sentry/wizard@latest -i flutter Install Sentry with one line of code: Copied! npx @sentry/wizard@latest -i reactNative Add the Sentry dependency to your .NET MAUI application: Copied! dotnet add package Sentry.Maui -v 5.11.1 Grab the Sentry Python SDK : Copied! pip install --upgrade sentry-sdk Configure your DSN: Copied! import sentry_sdk sentry_sdk.init( "https://<key>@sentry.io/<project>", # Set traces_sample_rate to 1.0 to capture 100% # of transactions for Tracing. # We recommend adjusting this value in production. enable_tracing=True, traces_sample_rate=1.0, ) Grab the Sentry Node SDK : Copied! npm install @sentry/node Configure your SDK: Copied! const Sentry = require('@sentry/node'); Sentry.init({ dsn: 'https://<key>@sentry.io/<project>' }); Grab the Sentry React SDK : Copied! npm install @sentry/react We recommend putting the Sentry initialization code into its own file and including that file as the first import in your application entry point as shown in the example below: Copied! import { useEffect } from "react"; import * as Sentry from "@sentry/react"; Sentry.init({ dsn: "https://examplePublicKey@o0.ingest.sentry.io/0", integrations: [ ], // Set `tracePropagationTargets` to control for which URLs trace propagation should be enabled tracePropagationTargets: [/^\//, /^https:\/\/yourserver\.io\/api/], }); Include the Sentry initialization file as the first import statement: Copied! // Sentry initialization should be imported first! import "./instrument"; import App from "./App"; import { createRoot } from "react-dom/client"; const container = document.getElementById(“app”); const root = createRoot(container); root.render(<App />); Install the NuGet package to add the Sentry dependency: Copied! dotnet add package Sentry Initialize the SDK as early as possible, like in the Main method in Program.cs/Program.fs : Copied! using (SentrySdk.Init(o => { // Tells which project in Sentry to send events to: o.Dsn = "https://<key>@sentry.io/<project>"; // When configuring for the first time, to see what the SDK is doing: o.Debug = true; // Set TracesSampleRate to 1.0 to capture 100% of transactions for Tracing. // We recommend adjusting this value in production. o.TracesSampleRate = 1.0; })) { // App code goes here - Disposing will flush events out } Grab the Sentry Go SDK : Copied! go get "github.com/getsentry/sentry-go" Configuration should happen as early as possible in your application's lifecycle: Copied! package main import ( "log" "time" "github.com/getsentry/sentry-go" ) func main() { err := sentry.Init(sentry.ClientOptions{ Dsn: "https://<key>@sentry.io/<project>", EnableTracing: true, // Specify a fixed sample rate: // We recommend adjusting this value in production TracesSampleRate: 1.0, // Or provide a custom sample rate: TracesSampler: sentry.TracesSampler(func(ctx sentry.SamplingContext) float64 { // As an example, this does not send some // transactions to Sentry based on their name. if ctx.Span.Name == "GET /health" { return 0.0 } return 1.0 }), }) if err != nil { log.Fatalf("sentry.Init: %s", err) } // Flush buffered events before the program terminates. // Set the timeout to the maximum duration the program can afford to wait. defer sentry.Flush(2 * time.Second) } To integrate Sentry into your Xcode project, specify it in your Podfile , then run pod install : Copied! platform :ios, '9.0' use_frameworks! # This is important target 'YourApp' do pod 'Sentry', :git => 'https://github.com/getsentry/sentry-cocoa.git', :tag => '<VERSION>' end Initialize the SDK as soon as possible in your application lifecycle, such as in your AppDelegate application:didFinishLaunchingWithOptions method: Copied! import Sentry // Make sure you import Sentry func application(_ application: UIApplication, didFinishLaunchingWithOptions launchOptions: [UIApplication.LaunchOptionsKey: Any]?) -> Bool { SentrySDK.start { options in options.dsn = "https://<key>@sentry.io/<project>" options.debug = true // Enabled debug when first installing is always helpful // Example uniform sample rate: capture 100% of transactions for Tracing options.tracesSampleRate = 1.0 } return true } Add the sentry-ruby gem to your Gemfile : Copied! gem "sentry-ruby" Configure your DSN: Copied! Sentry.init do |config| config.dsn = 'https://<key>@sentry.io/<project>' # Set a uniform sample rate between 0.0 and 1.0 # We recommend adjusting the value in production: config.traces_sample_rate = 1.0 # or control sampling dynamically config.traces_sampler = lambda do |sampling_context| # sampling_context[:transaction_context] contains the information about the transaction # sampling_context[:parent_sampled] contains the transaction's parent's sample decision true # return value can be a boolean or a float between 0.0 and 1.0 end end Install the sentry/sentry package with Composer: Copied! composer require sentry/sentry To capture all errors, even the one during the startup of your application, you should initialize the Sentry PHP SDK as soon as possible. Copied! \Sentry\init(['dsn' => 'https://<key>@sentry.io/<project>', // Specify a fixed sample rate: 'traces_sample_rate' => 0.2, // Or provide a custom sampler: 'traces_sampler' => function (SentryTracingSamplingContext $context): float { // return a number between 0 and 1 }, ]); Install the sentry/sentry-laravel package with Composer: Copied! composer require sentry/sentry-laravel Add Sentry reporting to bootstrap/app.php : Copied! <?php use Illuminate\Foundation\Application; use Illuminate\Foundation\Configuration\Exceptions; use Illuminate\Foundation\Configuration\Middleware; use Sentry\Laravel\Integration; return Application::configure(basePath: dirname(__DIR__)) ->withRouting( web: __DIR__.'/../routes/web.php', commands: __DIR__.'/../routes/console.php', health: '/up', ) ->withMiddleware(function (Middleware $middleware) { // }) ->withExceptions(function (Exceptions $exceptions) { Integration::handles($exceptions); })->create(); Enable Sentry Tracing in config/sentry.php : Copied! // Specify a fixed sample rate: 'traces_sample_rate' => 0.2, // Or provide a custom sampler: 'traces_sampler' => function (SentryTracingSamplingContext $context): float { // return a number between 0 and 1 }, Run this Artisan command to configure the Sentry DSN: Copied! php artisan sentry:publish --dsn=<paste-your-DSN-here> Add the Sentry dependency: Copied! dotnet add package Sentry.AspNetCore Configure Sentry in appsettings.json . Copied! "Sentry": { "Dsn": "https://examplePublicKey@o0.ingest.sentry.io/0", "Debug": true, }, Then add the SDK by simply calling UseSentry : Copied! public static IHostBuilder CreateHostBuilder(string[] args) => Host.CreateDefaultBuilder(args) .ConfigureWebHostDefaults(webBuilder => { // Add the following line: webBuilder.UseSentry(); }); Grab the Sentry Java SDK : Copied! <dependency> <groupId>io.sentry</groupId> <artifactId>sentry-spring-boot-starter</artifactId> <version><VERSION></version> </dependency> Configure your DSN in application.properties : Copied! sentry.dsn=https://<key>@sentry.io/<project> # Set traces_sample_rate to 1.0 to capture 100% # of transactions for performance monitoring. # We recommend adjusting this value in production. sentry.traces-sample-rate=1.0 Grab the Sentry Vue SDK : Copied! npm install @sentry/vue Configure your DSN: Copied! import { createApp } from "vue"; import * as Sentry from "@sentry/vue"; const app = createApp({ // ... }); Sentry.init({ app, dsn: "https://<key>@sentry.io/<project>"", // This enables automatic instrumentation (highly recommended), // but is not necessary for purely manual usage // If you only want to use custom instrumentation: // * Remove the BrowserTracing integration // * add Sentry.addTracingExtensions() above your Sentry.init() call integrations: [Sentry.browserTracingIntegration()], // We recommend adjusting this value in production, or using tracesSampler // for finer control tracesSampleRate: 1.0, // Set tracePropagationTargets to control for which URLs distributed tracing should be enabled tracePropagationTargets: ['localhost', /^https://yourserver.io/api/], }); app.mount("#app"); To use the SDK, initialize Sentry in your Solid entry point index.jsx before you render your Solid app: Copied! // index.jsx / index.tsx import * as Sentry from "@sentry/solid"; import { useBeforeLeave, useLocation } from "@solidjs/router"; import { render } from "solid-js/web"; import App from "./app"; // Initialize the Sentry SDK here Sentry.init({ dsn: "__DSN__", integrations: [Sentry.browserTracingIntegration()], // Performance Monitoring tracesSampleRate: 1.0, // Capture 100% of the transactions // Set 'tracePropagationTargets' to control for which URLs trace propagation should be enabled tracePropagationTargets: ["localhost", /^https:\/\/yourserver\.io\/api/], }); const app = document.getElementById("app"); if (!app) throw new Error("No #app element found in the DOM."); render(() => <App />, app) To use the SDK, initialize Sentry in your Svelte entry point main.js before you bootstrap your Svelte app: Copied! // main.js / main.ts import App from "./App.svelte"; import * as Sentry from "@sentry/svelte"; import { BrowserTracing } from "@sentry/tracing"; // Initialize the Sentry SDK here Sentry.init({ dsn: "__DSN__", release: "my-project-name@2.3.12", integrations: [new BrowserTracing()], // This enables automatic instrumentation (highly recommended), // but is not necessary for purely manual usage // If you only want to use custom instrumentation: // * Remove the BrowserTracing integration // * add Sentry.addTracingExtensions() above your Sentry.init() call integrations: [Sentry.browserTracingIntegration()], // We recommend adjusting this value in production, or using tracesSampler // for finer control tracesSampleRate: 1.0, // Set tracePropagationTargets to control for which URLs distributed tracing should be enabled tracePropagationTargets: ['localhost', /^https://yourserver.io/api/], }); // Then bootstrap your Svelte app const app = new App({ target: document.getElementById("app"), }); export default app; Just run this command to install and register Sentry's Astro integration. Copied! npx astro add @sentry/astro And add your DSN and project config to your astro.config.mjs file: Copied! import { defineConfig } from "astro/config"; import sentry from "@sentry/astro"; export default defineConfig({ integrations: [ sentry({ dsn: "__DSN__", sourceMapsUploadOptions: { project: "your-project-slug", authToken: process.env.SENTRY_AUTH_TOKEN, }, tracesSampleRate: 1.0, }), ], }); Grab the Sentry JavaScript SDK : Copied! <script src="https://browser.sentry-cdn.com/<VERSION>/bundle.min.js"></script> Configure your DSN: Copied! Sentry.init({ dsn: 'https://<key>@sentry.io/<project>', // This enables automatic instrumentation (highly recommended), // but is not necessary for purely manual usage // If you only want to use custom instrumentation: // * Remove the BrowserTracing integration // * add Sentry.addTracingExtensions() above your Sentry.init() call integrations: [Sentry.browserTracingIntegration()], // We recommend adjusting this value in production, or using tracesSampler // for finer control tracesSampleRate: 1.0, // Set tracePropagationTargets to control for which URLs distributed tracing should be enabled tracePropagationTargets: ['localhost', /^https://yourserver.io/api/], }); Built to be secure, Designed to not get in your way Security and compliance aren't just checkboxes—they're built into how we run Sentry. We use industry-standard tech and practices to keep your data safe, and we stay out of your way while doing it. Check out our Privacy Policy Contact Us Get monthly product updates
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https://dev.to/soumilgit/scholarbridge-91h | ScholarBridge - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Soumil Mukhopadhyay Posted on Dec 21, 2025 ScholarBridge # postgres # react # node # express Over the last few months, me and my group consisting of Farzan Irani, Mayur Dumbre & Hriday Gandhi have been working on 𝐒𝐜𝐡𝐨𝐥𝐚𝐫𝐁𝐫𝐢𝐝𝐠𝐞, our 𝐟𝐢𝐧𝐚𝐥-𝐲𝐞𝐚𝐫 𝐂𝐨𝐦𝐩𝐮𝐭𝐞𝐫 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫𝐢𝐧𝐠 𝐩𝐫𝐨𝐣𝐞𝐜𝐭, and this video is a short walkthrough of what we built. 👉 𝐆𝐢𝐭𝐇𝐮𝐛 𝐑𝐞𝐩𝐨: https://github.com/Team-C49/ScholarBridge-backup . This is not a UI-only demo or a theoretical idea. ScholarBridge is a working full-stack system designed to solve real problems in 𝐬𝐜𝐡𝐨𝐥𝐚𝐫𝐬𝐡𝐢𝐩 𝐚𝐝𝐦𝐢𝐧𝐢𝐬𝐭𝐫𝐚𝐭𝐢𝐨𝐧 that colleges, trusts, NGOs, and funding bodies face every year - fragmented applications, manual screening, poor coordination & limited transparency. The platform is built on the 𝐏𝐄𝐑𝐍 𝐬𝐭𝐚𝐜𝐤 (𝐏𝐨𝐬𝐭𝐠𝐫𝐞𝐒𝐐𝐋, 𝐄𝐱𝐩𝐫𝐞𝐬𝐬, 𝐑𝐞𝐚𝐜𝐭, 𝐍𝐨𝐝𝐞.𝐣𝐬) with 𝐓𝐚𝐢𝐥𝐰𝐢𝐧𝐝 𝐂𝐒𝐒 on the frontend. All documents and KYC files are stored securely using 𝐂𝐥𝐨𝐮𝐝𝐟𝐥𝐚𝐫𝐞 𝐑𝟐, with signed, time-limited encrypted URLs generated on demand - ensuring documents are never publicly exposed and are accessible only to authorized users. Authentication and protected access are handled via 𝐉𝐖𝐓, credentials are secured using 𝐛𝐜𝐫𝐲𝐩𝐭, and verified system communication is enabled through 𝐍𝐨𝐝𝐞𝐦𝐚𝐢𝐥𝐞𝐫. At the core of the system is an intelligent Best-Fit algorithm that filters & ranks students based on trust-defined preferences (course, income, gender, location, merit), replacing manual shortlisting with a fair, explainable, and scalable process. The platform also supports multi-trust collaborative funding, with built-in safeguards to prevent over-funding and a complete reconciliation loop where trusts mark payments, students confirm receipt, and unresolved cases are automatically flagged for admin review - ensuring accountability end to end. Special thanks to our mentor , Shivani Deosthale ma'am , and Swapnil Pawar sir, who helped us with valuable insights, tips & guidance in this regard. I strongly urge college administrators, educational institutions, scholarship bodies, NGOs, CSR teams, and industry partners to actually look at this and evaluate it for real-world use. If your organization deals with application overload, verification delays, fund tracking, or coordination across multiple donors, this solution is built specifically to address those pain points. We are actively looking for relevant organizations to pilot this system in a real operational environment. If you represent (or know) an institution, trust, NGO, or CSR initiative that could benefit from this, I’d genuinely like to connect, walk you through the platform, and explore a pilot or collaboration. Small note: since images are not stored locally, some report visuals in the demo were captured via screenshots, which may result in a few blurred images. Feel free to comment / DM . #FinalYearProject hashtag#EdTech hashtag#ScholarshipManagement hashtag#HigherEducation hashtag#CollegeAdministration hashtag#CSR hashtag#CorporateSocialResponsibility hashtag#SocialImpact hashtag#NGOTech hashtag#PERNStack Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Soumil Mukhopadhyay Follow Embrace discomfort . 🧗♂️😄🤩🤖😛 Location Mumbai, Maharashtra Joined Mar 18, 2024 More from Soumil Mukhopadhyay Launching Version 1.0 : AI-Powered Mock Interview Platform # saas # react # nextjs # docker Github repo # webdev # react # javascript # javascriptlibraries 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Forem © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:37 |
https://dev.to/devteam/congrats-to-the-assemblyai-voice-agents-challenge-winners-1ppk | Congrats to the AssemblyAI Voice Agents Challenge Winners! - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Jess Lee for The DEV Team Posted on Aug 7, 2025 Congrats to the AssemblyAI Voice Agents Challenge Winners! # devchallenge # assemblyaichallenge # ai # api Today's the day! We are excited to announce the winners of the AssemblyAI Voice Agents Challenge . From accessibility-focused transcription tools that bridge communication gaps to elder care companions that enhance quality of life, participants demonstrated remarkable creativity and consideration in leveraging AssemblyAI's Universal-Streaming technology. We were impressed by the community's technical skill and diverse approaches to creating entirely new categories of high-impact, voice-powered solutions. Thank you to everyone who participated! We hope you enjoyed working on your submission and are proud of what you accomplished. Without further ado, our winners. Congratulations To… Business Automation Voice Agent Winner @neilblaze and @achalbajpai created Wynnie, an AI shopping companion that transforms how people interact with e-commerce through natural language. Wynnie 🦄 — 𝘠𝘰𝘶𝘳 𝘚𝘩𝘰𝘱𝘱𝘪𝘯𝘨, 𝘯𝘰𝘸 𝘰𝘯 𝘈𝘶𝘵𝘰𝘱𝘪𝘭𝘰𝘵! Pratyay Banerjee ・ Jul 28 #devchallenge #assemblyaichallenge #ai #api From multi-language voice recognition supporting 50+ languages to intelligent deal optimization and seamless payment processing, Wynnie does it all. Real-Time Voice Performance Winner The Hogwarts Spell Caster transforms spoken Harry Potter spells into instant keyboard actions for the Hogwarts Legacy game, bringing magical immersion to gaming through ultra-low latency voice commands. ⚡ Hogwarts Spell Caster: Real-Time Voice Magic with AssemblyAI Universal-Streaming Nikoloz Turazashvili (@axrisi) ・ Jul 20 #devchallenge #assemblyaichallenge #ai #api @axrisi created an experience where voice commands feel as natural as pressing keys. The project perfectly demonstrates how sub-300ms latency can enable entirely new categories of interactive entertainment. Domain Expert Voice Agent Winner Enter @nadinev 's AI Debate Room to meet an opponent that provides real-time domain expertise and topic-aware counter-arguments. AI✧Debate Nadine ・ Jul 26 #devchallenge #assemblyaichallenge #ai #api This intellectually rigorous debate partner combines real-time voice processing with a curated philosophical knowledge base. Our three prompt winners will each receive $1,000 , DEV++ Membership , and an exclusive DEV badge. All participants with valid submissions will receive a completion badge for rising to the challenge! Our Sponsor We want to give a big shout out to AssemblyAI for partnering with us on their second challenge! If you ever need to build a voice-enabled app, we hope you turn to AssemblyAI first. They are truly at the forefront of voice technology. What's next? We try to have at least one challenge running at all times, so be sure to keep an eye on our challenges page or follow the tag so you don't miss an opportunity to showcase your skills: # devchallenge Follow This is the official tag for submissions and announcements related to DEV Challenges. We hope you had fun, felt challenged, and maybe added a thing or two to your professional profile. See you next time! Interested in being a volunteer judge for future challenges? Learn more here ! 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Submit Preview Dismiss Collapse Expand Noah Brinker The DEV Team Noah Brinker The DEV Team Noah Brinker Follow Marketing @ DEV Joined Apr 4, 2022 • Aug 7 '25 Dropdown menu Copy link Hide Congrats to the winners! @neilblaze , @achalbajpai , @axrisi , @nadinev Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand Pratyay Banerjee Pratyay Banerjee Pratyay Banerjee Follow Just another being in this metamorphic universe trying to find the infinite array of hash functions to make my life more peaceful ;) Location India Education IITG / IISc Bangalore Pronouns He/Him Work Independent Researcher ❯ Someone who ❤️ intersecting Web and ML for fun 👨🔬✨ Joined Oct 4, 2019 • Aug 8 '25 Dropdown menu Copy link Hide Thanks! 🫶 Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Fayaz Fayaz Fayaz Follow Software Engineer 𑁍 Thinker 𑁍 Problem Solver. Interests: AI, Software Development, Web Security, Privacy, Nature, Philosophy, History, Spirituality, Politics, Conversation. Location Bangladesh Education BSc. in Computer Science & Engineering Work Building a new SaaS Joined Nov 12, 2017 • Aug 7 '25 Dropdown menu Copy link Hide Congrats to @neilblaze @achalbajpai @axrisi and @nadinev - all cool projects! 🥳 Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Nadine Nadine Nadine Follow 💫 About Me: I operate with a results-driven, self-directed methodology. My approach prioritizes rapid, on-the-fly acquisition of necessary skills to meet project goals. Education BA, BSc, AWS Certified, GitHub 300 Work Contractor Joined May 31, 2025 • Aug 7 '25 Dropdown menu Copy link Hide Thank you so much 🙌🥲 Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow AWS Community Builder Bridging critical thinking and innovation, from philosophy to DevOps. Email programmerpravesh@gmail.com Location India Education Hindu College, Delhi University, India Pronouns he/him Work Freelance DevOps Engineer At Fiverr Joined Jul 19, 2024 • Aug 7 '25 Dropdown menu Copy link Hide Congrats buddy, win for Philosophy 😅 Like comment: Like comment: 1 like Like Thread Thread Nadine Nadine Nadine Follow 💫 About Me: I operate with a results-driven, self-directed methodology. My approach prioritizes rapid, on-the-fly acquisition of necessary skills to meet project goals. Education BA, BSc, AWS Certified, GitHub 300 Work Contractor Joined May 31, 2025 • Aug 7 '25 Dropdown menu Copy link Hide Haha thanks 😁 Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Pratyay Banerjee Pratyay Banerjee Pratyay Banerjee Follow Just another being in this metamorphic universe trying to find the infinite array of hash functions to make my life more peaceful ;) Location India Education IITG / IISc Bangalore Pronouns He/Him Work Independent Researcher ❯ Someone who ❤️ intersecting Web and ML for fun 👨🔬✨ Joined Oct 4, 2019 • Aug 8 '25 Dropdown menu Copy link Hide Thanks @fm ! 🫶 Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Nikoloz Turazashvili (@axrisi) Nikoloz Turazashvili (@axrisi) Nikoloz Turazashvili (@axrisi) Follow Founder & CTO at NikoLabs LLC, building Axrisi—an AI-powered browser extension for seamless on-page text processing and productivity. Opened Chicos restaurant in Tbilisi, Georgia. Email turazashvili@gmail.com Location Tbilisi, Georgia Education EXCELIA La Rochelle Pronouns He/Him Work Founder & CTO at NikoLabs LLC and Axrisi Joined May 30, 2025 • Aug 7 '25 Dropdown menu Copy link Hide So happy to have won this! 🎉🎉🎉 To all the other winners: great job - congratulations! To everyone who participated: keep it up! You’ve got this - the next challenge is coming in just a few days. Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand Nikoloz Turazashvili (@axrisi) Nikoloz Turazashvili (@axrisi) Nikoloz Turazashvili (@axrisi) Follow Founder & CTO at NikoLabs LLC, building Axrisi—an AI-powered browser extension for seamless on-page text processing and productivity. Opened Chicos restaurant in Tbilisi, Georgia. Email turazashvili@gmail.com Location Tbilisi, Georgia Education EXCELIA La Rochelle Pronouns He/Him Work Founder & CTO at NikoLabs LLC and Axrisi Joined May 30, 2025 • Aug 7 '25 Dropdown menu Copy link Hide will use this real estate to promote my other submission for Redis Challenge: Redis vs RAG Speed Test: Sub-5ms Vector Search vs 500ms+ LLM Q&A Nikoloz Turazashvili (@axrisi) ・ Aug 7 #redischallenge #devchallenge #database #ai check it out guys ❤️ Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow AWS Community Builder Bridging critical thinking and innovation, from philosophy to DevOps. Email programmerpravesh@gmail.com Location India Education Hindu College, Delhi University, India Pronouns he/him Work Freelance DevOps Engineer At Fiverr Joined Jul 19, 2024 • Aug 8 '25 Dropdown menu Copy link Hide Congratulations buddy 👍 Like comment: Like comment: 2 likes Like Thread Thread Nikoloz Turazashvili (@axrisi) Nikoloz Turazashvili (@axrisi) Nikoloz Turazashvili (@axrisi) Follow Founder & CTO at NikoLabs LLC, building Axrisi—an AI-powered browser extension for seamless on-page text processing and productivity. Opened Chicos restaurant in Tbilisi, Georgia. Email turazashvili@gmail.com Location Tbilisi, Georgia Education EXCELIA La Rochelle Pronouns He/Him Work Founder & CTO at NikoLabs LLC and Axrisi Joined May 30, 2025 • Aug 8 '25 Dropdown menu Copy link Hide Thanks! Happy to see you and others who also participated in previous challenges. we need to make some discord server to chat 😎 Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Prema Ananda Prema Ananda Prema Ananda Follow Full-stack developer: AI applications, rapid MVPs, database expert (MongoDB, Redis, PostgreSQL). Multi-agent systems specialist. Fixed-price development. Days, not months! Email djoty108@gmail.com Location Ukraine Joined May 24, 2025 • Aug 7 '25 Dropdown menu Copy link Hide Congratulations! Let someone else win for a change 😁 Like comment: Like comment: 2 likes Like Thread Thread Nikoloz Turazashvili (@axrisi) Nikoloz Turazashvili (@axrisi) Nikoloz Turazashvili (@axrisi) Follow Founder & CTO at NikoLabs LLC, building Axrisi—an AI-powered browser extension for seamless on-page text processing and productivity. Opened Chicos restaurant in Tbilisi, Georgia. Email turazashvili@gmail.com Location Tbilisi, Georgia Education EXCELIA La Rochelle Pronouns He/Him Work Founder & CTO at NikoLabs LLC and Axrisi Joined May 30, 2025 • Aug 7 '25 • Edited on Aug 7 • Edited Dropdown menu Copy link Hide thaaanks haha, it's all open for everyone ❤️ Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Nizzad Nizzad Nizzad Follow Data Scientist / AWS Certified (2X) ML Specialist | AWS ABW Grant Recipient '24 | 2 (Masters + Bachelors) | Researcher - NLP (Bias & Fairness) | Attorney-at-Law | Supervised 100+ Location Abu Dhabi, United Arab Emirates Education BIT (UOM), MSc in IT (SLIIT), MBA (SEUSL), LL.B (OUSL), Attorney-at-Law Pronouns He/Him Work Data Scientist, AI Engineer, Machine Learning Engineer, Research Supervisor Joined Jan 9, 2025 • Aug 7 '25 Dropdown menu Copy link Hide Congratulations to all the winners. Well Deserved and happy to have participated in this challenge with lot of enthusiasm. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand sahra 💫 sahra 💫 sahra 💫 Follow software engineer 👩💻, technical writer, i posts contents relating to Linux, C programming language, software tools, JavaScript, React e.t.c. 🟢Volunteer Mod and Challenge Judge here on DEV🟢 Location Lagos, Nigeria Joined Jul 23, 2022 • Aug 7 '25 Dropdown menu Copy link Hide A big congrats to all the winners!!🎊🥂 Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Accio by Alibaba Group Accio by Alibaba Group Accio by Alibaba Group Follow AI-powered B2B procurement platform by Alibaba Group Joined Jun 12, 2025 • Aug 7 '25 Dropdown menu Copy link Hide Congratulations! Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand pradeep pradeep pradeep Follow Joined Jul 21, 2025 • Aug 7 '25 Dropdown menu Copy link Hide Congrats to all the winners. It was personally a great experience for me, participating for the first time. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand VaishakhVipin VaishakhVipin VaishakhVipin Follow writing software that makes sales feel like cheating. building Pilot — your AI sidekick for closing deals in the DMs. founder. operator. ghost in the inbox. Location Bengaluru, IN Work CEO at Pilot Joined Jun 24, 2025 • Aug 7 '25 Dropdown menu Copy link Hide congrats @axrisi Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Nikoloz Turazashvili (@axrisi) Nikoloz Turazashvili (@axrisi) Nikoloz Turazashvili (@axrisi) Follow Founder & CTO at NikoLabs LLC, building Axrisi—an AI-powered browser extension for seamless on-page text processing and productivity. Opened Chicos restaurant in Tbilisi, Georgia. Email turazashvili@gmail.com Location Tbilisi, Georgia Education EXCELIA La Rochelle Pronouns He/Him Work Founder & CTO at NikoLabs LLC and Axrisi Joined May 30, 2025 • Aug 7 '25 Dropdown menu Copy link Hide Thank you friend 🤝🤝🤝 Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Ansell Maximilian Ansell Maximilian Ansell Maximilian Follow Email ansellmaximilian@gmail.com Location Tangerang, Indonesia Pronouns He/Him Joined Jan 17, 2021 • Aug 12 '25 Dropdown menu Copy link Hide Congrats to all the participants! Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Oliver Wirtz Khan Oliver Wirtz Khan Oliver Wirtz Khan Follow Software Engineer with focusing on AI Joined Aug 8, 2025 • Aug 8 '25 Dropdown menu Copy link Hide congrats everyone Like comment: Like comment: 2 likes Like Comment button Reply View full discussion (25 comments) Some comments may only be visible to logged-in visitors. Sign in to view all comments. 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https://dev.to/deved/build-apps-with-google-ai-studio#How-long-does-it-take-to-complete-the-track | Build Apps with Google AI Studio - DEV Education Track - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close DEV Education Tracks > Build Apps with Google AI Studio Build Apps with Google AI Studio Follow Tag View Discussions Learn to turn text prompts into fully functional web applications using Google AI Studio Track Overview The moment is here! We recently announced DEV Education Tracks , our new initiative to bring you structured learning paths directly from industry experts. Today, we're thrilled to launch our very first track in partnership with the team at Google AI . This track will guide you through Google AI Studio's new "Build apps with Gemini" feature, where you can turn a simple text prompt into a fully functional, deployed web application in minutes. A New Way to Learn This inaugural track perfectly exemplifies our goal for DEV Education Tracks: to close the gap between discovering a new technology and building with it confidently. By partnering directly with the Google AI team, we're able to bring you an authoritative, hands-on guide to one of the most exciting new tools in AI development. How to Complete This Track This DEV Education Track is a three-part experience: 1) an expert tutorial followed by 2) a hands-on build and 3) a writing assignment . Work through all three parts and you'll earn the exclusive Google AI Studio Builder badge ! Track Details Skill Level Beginner Earn This Badge Build Apps with Google AI Studio Badge Complete the track to earn this badge Learn More Get additional details and ask questions about the Build Apps with Google AI Studio learning track. View Announcement Learning Partner: Google AI Google AI is at the forefront of artificial intelligence research and development, creating tools and technologies that democratize AI for developers worldwide. Through Google AI Studio, they're making it easier than ever to build intelligent applications. Explore Google AI Studio Learning Curriculum Follow this structured learning path to master the skills 1 📖 Part 1: Follow the Expert Tutorial Start with the comprehensive guide created by the Google AI team to learn how to use Google AI Studio from idea to deployment. Learning Objectives Understand Google AI Studio's app building capabilities Learn how to craft effective prompts for app generation Navigate the deployment process Explore the generated code and understand the structure Getting Started Begin by reading through the expert tutorial created by the Google AI team. This comprehensive guide will walk you through every step of the process, from initial setup to final deployment. Read the Tutorial Module Details Duration 30-45 minutes Difficulty Beginner Prerequisites None - just curiosity about AI development 2 🤖 Part 2: Build Your Own App Put your new skills to the test by building an app that incorporates image generation with the Imagen API. Learning Objectives Apply learned concepts to create your own application Experiment with different prompt strategies Integrate image generation capabilities Deploy a working web application Getting Started After working through the tutorial, your assignment is to use the build feature in Google AI Studio to build an app that incorporates image generation with the Imagen API. We encourage you to come up with your own apps, but here are some ideas if you need inspiration: App Ideas for Inspiration: RPG character portrait generator Fridge-photo based recipe generator On-demand coloring book generator Logo generator for business ideas Share Your Project Module Details Duration 1-3 hours Difficulty Beginner to Intermediate 3 ✏️ Part 3: Earn Community Recognition Share your creation with the DEV community and earn your exclusive Google AI Studio Builder badge. Learning Objectives Document your development process Share learnings with the community Reflect on the experience and key takeaways Contribute to the collective knowledge base Getting Started Use our official submission template to share your assignment and earn your badge! Your submission should include: The prompt you used to generate the app A link to your deployed application Screenshots or demo of your app in action Brief description of your experience and what you learned Our team reviews submissions on a rolling basis with badges awarded every few days. There's no deadline! Share Your Project Module Details Duration 30 minutes Difficulty Beginner Frequently Asked Questions Get answers to common questions about the Build Apps with Google AI Studio track Quick Navigation Frequently Asked Questions Do I need coding experience? What kind of apps can I build? How long does it take to complete the track? Is the track really free? What if I get stuck? Can I modify the generated app? Frequently Asked Questions Do I need coding experience? No! Google AI Studio is designed to be accessible to everyone, regardless of coding background. The AI generates the code for you based on your prompts. What kind of apps can I build? You can build a wide variety of web applications, especially those that benefit from AI capabilities like image generation, text processing, and data analysis. How long does it take to complete the track? Most learners complete the track in 2-4 hours, but you can work at your own pace. There's no deadline! Is the track really free? Yes! The track is completely free. You'll only need a Google account to access Google AI Studio. What if I get stuck? Join our community discussions using the #learngoogleaistudio tag, where you can ask questions and get help from other learners and the Google AI team. Can I modify the generated app? Absolutely! The generated code is yours to customize and extend. Many learners start with the AI-generated base and then add their own features. 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https://dev.to/vldi01/modern-kmp-part-1-the-end-of-the-404-not-found2-39ca | Modern KMP (Part 1): The End of the "404 Not Found"2 - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Vladyslav Diachuk Posted on Jan 11 Modern KMP (Part 1): The End of the "404 Not Found"2 # architecture # mobile # kotlin # api How to use "Contract-First" development to guarantee your Android/iOS clients and Ktor Backend are always in perfect sync. It’s 4:55 PM on a Friday. You just deployed a hotfix to the backend. You feel good. Five minutes later, Sentry alerts start screaming. SerializationException: Field 'user_id' is required but missing. Ah, right. You refactored the backend response model to use camelCase userId , but you forgot to update the Android Retrofit interface and the iOS Codable struct. This is "The Drift." It is the silent killer of mobile agility. In the traditional world, we fight The Drift with communication: Slack messages, Swagger/OpenAPI docs, and hope. But docs get outdated, and hope is not a strategy. In the Kotlin Multiplatform (KMP) world, we can do better. We can fight The Drift with the Compiler . In this 3-part series on Modern KMP Architecture , I’m going to share the setup I use to bridge the gap between Client and Server. Part 1 (This Article): Full-Stack Type Safety (The "Contract-First" Pattern). Part 2: Scalable Modularization (Solving the "God Module" build problem). Part 3: The Anatomy of a Feature (Decoupled Navigation & UDF). A Note on "Enterprise Grade" vs. "Experimental Magic": The modularization strategies I will cover in Part 2 and 3 are battle-tested patterns I’ve learned from working on large-scale enterprise apps. However, the Server-Side generation I am showing today is a proof-of-concept tool . It is magical, it works, but if you are building a banking backend, you might want to stick to manual routing while keeping the shared interface concept. Let’s solve the biggest problem first: The Contract. The "Code-First" Contract Most KMP tutorials teach you how to share Data (e.g., the User data class). That's a good start, but it's not enough. If your Client thinks the endpoint is GET /user and your Server thinks it's GET /users , sharing the data class won't save you. We need to share the Behavior . In my architecture, the "Source of Truth" is not a YAML file or a Confluence page. It is a simple Kotlin Interface located in a shared :network:api module. // :network:api/src/commonMain/kotlin/UserApi.kt interface UserApi { @GET ( "users/{id}" ) suspend fun getUser ( @Path ( "id" ) userId : Long ): User @POST ( "users" ) suspend fun createUser ( @Body user : User ): User @NoAuth @GET ( "users/public" ) suspend fun getPublicInfo (): String @Multipart @POST ( "users/avatar" ) suspend fun uploadAvatar ( @Part ( "avatar" ) content : List < PartData >): String } Enter fullscreen mode Exit fullscreen mode 💡 Mental Model: If you have used gRPC, this will feel familiar. We are effectively using Kotlin Interfaces as our .proto files. This gives us the strict contract safety of RPC, but keeps the simplicity, tooling, and inspectability of standard HTTP/JSON. This looks like a standard Retrofit interface. But in this architecture, this file drives everything . 1. The Client Side (Ktorfit) For the client (Android, iOS, Desktop), we use Ktorfit . It’s essentially "Retrofit for KMP." It looks at that interface and generates the Ktor Client implementation for us. // Generated Client Code (Simplified) public class _ UserApiImpl ( private val client : HttpClient ) : UserApi { override suspend fun getUser ( userId : Long ): User { return client . get ( "users/$userId" ). body () } } Enter fullscreen mode Exit fullscreen mode This is standard practice. But now, let’s do something radical. 2. The Server Side (The Experiment) Usually, Ktor server routing is written manually. This is where the drift happens. You type post("auth/login") manually, and if you make a typo, you get a 404. To solve this, I wrote a custom KSP (Kotlin Symbol Processing) processor for the Server. It reads the exact same interface used by the client and generates the server routing entry points. It even handles Context Propagation . One of the biggest challenges with shared interfaces is: "How do I get the HTTP Headers or the Auth Token inside my implementation if the interface function signature doesn't have a call parameter?" My processor wraps the execution in a CallContext , allowing you to access the raw Ktor ApplicationCall and your typed JWT token from anywhere in your implementation. // server/src/.../UserApiImpl.kt // 1. You implement the shared interface class UserApiImpl ( private val userDao : UserDao ) : UserApi { override suspend fun getUser ( userId : Long ): User { // 2. Need the raw call or token? Use the context wrapper. val context = getCallContext < UserToken >() val token = context . jwtToken // Strongly typed Token object val call = context . call // Raw RoutingCall (headers, cookies, IP) return userDao . getUserById ( userId ) ?: throw NotFoundException () } override suspend fun createUser ( user : User ): User { return userDao . insertUser ( user ) } } Enter fullscreen mode Exit fullscreen mode The Magic Trick: Coroutine Context You might be wondering: "How does getCallContext() find the call if I never passed it as an argument?" If we added call: ApplicationCall to the interface methods, the Client would break (because the Client doesn't know what a Ktor Server ApplicationCall is). The solution is Kotlin Coroutine Contexts . Since Ktor handles every request inside a coroutine, my processor generates code that injects the data into the CoroutineContext scope just before your function runs. // Generated by the Processor (Simplified) post ( "auth/register" ) { val request = call . receive < RegisterRequest >() val principal = .. . // Parsed from JWT or Unit if @NoAuth // The Trick: We inject the context into the Coroutine Scope withContext ( CallContext ( call , principal )) { call . respond ( impl . register ( request )) } } Enter fullscreen mode Exit fullscreen mode This allows getCallContext() to retrieve the data from the current scope, acting like a "Coroutine-Local" variable. This keeps your shared interface clean and platform-agnostic, while giving the server implementation full access to the HTTP context. Now, your Server Application code is dumb. It just binds the implementation: // server/src/Application.kt routing { // The compiler forces me to provide an implementation of UserApi bindUserApi ( UserApiImpl ( userDao )) } Enter fullscreen mode Exit fullscreen mode The "Wow" Moment Because both sides rely on the generated code from the same interface file, we achieve Full-Stack Type Safety. Here is what happens if I decide to change createUser(@Body user: User) to createUser(@Body user: User, @Query("force") force: Boolean) : I change the Kotlin Interface in :network:api . I hit "Build." The Client Fails: The Android codebase turns red because I’m passing the wrong arguments. The Server Fails: The Backend codebase turns red because the implementation class no longer overrides the interface correctly. The build does not pass until both the Client and the Server agree on the new contract. The Reality Check (Trade-offs) This sounds like magic, but every architectural decision has a cost. 1. You Own The Tooling This KSP processor is a cool project, but it is not a standard library maintained by JetBrains. It works for my template, but if Ktor changes its DSL drastically, or if you have complex routing needs (e.g., wildcards, regex paths) that the processor doesn't support, you will hit a wall. Recommendation: For a startup or a hobby project? This is a superpower. For a massive enterprise legacy migration? Use the Shared Interface pattern, but maybe write the server-side routing manually to stay on the safe side. 2. The JWT Type Safety Gap There is one specific edge case I couldn't solve purely at compile-time. While the API Contract is fully typed, the Auth Token Type is not strictly enforced by the compiler. If you define your interface to require an AdminToken , but inside your implementation you ask for getCallContext<UserToken>() , the code will compile. However, at runtime, the CallContext will contain the wrong token type, leading to a crash or an error. This is a limitation of how contexts are propagated at runtime vs. generic erasure at compile time. 3. Strict Contracts You cannot "just code." You must define your data shape and interfaces before writing UI or server logic. This slows down initial prototyping but significantly speeds up long-term maintenance. 4. The "Lock-Step" Trap (Versioning) The compiler guarantees that your current App code matches your current Server code. It does not guarantee that the app installed on a user's phone (from three months ago) matches your new Server deployment. The Rule: If you change an interface method signature, you break old clients. The Fix: Never break; only append. If you need to change the logic for getUser , do not modify the existing function. Create getUserV2() in the interface, mark the old one as @Deprecated , and let the compiler guide you to migrate the client code while keeping the old endpoint alive for legacy users. Seeing is Believing I’ve open-sourced this entire setup in my template, ModernArchitecture . It includes: The Shared :network module. The Ktorfit setup for Clients. The Custom KSP Processor for the Server (with Context & Auth support). You can clone it, change an endpoint, and watch your project break (safely) in real-time. Link to GitHub repo What's Next? We have a secure, type-safe contract. But as your app grows to 50, 60, or 100 features, you hit the next major KMP bottleneck: Build Times. How do we organize a massive KMP project so that changing one line of code doesn’t force us to recompile the entire world? In Part 2 , I’ll switch gears to the Battle-Tested Architecture : The API/Impl Split Pattern and the Database Inversion technique that keeps our builds lightning fast. Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. 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Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Vladyslav Diachuk Follow Joined Jan 11, 2026 Trending on DEV Community Hot The First Week at a Startup Taught Me More Than I Expected # startup # beginners # career # learning SQLite Limitations and Internal Architecture # webdev # programming # database # architecture AI should not be in Code Editors # programming # ai # productivity # discuss 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://open.forem.com/mobeenulhassanhashmi | Mobeen ul Hassan Hashmi - Open Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Open Forem Close Follow User actions Mobeen ul Hassan Hashmi Full Stack Web Developer Location Dubai, UAE Joined Joined on Jan 4, 2026 Personal website https://mobeenfolio.com github website Education Masters In Computer Science Pronouns Mo-Bee-INN Work I am Full Stack Web Developer More info about @mobeenulhassanhashmi Badges 1 Week Community Wellness Streak For actively engaging with the community by posting at least 2 comments in a single week. Got it Close Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close Skills/Languages React, Vue, Python, Node, PHP, Express.js, Flask, JavaScript Currently learning I am currently learning how to build an AI applications using Python and Flask Post 2 posts published Comment 3 comments written Tag 7 tags followed 🚀 Roast My Portfolio: I Launched mobeenfolio.com (Built with React & Firebase) long time ago. Mobeen ul Hassan Hashmi Mobeen ul Hassan Hashmi Mobeen ul Hassan Hashmi Follow Jan 4 🚀 Roast My Portfolio: I Launched mobeenfolio.com (Built with React & Firebase) long time ago. # discuss # cloud # showcase # webdev Comments Add Comment 1 min read Want to connect with Mobeen ul Hassan Hashmi? Create an account to connect with Mobeen ul Hassan Hashmi. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in The Death of the Syntax Coder: How AI Will Transform Your Career in 2026 (and How to Survive) Mobeen ul Hassan Hashmi Mobeen ul Hassan Hashmi Mobeen ul Hassan Hashmi Follow Jan 4 The Death of the Syntax Coder: How AI Will Transform Your Career in 2026 (and How to Survive) Comments Add Comment 5 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Open Forem — A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Open Forem © 2016 - 2026. Where all the other conversations belong Log in Create account | 2026-01-13T08:49:37 |
https://www.zdnet.com/article/no-grok-2-5-has-not-been-open-sourced-heres-how-you-can-tell/ | No, Grok 2.5 has not been open-sourced. Here's how you can tell | ZDNET X Trending CES live updates 2026: TVs, laptops, and weird gadgets These smart glasses beat the Meta Ray-Bans 6 most exciting products at CES that you can already buy today 5 most exciting TVs we saw at CES 2026 This handheld e-reader has effectively replaced my Kindle The most exciting AI wearable at CES 2026 might not be smart glasses after all I wore the world's first HDR10 smart glasses TCL's new E Ink tablet beats the Remarkable and Kindle Anker's new charger is one of the most unique I've ever seen Best laptop cooling pads Best flip phones Roku TV vs Fire Stick Galaxy Buds 3 Pro vs Apple AirPods Pro 3 M5 MacBook Pro vs M4 MacBook Air Linux Mint vs Zorin OS 4 quick steps to make your Android phone run like new again How much RAM does your Linux PC need How to clear your Android phone cache How to disable ACR on your TV How to turn on Private DNS mode on Android ZDNET Recommends Tech Gaming Headphones Laptops Mobile Accessories Networking PCs Printers 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TVs we saw at CES 2026 This handheld e-reader has effectively replaced my Kindle The most exciting AI wearable at CES 2026 might not be smart glasses after all I wore the world's first HDR10 smart glasses TCL's new E Ink tablet beats the Remarkable and Kindle Anker's new charger is one of the most unique I've ever seen Best laptop cooling pads Best flip phones Roku TV vs Fire Stick Galaxy Buds 3 Pro vs Apple AirPods Pro 3 M5 MacBook Pro vs M4 MacBook Air Linux Mint vs Zorin OS 4 quick steps to make your Android phone run like new again How much RAM does your Linux PC need How to clear your Android phone cache How to disable ACR on your TV How to turn on Private DNS mode on Android ZDNET Recommends Tech Gaming Headphones Laptops Mobile Accessories Networking PCs Printers Smartphones Smart Watches Speakers Streaming Devices Streaming Services Tablets TVs Wearables Kitchen & Household Office Furniture Office Hardware & Appliances Smart Home Smart Lighting Yard & Outdoors Innovation 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watches Best headphones for sleeping Best robot vacuum mops Best web hosting services Best travel VPNs Best VPNs Best AI image generators Best AI chatbots Best 75-inch TVs Best smartphones Best iPhones Best MagSafe battery packs Best digital notebooks Best TV antennas Best TVs Best laptops Best tablets Best smartwatches Best headphones Best live TV streaming services More See all Topics Finance Education Health Special Features ZDNET In Depth ZDNET Recommends Newsletters Videos Editorial Guidelines Innovation Home Innovation Artificial Intelligence No, Grok 2.5 has not been open-sourced. Here's how you can tell Let's read the fine print. Written by Steven Vaughan-Nichols, Senior Contributing Editor Senior Contributing Editor Aug. 26, 2025 at 5:39 a.m. PT Reviewed by Elyse Betters Picaro X / Elyse Betters Picaro / ZDNET Follow ZDNET: Add us as a preferred source on Google. ZDNET's key takeaways Grok 2.5's license blocks true open-source use. Musk's "open source" claim amounts to open-washing. Other AI projects offer real open access and freedom. Companies love to exaggerate about open-sourcing AI. It plays well with people, naive developers get excited, and stock buyers invest more cash in their businesses. There's only one little problem: It's not true.  First, Mark Zuckerberg claimed Meta Llama was open source . Now, it's Elon Musk's turn, as he claims that his AI startup , xAI, is open-sourcing Grok 2.5, last year's large language model (LLM). Also:  X's Grok did surprisingly well in my AI coding tests "The xAI Grok 2.5 model, which was our best model last year, is now open source. Grok 3 will be made open source in about 6 months," said Musk on X . This release comes with the complete model weights. Grok 2 is available to download on Hugging Face . Why is Musk doing this?  Unofficially, it's to get more people excited and buying into Grok over its competitors. This is classic open-washing , where the name of the game is to claim something is open source without actually open-sourcing the code.  Also:  Open-source skills can save your career when AI comes knocking Officially, it's part of xAI's push for transparency and broader developer participation in its code. If you improve the code, xAI will be happy to use your changes. Of course, that's true of any open-source project. However, I quote from the Grok license : You may not use the Materials, derivatives, or outputs (including generated data) to train, create, or improve any foundational, large language, or general-purpose AI models, except for modifications or fine-tuning of Grok 2 permitted under and in accordance with the terms of this Agreement. Yeah, so there is that. That's not so open, is it? As one person put it on Y Combinator , those limitations mean: "Not open 'source' because the source isn't available." "Not 'open' weights because there are restrictions on use." "This model is weights-available. There's nothing open about it." Exactly so. Also:  AI is creeping into the Linux kernel - and official policy is needed ASAP Leaving aside the Open Source Initiative (OSI) Open Source AI Definition (OSAID) , which Grok doesn't come close to meeting, the code also fails by the more broadly accepted open-source definitions. Stefano Maffulli, the OSI Executive Director, added, "Any license that contains limitations on the field of use is not compliant with the open source definition. A great example of models that do comply with the Open Source Definition and the OSAID are the Allen Institute for AI Olmo2 and Molmo models and those listed in the OSAID FAQs  " Specifically, it fails on these grounds: Commercial use conditioned on guardrails: Commercial use is only allowed if the user complies with all provisions in xAI's Acceptable Use Policy . This adds restrictions not present in OSI-approved licenses. Restrictions on use: The license explicitly prohibits using the materials "to train, create, or improve any foundational, large language, or general-purpose AI models" except for limited modifications or fine-tuning of Grok 2 itself. These field-of-use restrictions violate OSI's criteria of no discrimination against fields of endeavor. Termination clause: The license is terminated if a licensee files certain kinds of litigation, which is more restrictive than OSI-compliant licenses. What can you use Grok for in practice? You can run, study, and modify Grok 2.5. xAI says this opens the door for independent experimentation, potential improvements, and transparency in how advanced AI systems are built. There are numerous other, more open AI projects, such as Mistral , Phi-2 , BLOOM , and GPT-OSS , where you can learn hands on about how AI really works. Also:  OpenAI returns to its open-source roots with new open-weight AI models, and it's a big deal So, if you want to work on Grok, go ahead. Knock yourself out. Have fun.  Just don't fool yourself into thinking you're working with open-source code or open weights. You're not. Artificial Intelligence I'm a Photoshop diehard, but Canva's free tools won me over - and saved me money AI will cause 'jobs chaos' within the next few years, says Gartner - what that means I've tried many AI smart glasses in 2025 (including Meta Display) - these are the only ones I'd wear all day Why AI coding tools like Cursor and Replit are doomed - and what comes next I'm a Photoshop diehard, but Canva's free tools won me over - and saved me money AI will cause 'jobs chaos' within the next few years, says Gartner - what that means I've tried many AI smart glasses in 2025 (including Meta Display) - these are the only ones I'd wear all day Why AI coding tools like Cursor and Replit are doomed - and what comes next Editorial standards Show Comments Log In to Comment Community Guidelines Related How DeepSeek's new way to train advanced AI models could disrupt everything - again Your Gmail is getting an AI makeover - here's what to expect and when How AI and Rust are rewriting Linux and Windows programming ZDNET we equip you to harness the power of disruptive innovation, at work and at home. 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https://www.fsf.org/about/contact.html | Contact the Free Software Foundation — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! 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https://www.suprsend.com/customers/how-teachmint-boosted-user-engagement-by-2x-with-multi-channel-notifications | How Teachmint Boosted User Engagement by 2X with Multi-Channel Notifications? Platform Workflows Craft notification workflows outside code Templates Powerful WYSIWYG template editors for all channels Analytics Get insights to improve notifications performance in one place Tenants Map your multi-tenant setup to scope notifications per tenant In-app Inbox Drop in a fully customizable, real-time inbox Preferences Allow users to decide which notifications they want to receive and on what channels Observability Get step-by-step detailed logs to debug faster Integrations Connect with the tools & providers you already use Solutions By Usecases Transactional Trigger real-time notifications based on user actions or system events Collaboration Notify users about mentions, comments, or shared activity Multi-tenant Customize templates, preferences & routing for each tenant Batching & Digest Group multiple updates into a single notification Scheduled Alerts Send timely notifications at fixed intervals or specific times Announcements / Newsletters Broadcast product updates or messages to all users Pricing Developers Documentation Quick Start Guides API References SuprSend CLI SDKs System Status Customers Resources Resources Blog Join our Slack Community Change logs Security Featured Blogs A complete guide on Notification Service for Modern Applications Build vs Buy For Notification Service Sign in Get a Demo Get Started How Teachmint Boosted User Engagement by 2X with Multi-Channel Notifications? Industry Education Based in Bengaluru, India Business type B2B2C Deployment method Cloud Features used Multi-tenant,Preferences,In-app Inbox,Batching & Digest Ready to start? Book a demo Challenge Teachmint’s manual reporting and single-channel alerts caused users to miss critical updates and overwhelmed them with unprioritized notifications. There was no in-app inbox for catching up later, no user control over preferences or digests, and every change required developer effort—slowing releases and limiting engagement. Solution By integrating SuprSend’s multi-channel infrastructure, Teachmint centralized notifications across email, push, WhatsApp, and in-app inbox. SuprSend’s workflow engine enabled digest summaries, preference enabled user-controlled delivery, and event-driven architecture enabled automation—reducing developer load and making notifications more personalized and efficient. Outcome Teachmint doubled engagement among school owners within three months, cut notification deployment time from days to minutes, and gained deep visibility into notification performance. With real-time alerts and user-driven preferences, both engagement and satisfaction improved significantly across their platform. "SuprSend is not just a notification engine for us; it’s an integral part of our product offering. It gives school owners access to critical information in real-time, something that wasn't available before." Rahul Singh AVP of Product, Teachmint Teachmint is a leading platform in the ed-tech space, offering schools and educators a range of tools to streamline operations, from managing courses, and attendance to handling fee payments. Their mission is to make education management simple and effective for everyone involved. Challenges Teachmint Faced Teachmint was encountering some hurdles with their alerting process: Manual Report Generation and Delivery: The process of generating and delivering performance reports was manual, labor-intensive, and prone to errors. Customer account managers had to compile and send reports individually, leading to inconsistent timelines and data inaccuracy. Additionally, reports often required multiple revisions to meet specific customer needs. Missed or Overlooked Notifications: Users, especially school administrators, missed important updates because they received too many notifications without clear prioritization. There was no central location within the app for users to review these notifications late. Limited User Control: Users could not choose how and when they wanted to receive notifications. This lack of customization was causing frustration and reducing overall engagement with the platform. Development Bottlenecks: Every time Teachmint needed to update or tweak its notification system, it required significant time and effort from its development team. Simple changes could take days, slowing down the team and delaying important updates. Here are some of the use-cases for which Teachmint sends notifications to its users. CATEGORY NOTIFICATION USE CASES Administrative Alerts Fee Collection Alerts, Discount Approval, Leave Approval Requests, Communication Errors Performance Monitoring Attendance Notifications, Evaluation Reminders, Daily/Weekly Reports Engagement and Updates New Admission Alerts, Event Reminders, Teacher Assignment Alerts Custom Requests Custom Report Requests System Alerts Notifications regarding platform, status, feedback When faced with Build vs Buy decision, Teachmint moved with SuprSend due to the following reasons: Leveraging external expertise – SuprSend provides specialized notification infrastructure now and for future. Comprehensive multi-channel support – reduced need for additional development efforts for going multi-channel. Scalable and flexible solution – easily adapted to Teachmint’s growing user base. Rapid deployment – enabled fast integration and go-to-market for notifications. Optimized resource allocation – allowed Teachmint to focus resources on core product development. Cost-effective choice – avoided the high costs and time commitment of a custom-built system. "Building a notification system internally would have been too time-consuming and complex. Even if we had prioritised building it, it would have taken a lot longer and wouldn't have been as capable as SuprSend." Rahul Singh, AVP of Product at Teachmint Let’s see how they implemented our notification infrastructure in their stack. The Solution Teachmint needed a more efficient way to manage notifications—one that would improve user experience and ease the burden on their developers. Here’s how they used SuprSend to tackle their problems. 1. Smarter Notification Management Multi-Channel Notifications: Teachmint implemented our multi-channel notifications feature that allowed notifications to be sent via multiple channels—email, push notifications, in-app messages, and even WhatsApp. This ensured users received updates in their preferred channels. In-App Inbox for Activity Alerts: To prevent important messages from getting lost, Teachmint added the off-the-shelf in-app inbox where all notifications could be stored. This meant that even if a user missed an initial alert, they could easily catch up later. "Activity alerts are crucial because they allow business owners to stay informed without needing to check the app constantly. This has given them a sense of control and assurance about their business performance." Rahul Singh, AVP of Product at Teachmint 2. Giving Users More Control Personalized Preferences: Teachmint introduced SuprSend’s Preferences module which allowed users to set their notification preferences. This way, users could decide what types of notifications they wanted to receive and through which channels, reducing the likelihood of notification overload. Users converting notifications to Digests: Teachmint started giving control to their users where they could mention whether they want to receive instant alerts or a summary of alerts as a digest at the end of the day. For instance, instead of sending separate notifications for each fee transaction during the day, a single summary notification would be sent, improving clarity and reducing disruption. They could do it in seconds with SuprSend’s workflow engine, by adding the Digest node in their workflow, which otherwise would have taken weeks to develop. 3. Streamlined Development Simplified Workflow Creation: With the new system, Teachmint’s developers could create and deploy notification workflows much more quickly. What used to take days now could be done in minutes, freeing up the team to focus on other critical tasks. Event-Driven Notifications: Notifications were now triggered by specific events within the platform, such as a fee payment or an assignment submission, which would go to multiple channels. Teachmint’s backend had to simply publish events to SuprSend, without handling any complexity of preferences, templates, batching, and digesting in code. A reliable system that required little or no maintenance. Multiple user alerts: The same event could notify different users (school owner, Teachmint’s account managers) without sending duplicate events. Results Teachmint’s efforts paid off in several key ways: 1. Boost in User Engagement: Owner Engagement Rate: The number of school owners engaging the Teachmint’s app doubled over three months, indicating a substantial improvement in engagement among key decision-makers. Higher Interaction Rates: Following the rollout, user interaction increased significantly. Around 50% of users regularly check their in-app inboxes, with 30% of those users taking further actions like making approvals or reviewing attendance records. Improved Information Delivery: Critical notifications were consistently received and acted upon, increasing satisfaction among school administrators and parents. 2. More Efficient Notification Management: Faster Implementation: The time required to update or deploy new notifications dropped from several days to just minutes. This allowed them to send more types of notifications to engage customers without overwhelming them. Better System Reliability: With enhanced tools for monitoring and troubleshooting, the notification system became more reliable, reducing the likelihood of missed or failed notifications. 3. Increased Revenue Contribution: Activity Alerts as a Revenue Contributor: The newly released Activity Alerts feature has started contributing to revenue. While the numbers are currently modest, this feature shows promise as a growing source of income. 4. Visibility into Notification Performance: SuprSend provided Teachmint with better visibility into the performance of their notifications, allowing the team to understand which types of notifications were most effective in driving user engagement. This data-driven approach enabled more informed decisions on future updates and enhancements. "SuprSend is not just a notification engine for us; it’s an integral part of our product offering. It gives school owners access to critical information in real-time, something that wasn't available before." Rahul Singh, AVP of Product at Teachmint Teachmint’s success story illustrates how leveraging the right tools can dramatically enhance user engagement, streamline operations, and drive growth. Other success stories This is some text inside of a div block. This is some text inside of a div block. Ready to transform your notifications? Join thousands of product & engineering teams using SuprSend to build & ship better notifications faster. 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https://dev.to/danny_chen/from-user-to-builder-how-i-built-a-pagebuilder-in-5-weeks-2oif | From User to Builder: How I Built a PageBuilder in 5 Weeks - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Danny Chen Posted on Jul 19, 2025 From User to Builder: How I Built a PageBuilder in 5 Weeks # react # frontend # freelance # webdev Personal Note & Opening Hey guys, it has truly been a minute since I've actually truly written something on this platform. And I don't just mean coming here for a quick post and checking in with the rest of the dev community. I mean, having something substantive to share and write about. Some time ago, I also wrote something brief about how I wanted to take a step back from posting/sharing stuff online so that I could really focus on doing the actual work. The truth is, I've always felt more comfortable doing the work and then allowing the end results of that work to speak for me. I've never really been comfortable with the idea of self-promotion and self-advertising. After weeks of not sharing much, I'm happy to be back this weekend to discuss a recent freelance project I've been working on. As part of an inspiration, I've also decided to title my project as "Satori PageBuilder" . If you truly want to know why I chose that word "Satori", well, then I suppose you'd have to follow me here and stay tuned for my future posts when I'm finally ready to debut and share my custom collection of "Satori UI". It is still a work-in-progress, so I don't think I am fully ready to showcase the suite of UI components just yet. In a nutshell, "Satori" is a Japanese word that also means "enlightened" or "to be enlightened" . It also means "understanding" . It is a word that resonated deeply with everything that I have experienced in my nearly 20 years as a freelancer. Alright, my goal for today is not to dive into that topic, so we'll have plenty of time in the near future to discuss more about that. For now, let's just focus on my recent developer experience when it comes to building my first ever PageBuilder (and crafting a better drag-and-drop UX) A Blogger’s Perspective Before I even wrote a single line of code for the Satori PageBuilder, I have considered myself to be a Power User of the web. For as long as I could remember, I have been using platforms like blogger.com, myspace, WordPress (currently still), Weebly, WIX, Facebook's Notes, LinkedIn's article publisher, and so many more. I've quite literally tried everything there is on the web, trying to find not only the most comprehensive page-building tool available, but also one that would provide the kind of smooth UX that content creators like myself needed. At my height as a featured technical writer, I even paid for premium page-building plugins/tools. But I was never truly impressed by any single one of them. For the longest time, it always seemed like they all had their strengths, but there is still something missing in terms of the UX that they could provide. Even though I could've tried to build my own PageBuilder, I never really saw the need, or felt the incentive to want to build something from scratch. Not when there are readily available tools and plugins to choose from. Sure, maybe paying $75 a year or $200+ a year for a top plugin might seem a little much at times, I just never really felt the need to do it. At least not until my freelance client approached me about 5 weeks ago. Why Build a PageBuilder? When my client first approached me with this idea that he had about wanting to build a PageBuilder for their current Software-as-a-Service (SaaS), I was honestly excited (and maybe a little intimidated) by the opportunity that it presented. You see, after spending so many years working on complex Content Management Systems (CMS), I've never had a real opportunity to build a PageBuilder of my own. I mean, you know my background by now. I've used them for a long time, but I've never actually built one. But here I am, thinking to myself, "Hey, you know what, I've built far more complex full-scale websites that can cost up to 30K - 40K. I mean, how hard would it be to build a PageBuilder...right...?" (Yes, go ahead and laugh. I am sure every dev has had that thought at least once. The most famous last words ever 😅🤦♂️) Spoiler: There’s a world of difference between using something and building it. We, as users, only see what the creators want us to see. The real complexity lurks beneath the surface. I mean, I've been pursuing and practising UX and front-end development for close to two decades, and I already know this. To my client’s credit, he trusted me even after I told him I had never built one before. I think that mutual honesty and trust are what got this project off the ground; that, and a shared drive to make something better than just “good enough.” Sidebar: For context, I was juggling this with a post-diploma course, a final school project, and working off a Raspberry Pi 4B with 8GB of RAM (yes, really). Oh, and the project started just as my ADHD brain 🧠 was hitting peak summer chaos. If not for AI tools like ChatGPT (shoutout 📣 to GPT-4.1), I honestly don’t think I’d have gotten to v1.0 in five weeks. Five years ago, this would have been a two- or three-month job, easy. There’s something funny about building modern software on much less capable hardware. While you’re waiting for your little Pi to catch up (or unfreeze, again), you start to appreciate every edge you can get. For me, that secret weapon turned out to be AI and not just for writing code. My Real Workflow: Human × AI If you’d told me a year ago that I’d be pair-programming with an AI every day, I probably would’ve laughed. I was a late adopter, not because I doubted the tech, but because I was honestly worried I’d become too dependent, or maybe lose some of that “scrappy problem solver” instinct. But it wasn’t until my Raspberry Pi kept freezing, and I found myself facing problem after problem with limited hardware, that I truly began to appreciate just how powerful an AI companion could be. What surprised me most is that GPT-4.1 became more than just a coding assistant. It was there for my morning routine, regularly helping me plan my day, break down sprint goals, and brainstorm solutions before I even wrote a single line of code. (I’ve even got a photo of my “morning mission brief” routine with my tablet and a cup of ginger tea — that’s how real it became!) Without a laptop or a MacBook, every morning I’d wake up early, grab my tablet, and spend 1.5 to 2 hours working through tasks with GPT-4.1. That meant I could clear up to 10–20% of my daily workload before breakfast. Add that up, and in a typical week, it’s like gaining a whole extra day of progress — all because of a smart workflow and a bit of AI magic. AI wasn’t just there for code. It was my brainstorming partner, my sounding board, and, honestly, my best teammate & development buddy during the solo grind. Frankly, there were days when the stress from personal challenges and my chronic anxiety disorder felt overwhelming. On those days, this “AI tool” became something more. It helped me to maintain my sanity, gave me a sense of momentum, and let me fight that much harder to maintain the highest possible quality in my work, even when everything else felt shaky and uncertain. AI Can’t Ship v1.0: Only You Can There was a moment, right in the middle of this journey, that really stuck with me. I had just finished my first working version of the drag-and-drop feature—the part that lets you move content around visually. Before diving into the next part of the project that also required a similar drag-and-drop experience, I decided to stop for a second and take a breath. Up until then, I’ll be honest: I had gotten pretty good at searching for code snippets, leaning on GPT-4.1 for “how-to” solutions, and pasting fixes directly into my files. But it was in that in-between moment, code working but not understood, that it hit me: I was operating on blind faith. The code worked, but I couldn’t really tell you why it worked. That was a humbling self-realisation. So I did something that’s easy to skip when you’re in a rush: I stepped back . I made myself pause and dive into how the critical parts of react-dnd actually functioned, beyond the tutorials and the AI’s step-by-step instructions. Don’t get me wrong: GPT-4.1 was incredible at unblocking me, showing me solutions, and helping me debug when I was stuck. But the “aha” moments, the true leaps in UX, only happened when I put in the effort to understand what I was building. It was on me to bring the critical thinking, the problem-solving, and the empathy to craft a drag-and-drop experience that felt good to real users. AI can help you get there faster, but it can’t make those calls for you. The craft still has to come from you. A Craftsman’s Approach, Even in 2025 One of the biggest lessons I’ve learned, especially when you’re doing your best to build something truly meaningful on modest hardware, is that speed isn’t everything. The most rewarding (and honestly, the best) work happened when I permitted myself to slow down. It’s easy to get caught up chasing velocity—cranking out features as fast as possible, especially when everything around you is moving at startup pace. But there’s something deeply satisfying about slow, thoughtful, and deliberate development. That’s when real progress happens. Sometimes, top, premium quality work requires us to take a more “surgical approach” rather than speed. Over time, I found myself naturally settling into a set of philosophies: a kind of personal development manifesto. Here are a few that guided me through this project: Go slow to go far. Sometimes the fastest way to finish is to resist the urge to rush. Embrace “surgical” work. When you can’t brute-force your way through, you learn to make every move count. Patterns are your friend, but not your prison. Find workflows and rituals that work for you, but don’t be afraid to evolve them as the project changes. Reflect often. The best ideas come when you pause to ask, “Is this still the right [best] way?” (Right around Sprint 3.6.*, I had discovered a workflow that was working extremely well for me, so I decided to note it down in Notion) ### Dev Workflow With the assistance of ChatGPT 4.1 these last few days, we have managed to developed a proven workflow when working on this Sprint. 1. Refer to Unlayer 2. Add relevant properties to `blockData` . 3. Create default values under `block-factory.tsx` 4. Pass properties from `renderContentBlock` 5. Set global state in block’s `onClick` handler. 6. Update content blocks with style generation. 7. Add `set[Content]Config` to `contentManager` . 8. Create `[Content]Styles` or `[Content]Options` section. 9. Add conditional rendering to `sidebar-panel.tsx` 10. Add serialization function to export to `cssContent` format/structure. 11. Add the selector value to raw HTML. 12. Pass/extract `blockData` values for JSON export/import (not styles, but options, configurations). Enter fullscreen mode Exit fullscreen mode But here’s the real talk: there were plenty of days when I was seriously tempted to rush. Financial pressures were very real because this was my main source of income, and I genuinely needed more work. Some days, I felt desperate for that next gig. And yet, as tempting as it was to sprint toward that “finish line”, I made myself slow down and focus on doing the job right, not just fast. That doesn’t mean my output was perfect. I still got feedback. I still had to make corrections and improvements. But here’s what stood out: I spent absolutely ZERO time on rework. In five weeks, there were hardly any moments where I had to tear things down and start over. That wasn’t luck, it was the direct result of taking my time, thinking things through, and not cutting corners. If there’s one ethos that I kept coming back to, it’s this: "Building something fast doesn’t make you the best. Building it once and building it well almost guarantees you’ll be faster than the next guy, who’s stuck redoing their work again and again to get it right." The Reality of Crafting a (Not Just Using) Drag-and-Drop UX Most of us have used drag-and-drop before. Making it feel good as a builder? That’s a whole different challenge. Visualizing Drag-and-Drop: My “Mail Sorting Warehouse” Moment I remember one day, sketching out a mail-sorting warehouse as a metaphor for how blocks should move around in a page builder. Every block is a package, every drop area is a sorting bin, and my job was to make sure each package landed in the right place, in the right order—every time. (I’ve included the photo of that sketch below. Trust me, sometimes the most “developer” thing you can do is grab a pen and draw it out.) The Building Blocks: useDrag vs. useDrop If you’re new to building drag-and-drop UIs, there are two key concepts: Drag sources ( useDrag ): These are the things you pick up and move (like a package on the warehouse floor). const [{ isDragging }, dragRef ] = useDrag ({ type : " BLOCK_TYPE " , // e.g., "CARD", "BLOCK", etc. item : { // Info about what's being dragged (its "passport") id : uniqueBlockId , type : " BLOCK_TYPE " , payload : yourBlockData , }, collect : ( monitor ) => ({ isDragging : monitor . isDragging (), }), }); // Then attach dragRef to the element you want to be draggable return < div ref = { dragRef } > { /* ...content... */ } < /div> ; Enter fullscreen mode Exit fullscreen mode Drop targets ( useDrop ): These are the places you can drop those things. const [{ isOver , canDrop }, dropRef ] = useDrop ({ accept : [ " BLOCK_TYPE " ], // What kinds of items this drop area accepts drop : ( item , monitor ) => { // What happens when something is dropped here handleDrop ( item ); }, collect : ( monitor ) => ({ isOver : monitor . isOver (), canDrop : monitor . canDrop (), }), }); // Attach dropRef to your drop area return < div ref = { dropRef } > { /* ...drop area... */ } < /div> ; Enter fullscreen mode Exit fullscreen mode You don’t always have to pick just one. Sometimes, the same component needs to be both a drag source and a drop target. (Though, heads up: combining them isn’t always the most performant move—found that out the hard way.) But it’s possible, and sometimes necessary. What’s in a Payload? (Or: Don’t Travel Without Your Documents) Every time you pick up a block and move it, there’s an invisible “travel document” (aka: payload) that tells the system what you’re holding. It’s like crossing borders—you need the right paperwork. Here’s a (simplified) pseudocode version of the kind of “passport” I used for each drag action: interface BlockPayload { // If moving between columns, reference the other column's block ID otherColumnBlockId ?: string ; // The type of block (e.g., "TEXT", "IMAGE", or a custom type) blockType : string ; // Unique ID for the specific block being moved designBlockId : string ; // Optional: reference to the DOM element (for focus, toolbars, etc.) blockRef ?: RefObject < HTMLElement > ; // The main content data (think: the package you’re delivering) contentBlock : ContentBlock ; } Enter fullscreen mode Exit fullscreen mode This payload acts as a contract between every drag-and-drop operation. If your travel document has missing information, you’re not getting through airport security. Drop Areas vs. Drop Zones: Designing the “Where” of Drag-and-Drop When you’re building a drag-and-drop interface, not every drop area is created equal. There’s a difference between a general drop area (like an entire canvas or a column) and a drop zone (those specific, often highlighted spots that say, “Drop right here!”). Drop Areas: Here’s a look at one of my early drop areas: the ColumnCell . Notice how the whole area gets a highlight when you’re hovering a block over it. This is a “general” drop area—it covers the entire cell, and it’s great for quickly tossing blocks into columns without worrying about the exact position. Designated DropZones: Now, compare that with a drop zone: here, you see a custom button block drag preview hovering over a very specific, thin DesignDropZone . These are the little hot spots between blocks that let you insert content precisely where you want it, not just “somewhere in the column.” Behind the Scenes: The Code General drop areas (like the canvas or a whole column) use useDrop() hooks that accept almost any block, and typically just “append” or “insert” at the end or into an empty space. Designated drop zones are more targeted: each one is paired with a specific spot in your content structure (e.g., “insert between block A and block B”). The code calls a specialised handleDrop() function that knows exactly where in the array/tree to insert the new block. Why does this matter? Because, as a user, you want control: sometimes “just drop it anywhere” is fine, and sometimes you need pixel-perfect precision. As a builder, you have to design for both. What I Learned: General drop areas are great for speed and simplicity, but they don’t give users fine-grained control. Designated drop zones take more work to implement, but they deliver a much better experience when it comes to reordering and inserting content “just so.” Visually, it helps to make drop zones bold and obvious when they’re active, so users know exactly where their block will land. Pro tip: The best UIs often blend both: use general drop areas for new users or “quick add,” and designated drop zones for power users who care about details. Inspiration: Why I Built My Own designTree It was around late June, specifically during Session 3.5.4: Cross-Canvas Block Management & UX Finalization (17th–20th June, according to my now-priceless dev logs), that I hit a key insight: I needed a reliable, centralised way to track every block’s state, position, and relationships in my PageBuilder. The Problem Most UI builders rely on deeply nested arrays/objects to model layouts. That works, but it can get messy, especially when you want to move blocks around, sync between canvas and columns, or just find a block quickly. I realised what I needed was a “single source of truth” for everything in the design view. In the same way a browser uses a DOM tree to keep track of every node, I needed a design tree . The Solution: Enter designTree I decided to use a flat Map<contentBlockId, DesignTreeEntry> . Why? Fast lookups : Find any block instantly—no recursion. Easy updates : When a block moves, update its entry. No headaches. Syncable : It’s easy to sort and sync the tree with your visual content, so what you see is always what’s really there. Single-level : No complex nesting—every block is a top-level entry, with metadata about its current “location” (canvas vs columns). Pseudocode: What’s in a DesignTreeEntry ? Here’s a simplified, commented version of the interface I designed: interface DesignTreeEntry { // Unique ID for the content block (stays the same, no matter where you move it) contentBlockId : string ; // The ID for the design wrapper (can change if you move it between places) designBlockId : string ; // Ref to the outer block (used for drag, hover, focus, etc.) designBlockRef : RefObject < HTMLDivElement > ; // Ref to the actual content (like the text or image component) contentBlockRef : RefObject < HTMLElement > ; // What kind of content block is this? ("heading", "columns", etc.) contentBlockType : string ; // Where is this block right now? ("canvas" or "columns") location : " canvas " | " columns " ; // If inside columns, what is the column index? (optional) colIndex ?: number ; } Enter fullscreen mode Exit fullscreen mode Think of it as the "address book" for every block in my builder. At any time, I can open the designTree , find a block by its unique content ID, and know exactly where it is, what it is, and how to interact with it. Why It Matters No matter how complex the UI or how many blocks you drag around, everything stays in sync and easy to debug. Whenever content is saved, deleted, or modified, the designTree ensures that the visual state matches the data model, hence no “ghost blocks,” no lost content. Pro tip : If you’re ever struggling with managing complex layouts, try a flat map/tree approach. It might just save your sanity (and your sprint deadlines). Lessons Learned (and Why I Log Everything Now) Slow Is Not Lazy. It’s Precision! In a world that prizes speed, taking things slow can feel almost rebellious. But here’s what I learned: “Slow” isn’t lazy, and it isn’t “whatever happens, happens.” It’s about being deliberate. Methodical. Surgical. It's about moving with intention, purpose, not just momentum. Some of my most valuable progress came when I forced myself to slow down, step back, and really think about what I was building, not just rushing to check an item on the list. Slow is how you avoid avoidable mistakes, reduce rework, and create something you can be truly proud of. Our Circumstances Don’t Define Us. Our Work Does. It’s tempting to let our circumstances or limitations (hardware, health, life stress, whatever) become part of our professional identity. I’ll admit: Building a production-ready PageBuilder on a Raspberry Pi wasn’t glamorous. Balancing freelance stress with personal challenges was hard. There were days I felt like an underdog, or even an impostor. But I also learned something important: None of those things define who you are or how your work will be remembered. What does matter is what you create, the value you deliver, and the quality you stand behind. Let your results speak for you, not your gear, your LinkedIn profile, or your backstory. Dev Logs: The Game-Changer I Didn’t See Coming Here’s a confession: For most of my freelance career (even during my best, highest-paid years), I never kept a dev log. Not once. It just never seemed necessary, or I convinced myself I’d remember everything. I was wrong. Keeping detailed, daily dev logs on this project changed everything: It kept me organised and honest. It made handover and debugging a breeze. It let me track my growth, spot patterns, and catch recurring pain points before they became real problems. (Fun fact: When I tried to upload a screenshot of my dev log, dev.to told me the image was too big. Had to split it in half. Turns out, documenting everything means you sometimes outgrow the platform’s limits. Worth it!) Honestly? I wish I’d started doing this years ago. (And yes, while I’m happy to share more snippets or screenshots, I’ll probably keep the full logs private for now — there’s something powerful about having a “for your eyes only” record of the real process.) Tip : Even if you’re not a “journaling” type, try it for one project. You might be surprised by how much clarity and momentum it brings. AI & The Truth About “Vibe Coding” vs. Real Development There’s a lot of hype, memes, and honestly, a fair bit of panic lately about the rise of “vibe coding”. There is this idea that you can just vibe with an AI and crank out production apps without understanding a thing. Some folks claim that developers are becoming obsolete, or that tools like Lovable (or the latest “no-code” darling) can do it all for you. Let’s get real for a second. As someone who’s worked through every line of my own PageBuilder—on a Raspberry Pi, no less—I can tell you one thing that is true: AI is an incredible partner. It accelerates your workflow, offers new perspectives, and lets you clear roadblocks faster than ever. But AI is not a replacement for craft, judgment, or actual experience . Vibe Coding vs. AI-Accelerated Development: What’s the Difference? The difference is human guardrails . Vibe Coding: This is when you blindly trust the AI to generate code, solutions, or even whole apps, without really understanding or questioning what’s happening. It can feel like magic…until you hit a wall, or something breaks in production, and you have no clue why. It’s tempting, especially when you’re tired or in a hurry. I’ve fallen into this myself; earlier in this very project, when I realised I didn’t truly understand what I was building until I hit pause and dug in. AI-Accelerated Development: This is about collaboration , using AI as a partner, but bringing your own experience, curiosity, and care to the process. You sanity-check every step. You ask “why,” not just “how.” You add empathy, judgment, and the willingness to slow down, refactor, or rethink a feature when it matters. In my experience, even with all the power of GPT-4.1 and similar tools, building something real, something you’d actually hand over to a client or deploy in production, remains a shared effort . At best, it’s a 50/50 split: AI brings speed and breadth, but you bring depth, vision, and the responsibility to make it right . Bottom line: You can’t vibe your way to excellence. Tools are just tools. It’s the human in the loop, the builder, the craftsperson, the one who cares, that makes the difference between shipping an app and shipping something that lasts. What Makes a True UX Artisan in 2025? If there’s one thing I’ve learned: over all these years, in all these projects, it’s that the best builders are not just coders, or even designers. They’re artisans . And the defining trait of a true UX artisan? Relentlessly thinking like the end user. It’s a bit like a carpenter shaping a bespoke bench. He doesn’t just carve and assemble the wood—he sits on it, tests how it feels, then carves and sands some more. He keeps returning, tweaking, and reworking, not stopping until that bench isn’t just beautiful, but comfortable , usable , and right for whoever sits down. Every meaningful UX I’ve helped to build started with that same quiet habit: I would put myself in the user’s shoes before writing a single line of code, and again after every new feature. A UX artisan isn’t just a designer. We are the builders who take a vision or an idea and turn it into something better, layer by layer, always testing, always refining. When my freelance client came to me and said, “I want something like Unlayer,” I didn’t just hear “copy this.” I heard, “Let’s craft the ideal PageBuilder, one that users will truly love.” So I drew on my past as a creator and a power user, asking, "What would make this the most comfortable, powerful, and joyful tool it could be?” And then, like that careful carpenter, I built, tested, refined, and rebuilt—until it didn’t just work, it felt right . A UX artisan isn’t satisfied with “it works.” We keep shaping, testing, and caring, until it feels like it was made just for you. Final Thoughts & An Invitation For Potential Clients & Collaborators My next big goal, a proper portfolio showcase (v2.0), is still on the horizon. I’m in no rush. When it’s ready, it’ll be something I can be truly proud of, not just something to tick a box. But this article? This was never meant as a detailed technical manual. It’s an inside look at how I work, think, and what I care about: my approach, my philosophy, my struggles, and what I’ve learned along the way. If you’re reading this as a founder, business owner, or potential collaborator: I won’t pretend I can work for free right now. Life’s real, and I need the income. But I’m not only here for a paycheck. Some of my most meaningful collaborations have come from clients who paid less, but valued trust, transparency, and a shared mission. Yes, I hope to land those S$10K–S$20K projects one day soon. But I’m just as open to working with those who have tight budgets, if we’re aligned in vision and values. So if you’re looking for someone who cares as much about the journey as the result, someone who wants to build things that matter, let’s connect. You can always drop me an email if you have a project idea that you want to turn into reality, and we can discuss how to proceed. Reach me at d2d.weizhi@gmail.com To My Fellow Developers, Makers, and Builders I want to leave you with this: You don’t need to be loud to shine. You don’t have to self-promote, boast, or go viral to prove your value. Sometimes, the most powerful thing you can do is focus on your craft, care deeply about your work, and let the results speak for themselves. Resilience, grit, and passion matter, especially when things are hard or when you’re building on a shoestring budget (or a Raspberry Pi!). If you ever feel like you’re struggling to stand out, or worried you’re not being noticed, remember: Your best work will find its audience. Focus on creating something real and meaningful. Let your craft speak for you. That’s how I’ve always tried to do it, and eventually, it'll speak louder than you ever could. Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. 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Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Danny Chen Follow 🏳️🌈 A Pioneer of UX/Design Engineering 🎨👨💻 | The Father of Modern Visual Indicators 🔗✅✅◻️◻️◻️ Location Singapore Education Nanyang Polytechnic Pronouns We/Us, They/Them Work Independent Consultant Joined Jan 3, 2025 More from Danny Chen UX Engineering: From the Eyes of a Field Pioneer (2026 Edition) # ux # uxdesign # frontend Here's Why I Have Chosen to Leave the Design Industry in Singapore # ux # inclusion # frontend # career Let Me Tell You a Story About the Origins of the Humble Breadcrumb and Visual Indicators as We Know It Today # webdev # mobile # ux # frontend 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://www.suprsend.com/customers/how-sabanto-saved-3-months-of-their-development-time-for-notifications-using-suprsend | How Sabanto Saved 3 Months of Their Development Time for Notifications Using SuprSend? Platform Workflows Craft notification workflows outside code Templates Powerful WYSIWYG template editors for all channels Analytics Get insights to improve notifications performance in one place Tenants Map your multi-tenant setup to scope notifications per tenant In-app Inbox Drop in a fully customizable, real-time inbox Preferences Allow users to decide which notifications they want to receive and on what channels Observability Get step-by-step detailed logs to debug faster Integrations Connect with the tools & providers you already use Solutions By Usecases Transactional Trigger real-time notifications based on user actions or system events Collaboration Notify users about mentions, comments, or shared activity Multi-tenant Customize templates, preferences & routing for each tenant Batching & Digest Group multiple updates into a single notification Scheduled Alerts Send timely notifications at fixed intervals or specific times Announcements / Newsletters Broadcast product updates or messages to all users Pricing Developers Documentation Quick Start Guides API References SuprSend CLI SDKs System Status Customers Resources Resources Blog Join our Slack Community Change logs Security Featured Blogs A complete guide on Notification Service for Modern Applications Build vs Buy For Notification Service Sign in Get a Demo Get Started How Sabanto Saved 3 Months of Their Development Time for Notifications Using SuprSend? Industry Automotive & Transportation Based in Itasca, USA Business type B2B Deployment method Cloud Features used In-app Inbox, Preferences, Objects, Lists & Broadcast Ready to start? Book a demo Challenge As Sabanto scaled its autonomous tractor platform, building a robust notification system became critical. They needed real-time, multi-channel alerts with user-level preferences, template control, analytics, and scalability across thousands of devices. Their prior tools lacked observability, customization, and reliability, making troubleshooting and iteration difficult. Solution Sabanto integrated SuprSend’s unified, multi-channel infrastructure to handle SMS, email, push, and in-app notifications through a single API. Using SuprSend’s workflow engine, preference management, and template version control, Sabanto implemented granular role-based notifications, real-time monitoring, and adaptive batching—all without rebuilding infrastructure in-house. Outcome SuprSend helped Sabanto save over three months of development time, accelerate rollout of multi-channel alerts, and gain full visibility through detailed logs and analytics. Farmers and dealers now receive relevant, timely updates tailored to their roles, leading to improved reliability, engagement, and trust in Sabanto’s autonomous operations. "We found SuprSend when we needed a notification system that can handle serious complexity - and it delivered on every level. The platform handles our complex notification needs with surprising simplicity." Ravi Yenduri CTO, Sabanto Sabanto is pioneering the future of agriculture with its innovative autonomous tractor solutions. By developing retrofit kits that transform existing tractors into autonomous machines, Sabanto is addressing the critical shortage of skilled labor in the agriculture industry. Their technology enables a single operator to control multiple vehicles simultaneously, dramatically increasing efficiency and productivity in farming operations. The Challenge As Sabanto's autonomous tractor technology evolved, the company encountered a complex challenge: creating a robust, scalable notification system that could keep farmers informed about their equipment's status without requiring constant manual monitoring. This system needed to: Deliver real-time alerts about critical events across multiple channels Support various notification types (text, email, in-app, push notifications) Allow granular customization of notification preferences based on user roles, specific equipment, and organizations Provide reliable delivery, tracking, and analytics of notifications Scale efficiently to handle growing notification volumes Integrate seamlessly with their existing tech stack and operational workflows Use Cases for Notifications NOTIFICATION TYPE DESCRIPTION TYPE Fuel Level Alert when tractor is running low on fuel Critical Operation Completion Notify when a tractor finishes work in one field High Error Codes Alert about mechanical or software errors Critical Speed Discrepancies Notify if tractor isn't moving at the expected speed Medium Connectivity Loss Alert when a tractor loses internet connection High Maintenance Alerts Notify about upcoming or needed maintenance High Battery Status Alert on low battery for electric components Critical Boundary Violations Notify if the tractor moves outside the designated area High Talking about the importance of notifications for their use cases, Ravi Yenduri, CTO of Sabanto, comments, “...when we do this remotely, we also know that the farmers are not just sitting in front of the computer and monitoring. They all have so much other work that they're doing in and around the field. So, they require notifications to know when they need to tend to the tractor.” Ravi Yenduri, CTO at Sabanto Previous Notification System: Evolution and Limitations Sabanto's notification system evolved through several stages: Initially, they used a basic Slack based notification system for internal updates. They then integrated AWS SNS for SMS notifications. Later, they adopted MagicBell for in-app notifications and attempted to implement email and mobile push alerts. MagicBell also works in the notification infrastructure space, providing a similar service as SuprSend. As per, Ravi Yenduri, CTO of Sabanto, who worked with Magicbell integration, observed the following challenges about it, and the things that led them to look for another solution. Pros: Introduced in-app notifications and attempted email integration quickly Cons: Limited logs data collection Difficulties in implementing iOS push notifications Limited customization options for user preferences Lack of version control for notification templates Security vulnerabilities with exposed API keys These limitations led to several pain points: Difficulty in troubleshooting notification failures Lack of insights into notification effectiveness and user engagement Time-consuming process for creating and updating notification templates At that time, they discovered and took on SuprSend as their notifications partner. Solution Implementation with SuprSend Sabanto chose SuprSend for its comprehensive features, flexibility, and scalability. The implementation process involved several key steps and considerations: Multi-channel Support: Implemented SMS, email, in-app notifications, and push notifications for both iOS and Android Leveraged Suprsend's unified API to streamline integration across channels Utilized channel-specific features like rich push notifications for enhanced user experience Sabanto's In-app Inbox User Preference Management: Implemented a granular preference system allowing users to customize notifications based on: User role (field operators, dealers, business owners) Notification types (errors, warnings, info) Specific devices or organizations Sabanto's Preference System Notification Templating and Workflow Management: Utilized Suprsend's templating engine for creating consistent, personalized notifications Implemented version control for templates, enabling easy rollback and A/B testing Leveraged workflow management features to create advanced notification logic Use mock data to test and preview the notifications instantly Logging, Monitoring, and Analytics: Accessed comprehensive logging where they could easily see logs at user-level, workflow level, or navigate easily from a workflow trigger to a user Set up real-time monitoring and alerting for notification delivery issues Utilized Suprsend's analytics features to gain insights into notification performance and user engagement Technical Challenges During Implementation Sabanto operates in a highly complex field where numerous moving parts must synchronize seamlessly with their notification engine. This complexity demanded a deeply integrated solution, far beyond a simple "install and forget" approach. Complex user-Device-Organization Relationships: Challenge: Sabanto's ecosystem involves intricate relationships between users, devices and organizations, requiring a nuanced approach to notification management. Solution: Sabanto developed a custom data model and API layer, integrating seamlessly with SuprSend's user and preference management systems. This allowed for granular control over notifications based on complex organizational hierarchies and device associations. High-Volume, Real-time Notifications During Peak Seasons: Challenge: Managing sudden spikes in notification volume during intensive farming periods without compromising system performance. Solution: Leveraged Suprsend's scalable infrastructure to implement an adaptive queuing system, efficiently managing notification priorities to prevent system overload during critical agricultural timeframes. Balancing Notification Frequency and User Engagement: Challenge: Providing timely alerts without overwhelming users, considering the diverse roles and preferences in agricultural operations. Solution: Utilized SuprSend’s batching function to develop an intelligent notification batching system. This system combined related alerts and implemented role-specific cool-down periods, ensuring relevant information delivery without causing notification fatigue. Results and Metrics Sabanto has observed significant improvements since implementing Suprsend: Development Time Saved: Accelerated time to market for notifications by 3 months compared to building an in-house solution. Improved Notification Management: Easier creation, testing, and deployment of new notifications across multiple channels. Ability to use version control for templates, enabling easy rollback and potential A/B testing. Implemented multi-channel very quickly Enhanced User Experience: Farmers/ dealers can now customize their notification preferences, receiving only the most relevant alerts. Ability to manage notifications at both device and organization levels. Better Insights: Suprsend's dashboard provides valuable data on notification delivery and interaction rates. This data is being used to optimize Sabanto's communication strategy. We actually asked Ravi, what was his favorite part of integrating SuprSend, and we loved his answer, "I think, for me, the biggest one was the overall logs. You could look at the logs of workflow, you could look at the logs of a user. You could go from a workflow to a user. You know, all of that logs was pretty easy to follow and actually, worked really well. And then there was the version control of templates and workflows…." Ravi Yenduri, CTO at Sabanto Apart from that, Ravi also commented about our observability layer, “I'm actually counting on SuprSend’s dashboard to give me insights on how people are using or interacting with our notifications to enhance our user engagement.” Ravi Yenduri, CTO at Sabanto Building a notification system is about more than just sending alerts; it’s about ensuring both the user and the business are fully informed and in control of the entire process. SuprSend has enabled Sabanto to achieve this, making their notification system a vital component of their broader technology ecosystem. Other success stories This is some text inside of a div block. This is some text inside of a div block. Ready to transform your notifications? Join thousands of product & engineering teams using SuprSend to build & ship better notifications faster. Get Started for Free Book a Demo PLATFORM Workflows Templates Preferences Observability Analytics Preferences In-app Inbox Multi-tenant Integrations CHANNELS Email SMS Mobile Push Web Push Whatsapp In-app Inbox & Toasts Slack MS Teams SOLUTIONS Transactional Collaboration Batching/Digest Scheduled Alerts Multi-tenant Newsletters DEVELOPERS Documentation Changelogs SDKs Github API Status RESOURCES Join our Community Blog Customer Stories Support SMTP Error Codes Email Providers Comparisons SMS Providers Comparisons SMS Providers Alternatives COMPANY Pricing Terms Privacy Security Sub-processors DPA Contact Us SuprSend for Startups © 2025 SuprStack Inc. All rights reserved. SuprSend By clicking “Accept All Cookies” , you agree to the storing of cookies on your device to enhance site navigation, analyze site usage, and assist in our marketing efforts. View our Privacy Policy for more information. 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https://open.forem.com/qwegle_insights | Qwegle Tech - Open Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Open Forem Close Follow User actions Qwegle Tech Building smarter UX for a faster future. Qwegle simplifies tech, design, and AI for the real world. Joined Joined on Jun 19, 2025 More info about @qwegle_insights Badges Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close Post 2 posts published Comment 3 comments written Tag 2 tags followed Why India’s Gig Worker Strike Is About Technology Qwegle Tech Qwegle Tech Qwegle Tech Follow Dec 31 '25 Why India’s Gig Worker Strike Is About Technology # news # gig # gigworkers # company Comments Add Comment 4 min read Want to connect with Qwegle Tech? Create an account to connect with Qwegle Tech. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in Discord Checkpoint Changed Everything Qwegle Tech Qwegle Tech Qwegle Tech Follow Dec 5 '25 Discord Checkpoint Changed Everything # discord # development # technology # socialmedia 1 reaction Comments Add Comment 5 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Open Forem — A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Open Forem © 2016 - 2026. Where all the other conversations belong Log in Create account | 2026-01-13T08:49:37 |
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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Machine Learning Follow Hide A branch of artificial intelligence (AI) and computer science which focuses on the use of data and algorithms to imitate the way that humans learn, gradually improving its accuracy. Create Post submission guidelines Articles and discussions should be directly related to the machine learning. Questions are encouraged! (See the #help tag) Older #machinelearning posts 75 76 77 78 79 80 81 82 83 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu ML Learning #2: Logistic Regression ThatMLGuy ThatMLGuy ThatMLGuy Follow Oct 13 '25 ML Learning #2: Logistic Regression # datascience # ai # machinelearning # beginners Comments Add Comment 3 min read Object-Aware Navigation: Giving Robots a Human Understanding of Space Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 14 '25 Object-Aware Navigation: Giving Robots a Human Understanding of Space # ai # robotics # computervision # machinelearning 1 reaction Comments Add Comment 2 min read Exposing the Achilles' Heel of Audio Deepfake Detection: A Call to Arms Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 14 '25 Exposing the Achilles' Heel of Audio Deepfake Detection: A Call to Arms # ai # machinelearning # deepfakes # cybersecurity 1 reaction Comments Add Comment 2 min read PaddleOCR VL + RAG: Revolutionize Complex Data Extraction (Open-Source) Gao Dalie (Ilyass) Gao Dalie (Ilyass) Gao Dalie (Ilyass) Follow Oct 24 '25 PaddleOCR VL + RAG: Revolutionize Complex Data Extraction (Open-Source) # datascience # machinelearning # programming # ai 1 reaction Comments 1 comment 6 min read Unlocking the Heart's Secrets: AI-Powered Cardiac Motion Analysis by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 14 '25 Unlocking the Heart's Secrets: AI-Powered Cardiac Motion Analysis by Arvind Sundararajan # machinelearning # ai # healthcare # datascience 1 reaction Comments Add Comment 2 min read AI's Spatial Blind Spot: Borrowing Brainpower for Better Navigation Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 14 '25 AI's Spatial Blind Spot: Borrowing Brainpower for Better Navigation # ai # neuroscience # robotics # machinelearning 1 reaction Comments Add Comment 2 min read Daily Artificial Intelligence Digest - Oct 13, 2025 Antony Brahin Antony Brahin Antony Brahin Follow Oct 13 '25 Daily Artificial Intelligence Digest - Oct 13, 2025 # ai # machinelearning # deeplearning Comments Add Comment 2 min read Quantum Circuits: Teaching AI to 'Understand' Like Humans? Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 14 '25 Quantum Circuits: Teaching AI to 'Understand' Like Humans? # quantumcomputing # machinelearning # quantumai # algorithms 1 reaction Comments Add Comment 2 min read Unlocking the Unthinkable: Convergent Flow Fields for Next-Gen Robotics Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 14 '25 Unlocking the Unthinkable: Convergent Flow Fields for Next-Gen Robotics # robotics # ai # machinelearning # motionplanning 1 reaction Comments Add Comment 2 min read Unlock General AI: Democratizing Complex Reasoning with Relational Reinforcement Learning by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 14 '25 Unlock General AI: Democratizing Complex Reasoning with Relational Reinforcement Learning by Arvind Sundararajan # ai # machinelearning # python # reinforcementlearning 1 reaction Comments Add Comment 2 min read Mastering Distributed Machine Learning: How to 10X Your PyTorch Training Speed with Ray & DDP Md Mahbubur Rahman Md Mahbubur Rahman Md Mahbubur Rahman Follow Oct 14 '25 Mastering Distributed Machine Learning: How to 10X Your PyTorch Training Speed with Ray & DDP # machinelearning # ai # pytorch # ray 10 reactions Comments Add Comment 6 min read Data Liberation: Training AI Without Sacrificing Privacy Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 13 '25 Data Liberation: Training AI Without Sacrificing Privacy # machinelearning # privacy # datascience # ai Comments Add Comment 2 min read Audio Deepfakes: The Detection Illusion Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 14 '25 Audio Deepfakes: The Detection Illusion # ai # deepfakes # security # machinelearning 1 reaction Comments Add Comment 2 min read Flow State: Guiding Robots with Learned Motion Fields Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 14 '25 Flow State: Guiding Robots with Learned Motion Fields # robotics # ai # machinelearning # motionplanning 1 reaction Comments Add Comment 2 min read 10 Awesome GitHub Repositories for AI Engineers 🤖 Kamrul Arafin Kamrul Arafin Kamrul Arafin Follow Sep 10 '25 10 Awesome GitHub Repositories for AI Engineers 🤖 # opensource # programming # ai # machinelearning Comments Add Comment 3 min read AI Unleashed, Privacy Preserved: The Future of Secure LLMs by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 14 '25 AI Unleashed, Privacy Preserved: The Future of Secure LLMs by Arvind Sundararajan # ai # machinelearning # security # privacy 1 reaction Comments Add Comment 2 min read AI Unleashed: Secure LLM Inference for Everyone Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 14 '25 AI Unleashed: Secure LLM Inference for Everyone # ai # machinelearning # security # privacy 5 reactions Comments Add Comment 2 min read Unlock AI Insights, Protect Your Secrets: Privacy-First LLMs Are Here! Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 14 '25 Unlock AI Insights, Protect Your Secrets: Privacy-First LLMs Are Here! # ai # security # machinelearning # privacy 1 reaction Comments Add Comment 2 min read Shrinking the Giants: Lossless NLP Compression for Everyone by Arvind Sundararajan Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 13 '25 Shrinking the Giants: Lossless NLP Compression for Everyone by Arvind Sundararajan # machinelearning # nlp # python # ai Comments Add Comment 2 min read Predicting Heartbeats: AI's Glimpse into Cardiac Dynamics Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 14 '25 Predicting Heartbeats: AI's Glimpse into Cardiac Dynamics # ai # machinelearning # healthtech # python 1 reaction Comments Add Comment 2 min read Audio Deepfakes: The Achilles' Heel in Voice Biometrics Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 14 '25 Audio Deepfakes: The Achilles' Heel in Voice Biometrics # security # ai # machinelearning # deeplearning 1 reaction Comments Add Comment 2 min read Flow State Robotics: Guiding Robots with Nature's Grace Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 14 '25 Flow State Robotics: Guiding Robots with Nature's Grace # robotics # ai # machinelearning # motionplanning 1 reaction Comments Add Comment 2 min read Beyond the Black Box: Building AI Agents that Truly Understand Their World by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 14 '25 Beyond the Black Box: Building AI Agents that Truly Understand Their World by Arvind Sundararajan # ai # machinelearning # reinforcementlearning # python 1 reaction Comments Add Comment 2 min read Harmonic Motion: The Koopman Revolution in Robotics Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 14 '25 Harmonic Motion: The Koopman Revolution in Robotics # robotics # ai # machinelearning # motionplanning 1 reaction Comments Add Comment 2 min read Beyond Instinct: Teaching AI to Think Before It Leaps Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 13 '25 Beyond Instinct: Teaching AI to Think Before It Leaps # ai # machinelearning # reinforcementlearning # neurosymbolic Comments Add Comment 2 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://www.fine.dev/blog/when-not-to-use-Fine#pricing | When Not To Use Fine Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back When Not To Use Fine We love what Fine can do for developers, but just like any tool, there are moments when it’s not the right fit. Let’s dive into a few scenarios where you might want to go another route—and we’ll explain why Fine excels in different situations instead. 1. Just a Hobby Project? Code It Yourself If you’re building something purely for fun, a weekend hack, or a project to sharpen your skills, we say: dive in, get your hands dirty, and enjoy the process. Fine is designed for the hustling startups and the development teams who need efficiency—it’s not meant to take the joy out of tinkering with your code by yourself. We’re here for you when you’ve got deadlines to meet and products to ship. 2. The Issue Is Too Big? Break It Down Fine can’t magic away a mammoth problem. If your issue is huge and unwieldy, break it down into smaller, more manageable tasks. Different tickets can help Fine’s agents tackle each step effectively—just like development teams, it works best when each piece of the problem has its own space. 3. Debugging Ghost Bugs? Get Specific We’ve all been there: the bug that mysteriously appears and then vanishes without a trace. But debugging ghost bugs isn’t where Fine shines. It needs context to work with. Instead of just asking it to wave a magic wand, try giving it something concrete—like a Sentry issue—to serve as the foundation. The more specifics, the better! 4. Guidance Vague? You know what you want, but do you really, really want it? Fine needs clear instructions. When guidance is too vague, it’s a bit like trying to figure out what flavor of spice is missing from a dish without any hints. Make sure your request is specific, so Fine can do its best work—tell Fine what you want, what you really, really want. Fine’s power lies in helping developers and teams get through routine coding, manage PRs, and automate workflows seamlessly. If you’re looking to scale, streamline, or tackle the mundane so you can innovate—Fine’s got your back. But for personal projects, nebulous problems, or moments where details are sparse, keep in mind when Fine might not be the right partner. Ready to put Fine to work on what really matters? Let’s get building! Try Fine's free plan now to get a feel for it. When you're ready to upgrade, it's just $15 a month. Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:49:37 |
https://dev.to/cossacklabs/how-cryptography-works-to-protect-ml-models-476o | How cryptography 💪works to protect ML models - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Cossack Labs Posted on Oct 25, 2021 How cryptography 💪works to protect ML models # security # cryptography # riskmanagement # machinelearning Let’s speak about Machine Learning and cryptography . Are they a match? spoiler: yep Let’s imagine that you are in ML. You trained fantastic ML models that add cat’s ears =^..^= ( nekomimi ) to all people on the video. You decided to make an app for that! Suddenly, your app became popular, and some people wanted to copy it. So, it would be best to protect your ML models from leakage and misuse. Simplified, it works like this: users upload their videos to your app. Your app takes them to your backend, which generates a video-specific ML model, and then sends it back to the app. Then your application stores and executes it. Being a 💪 security pro, you understand that ML models need protection. But from a data security perspective ML model is a… just file with model data and procedure/algorithm . So, you’re to adjust your security efforts and protect those tiny ML models—from their generation point to their usage. You carefully add encryption: the backend will encrypt each ML model per user per video using ephemeral keys and an HPKE-like approach . It means that every ML model will be explicitly encrypted for specific videos by your backend code. This approach is known as application-level encryption (ALE) . Your mobile apps will receive an encrypted model and decrypt it before usage. Each ML model is encrypted by a unique encryption key used only once to make things complicated for attackers. Indeed, you don’t want to leave encryption alone. So, you add multiple protection measures: use Keychain/Keystore on a device, add logging and monitoring on a server, and an anti-fraud system that prevents sending ML models to untrusted users. Curious to learn details? Dive into the full video—to learn more about cryptography, cloud storage security, API protection, anti-fraud system, etc. Sounds too complicated as for protecting =^..^= cat-ears ML model? Well, imagine a financial analytics ML model instead. We built specific ML-protection technologies several times, as it was exciting every time. Say hi to @vixentael and follow @cossacklabs for data security updates on Twitter , YouTube , Linkedin , and our website . 👋🧡🔐 Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Cossack Labs Follow Data security & cryptography. Focus on business growth—while we take care of sensitive data risks, security engineering challenges & compliance requirements Location London Joined May 13, 2020 More from Cossack Labs AWS security audit guide # devops # security # productivity # aws Building security for digital wallets and financial applications # security # mobile # web # appsec Breaking and building encryption in NFC digital wallets 📳 # encryption # cryptography # security # appsec 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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CI/CD tools How Red Hat can help Overview CI/CD, which stands for continuous integration and continuous delivery/deployment, aims to streamline and accelerate the software development lifecycle. Continuous integration (CI) refers to the practice of automatically and frequently integrating code changes into a shared source code repository. Continuous delivery and/or deployment (CD) is a 2 part process that refers to the integration, testing, and delivery of code changes. Continuous delivery stops short of automatic production deployment, while continuous deployment automatically releases the updates into the production environment. Taken together, these connected practices are often referred to as a "CI/CD pipeline" and are supported by development and operations teams working together in an agile way with either a DevOps or site reliability engineering (SRE) approach. Why is CI/CD important? CI/CD helps organizations avoid bugs and code failures while maintaining a continuous cycle of software development and updates. As apps grow larger, features of CI/CD can help decrease complexity, increase efficiency, and streamline workflows. Because CI/CD automates the manual human intervention traditionally needed to get new code from a commit into production, downtime is minimized and code releases happen faster. And with the ability to more quickly integrate updates and changes to code, user feedback can be incorporated more frequently and effectively, meaning positive outcomes for end users and more satisfied customers overall. Platform engineering vs. DevOps Read the article What is continuous integration? The "CI" in CI/CD always refers to continuous integration, an automation process for developers that facilitates more frequent merging of code changes back to a shared branch, or “trunk.” As these updates are made, automated testing steps are triggered to ensure the reliability of merged code changes. In modern application development, the goal is to have multiple developers working simultaneously on different features of the same app. However, if an organization is set up to merge all branching source code together on one day (known as “merge day”), the resulting work can be tedious, manual, and time-intensive. That’s because when a developer working in isolation makes a change to an application, there’s a chance it will conflict with different changes being simultaneously made by other developers. This problem can be further compounded if each developer has customized their own local integrated development environment (IDE) , rather than the team agreeing on one cloud -based IDE. CI can be thought of as a solution to the problem of having too many branches of an app in development at once that might conflict with each other. Successful CI means that once a developer’s changes to an application are merged, those changes are validated by automatically building the application and running different levels of automated testing, typically unit and integration tests, to ensure the changes haven’t broken the app. This means testing everything from classes and function to the different modules that comprise the entire app. One of the benefits of CI is that if automated testing discovers a conflict between new and existing code, it is easier to fix those bugs quickly and often. What is the “CD” in CI/CD? The "CD" in CI/CD refers to continuous delivery and/or continuous deployment, which are related concepts that sometimes get used interchangeably. Both are about automating further stages of the pipeline, but they’re sometimes used separately to illustrate just how much automation is happening. The choice between continuous delivery and continuous deployment depends on the risk tolerance and specific needs of the development teams and operations teams. What is continuous delivery? Continuous delivery automates the release of validated code to a repository following the automation of builds and unit and integration testing in CI. So, in order to have an effective continuous delivery process, it’s important that CI is already built into your development pipeline. In continuous delivery, every stage—from the merger of code changes to the delivery of production-ready builds—involves test automation and code release automation. At the end of that process, the operations team is able to swiftly deploy an app to production. Continuous delivery usually means a developer’s changes to an application are automatically bug tested and uploaded to a repository (like GitHub or a container registry), where they can then be deployed to a live production environment by the operations team. It’s an answer to the problem of poor visibility and communication between dev and business teams. To that end, the purpose of continuous delivery is to have a codebase that is always ready for deployment to a production environment, and ensure that it takes minimal effort to deploy new code. Learn more about continuous delivery What is continuous deployment? The final stage of a mature CI/CD pipeline is continuous deployment. Continuous deployment is an extension of continuous delivery, and can refer to automating the release of a developer’s changes from the repository to production, where it is usable by customers. CD addresses the problem of overloading operations teams with manual processes that slow down app delivery. It builds on the benefits of continuous delivery by automating the next stage in the pipeline. In practice, continuous deployment means that a developer’s change to a cloud application could go live within minutes of writing it (assuming it passes automated testing). This makes it much easier to continuously receive and incorporate user feedback. Taken together, all of these connected CI/CD practices make the deployment process less risky, whereby it’s easier to release changes to apps in small pieces, rather than all at once. However, because there is no manual gate at the stage of the pipeline before production, continuous deployment relies heavily on well-designed test automation. This means that continuous deployment can require a lot of upfront investment, since automated tests will need to be written to accommodate a variety of testing and release stages in the CI/CD pipeline. Learn more about deployment automation CI/CD, DevOps, and platform engineering CI/CD is an essential part of DevOps methodology, which aims to foster collaboration between development and operations teams. Both CI/CD and DevOps focus on automating processes of code integration, thereby speeding up the processes by which an idea (like a new feature, a request for enhancement, or a bug fix) goes from development to deployment in a production environment where it can provide value to the user. In the collaborative framework of DevOps, security is a shared responsibility integrated from end to end. It’s a mindset that is so important, it led some to coin the term " DevSecOps " to emphasize the need to build a security foundation into DevOps initiatives. DevSecOps (development, security, and operations) is an approach to culture, automation, and platform design that integrates security as a shared responsibility throughout the entire IT lifecycle. A key component of DevSecOps is the introduction of a secure CI/CD pipeline. Like DevOps, platform engineering shares the common goal of strengthening the integration of developers and operations teams by increasing automation and collaboration. The adoption of DevOps and CI/CD resulted in longer pipelines and toolchains, and as a result developers have become responsible for understanding more and more of the intricacies involved in the applications they’re building. To meet these challenges, platform engineering has emerged as a complementary discipline to address the challenges of scaling DevOps across organizations. Platform engineering as a strategy builds upon DevOps by finding better ways to automate application delivery, improve collaboration and communication, reduce error, enhance security and compliance, increase efficiency, and most importantly, refocus the strengths of developers where their effort is most needed. Why choose Red Hat for DevOps? What is CI/CD security? CI/CD security is used to safeguard code pipelines with automated checks and testing to prevent vulnerabilities in software delivery. Incorporating security into your pipeline--via methods like shift left and shift right security--helps to protect code from attack, prevent data leaks, comply with policies, and ensure quality assurance. The rapid nature of development and deployment without proper security can expose the pipeline to risks, such as: Exposure of sensitive data to outside sources Use of insecure code or third party components Unauthorized access to source code repositories or build tools Identifying and mitigating vulnerabilities throughout the software development cycle assures that code changes are thoroughly tested and adhere to security standards before being deployed to production. What are some common CI/CD tools? CI/CD tools can help a team automate their development, deployment, and testing. Some tools specifically handle the integration (CI) side, some manage development and deployment (CD), while others specialize in continuous testing or related functions. Tekton Pipelines is a CI/CD framework for Kubernetes platforms that provides a standard cloud-native CI/CD experience with containers. Learn more about Tekton Pipelines Beyond Tekton Pipelines, other open source CI/CD tools you may wish to investigate include: Jenkins , designed to handle anything from a simple CI server to a complete CD hub Spinnaker , a CD platform built for multicloud environments. GoCD , a CI/CD server with an emphasis on modeling and visualization. Concourse , "an open-source continuous thing-doer." Screwdriver , a build platform designed for CD. Teams may also want to consider managed CI/CD tools, which are available from a variety of vendors. The major public cloud providers all offer CI/CD solutions, along with GitLab , CircleCI , Travis CI , Atlassian Bamboo , and many others. Additionally, any tool that’s foundational to DevOps is likely to be part of a CI/CD process. Tools for configuration automation (such as Ansible , Chef , and Puppet ), container runtimes (such as Docker , rkt , and cri-o ), and container orchestration ( Kubernetes ) aren’t strictly CI/CD tools, but they’ll show up in many CI/CD workflows. There are many different ways you can implement CI/CD based on your preferred application development strategy and cloud provider. Red Hat® OpenShift® Service on AWS has several options available to make your own CI/CD workflow easier like Tekton and OpenShift Pipelines . By using Red Hat OpenShift, organizations can employ CI/CD to automate building, testing, and deployment of an application across multiple on-premises and cloud platforms. How Red Hat can help Our experts can help your organization develop the practices, tools, and culture needed to more efficiently modernize existing applications and accelerate your cloud-native application development journey. Red Hat® OpenShift ® helps organizations improve developer productivity , automate CI/CD pipelines, and shift their security efforts earlier and throughout the development cycle. Red Hat OpenShift Pipelines is designed to run each step of the CI/CD pipeline in its own container, allowing each step to scale independently to meet the demands of the pipeline. This means admins and developers can create pipeline blueprints for applications that are based on their organization’s unique business and security requirements. Red Hat OpenShift GitOps is an operator that provides a workflow that integrates git repositories, continuous integration/continuous delivery (CI/CD) tools, and Kubernetes to realize faster, more secure, scalable software development, without compromising quality. OpenShift GitOps enables customers to build and integrate declarative git driven CD workflows directly into their application development platform. Red Hat Ansible® Automation Platform includes all the tools you need to implement automation across your organization, including an event-driven solution , analytics, and pre-built content collections. With its common YAML-based language and desired-state approach, you can use the same automation content for everyday operations as well as your CI/CD pipeline. And because it works with nearly all aspects of your IT infrastructure, you can more easily and quickly deploy consistent development, test, and production environments, increasing the reliability and resiliency of your applications. Ansible Automation Platform also integrates with Red Hat Advanced Cluster Management for Kubernetes , allowing you to orchestrate Kubernetes clusters within your CI/CD pipeline. You can also use the human-readable automation language to more easily build and maintain Red Hat OpenShift operators. Learn more about how automation supports CI/CD pipelines Resource Platform engineering drives devsecops and software security Read more about how platform engineering improves security, productivity, and DevOps standardization. Read the report Red Hat Developer Hub business solutions A Backstage-based open enterprise platform for building developer portals that visually consolidates elements of the development process. Keep reading Keep reading What is DevOps automation? DevOps automation is an upgraded form of DevOps technology that performs tasks with limited human intervention, helping you deliver solutions faster. Read the article What is application lifecycle management (ALM)? Application lifecycle management (ALM) is the people, tools, and processes that manage the life cycle of an application from conception to end of life. Read the article What is Observability? Observability refers to the ability to monitor, measure, and understand the state of a system or application by examining its outputs, logs, and performance metrics. Read the article DevOps resources Related content Checklist 4 questions on where you are today Case study RTLZWEI hones competitive edge with Red Hat OpenShift AI Blog post RPM and DNF features and enhancements in Red Hat Enterprise Linux 10.1 Overview Airlines partner with Red Hat to accelerate the AI revolution Related articles What is DevOps automation? 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https://www.suprsend.com/customers/how-refrens-increased-notification-engagement-by-144-with-suprsend-app-inbox | How Refrens Increased Notification Engagement by 144% with SuprSend App Inbox? Platform Workflows Craft notification workflows outside code Templates Powerful WYSIWYG template editors for all channels Analytics Get insights to improve notifications performance in one place Tenants Map your multi-tenant setup to scope notifications per tenant In-app Inbox Drop in a fully customizable, real-time inbox Preferences Allow users to decide which notifications they want to receive and on what channels Observability Get step-by-step detailed logs to debug faster Integrations Connect with the tools & providers you already use Solutions By Usecases Transactional Trigger real-time notifications based on user actions or system events Collaboration Notify users about mentions, comments, or shared activity Multi-tenant Customize templates, preferences & routing for each tenant Batching & Digest Group multiple updates into a single notification Scheduled Alerts Send timely notifications at fixed intervals or specific times Announcements / Newsletters Broadcast product updates or messages to all users Pricing Developers Documentation Quick Start Guides API References SuprSend CLI SDKs System Status Customers Resources Resources Blog Join our Slack Community Change logs Security Featured Blogs A complete guide on Notification Service for Modern Applications Build vs Buy For Notification Service Sign in Get a Demo Get Started How Refrens Increased Notification Engagement by 144% with SuprSend App Inbox? Industry Accounting Software Based in Bengaluru, India Business type Marketplace Deployment method Cloud Features used In-app Inbox,Batching & Digest Ready to start? Book a demo Challenge Refrens has a vast community of over 100,000 freelancers on their platform. They wanted to build social features that could trigger user engagement without overwhelming their users and development team. Solution Refrens integrated SuprSend's React SDK to set up an interactive app inbox within 60 minutes. They also used the time-based batching function to prevent notification fatigue and set up cross-channel notifications with preference management for users. Outcome Refrens has seen a significant increase in user engagement rates by 144% after implementing app inbox notifications, while saving up to two full-time development resources. "We explored building our own system but soon realized it would take significant time and effort. SuprSend already had the feature depth and expertise we needed to implement notifications the right way." Naman Sarawagi Co-Founder & CEO, Refrens Refrens streamlines the daily operations of freelancers and SaaS businesses through a suite of tools, including lead management software, invoicing, and bookkeeping. However, their true differentiator lies in their emphasis on P2P networking, enabling freelancers and agencies to connect and grow their businesses. With a vast community of over 100,000 freelancers on their platform, Refrens wanted to introduce social features that would truly engage their users. And as with most social peer-to-peer platforms, if they could get their app inbox and notifications right, it would trigger a domino effect leading to improved engagement rates. To achieve this goal without overwhelming their development team, Refrens implemented SuprSend for scaling their notification infrastructure needs. Challenges in Building Social Features for Refrens Refrens sends out notifications for two specific use cases for encouraging user engagement: NOTIFICATION TYPE TRIGGER FROM PRIORITY VOLUME System Actions User Actions / Event Update High Low Social Actions Cross-user Actions Low High “There are some notifications where the frequency is very high. We didn’t want to send continuous emails. Hence we decided to go with app inbox where we could have easily doubled down on user engagement as notifications would be delivered when the user is in context and actively using our application.” Naman Sarawagi, Co-Founder & CEO at Refrens Additionally, Refrens' website is built on React, which adds complexity to managing notifications due to server-side rendering and state management, requiring a lot of engineering bandwidth upfront. After comparing their build vs buy option, Refrens finalized on SuprSend for the following reasons: Iteration Speed: Creating new notifications (under 10 minutes) which will be matching UI while handling scale Timely Relevance : Using batching & digest to improve notification relevance and user experience Channel Routing: Using channel routing capability with using email as fallback channel after a set time interval Observability : Understanding notification performance, and checking root cause for failures, with real-time logs App Inbox Integration Done in Under 60 Minutes With SuprSend’s React SDK integration , Refrens was able to set up their app inbox within just 60 minutes. This involved creating subscribers (using HMAC authentication ), and notification workflow , building templates (with variables), testing, and deploying the system for their users. While Refrens focused on building notification UI native to their website, we handled the technical aspects of delivering the right notification experience to the users. Building Interactive App Inbox with React Headless Components Refrens leveraged React headless components to create a visually appealing and interactive app inbox, seamlessly integrating JSON data to incorporate additional components such as personalized avatars, clickable links, dynamic CTAs, and matching UI themes. Our SDK handled the backend infrastructure of fetching notifications, tracking unread notifications, marking notifications read/ unread, and monitoring notification clicks. Check app inbox customization capabilities here: Customize Inbox (suprsend.com) Additional JSON payload sent in templates With our SDK handling the Refrens' app inbox notification system, their development team was freed up to focus on other core business use cases. Batching & Smart Channel Routing in the same Workflow Refrens implemented our time-based batching system (time-window-based aggregation and event coalescing), which helped to minimize network overhead and improve the scalability of the notification system. This grouping of notifications of the same category within a specified time interval ensured that users receive only one notification instead of being bombarded with multiple ones, preventing notification fatigue. Refrens also set up cross-channel notifications to ensure important notifications reached their users on fallback channels in a meaningful manner. Their time to live for messages was 6 hours, with their primary channel as app inbox, and email as a secondary fallback channel. We divided the time between the two channels, and if the user didn't check the app inbox notification within 3 hours, the email notification was triggered automatically. Once the user checked the app inbox notification in its timeframe, the email notification workflow got canceled. To give users more control, Refrens also utilized SuprSend’s preference management system, allowing users to choose which channels they prefer to receive notifications on. Centralized Reporting & Logs Once these backend capabilities were in place, Refrens relied on centralized reporting to track the success of their notifications. This allowed them to check the status of notifications, as well as their routing to different channels, and monitor the rate of views and clicks. All of this was done from a single dashboard, providing Refrens with a complete view of their notification system. Refrens used these real-time analytics to identify their customer's touchpoints and optimal interaction times for notifications. This allowed them to tailor future notifications based on new data metrics, resulting in a continuous increase in engagement (144% uptick compared to their initial notification system with email alone) due to more relevant delivery and frequency. Building Engaged Community Using Robust Notification Infrastructure Platform Refrens understood early that while creating an in-house notification system could be done, the challenges outweighed the benefits. Buildings all the above capabilities in-house would have easily cost up to 2 permanent engineering resources, which they saved with us. “We weren’t very sure on what type of notification system we needed during scaling. Building anything in-house would have required serious engineering efforts, and the maintenance alone would have cost 1–2 engineers permanently. Plus, implementing additional features on top of it like reporting systems would have added to the engineering backlog, which wasn’t worth it at this point. Thus, we chose to partner with SuprSend as the buy vs. build factor favored their expertise." Naman Sarawagi, Co-Founder & CEO at Refrens Refrens saw a 144% increase in user engagement with the app inbox notification system, resulting in higher customer satisfaction because timely and relevant notifications were sent when users were most active on the platform. With a native app inbox and streamlined notification system in place, Refrens continues to amaze its customers with timely and relevant notifications delivered right when they are most engaged in the platform, improving customer experience and engagement, all while saving precious development resources. Other success stories This is some text inside of a div block. This is some text inside of a div block. Ready to transform your notifications? Join thousands of product & engineering teams using SuprSend to build & ship better notifications faster. Get Started for Free Book a Demo PLATFORM Workflows Templates Preferences Observability Analytics Preferences In-app Inbox Multi-tenant Integrations CHANNELS Email SMS Mobile Push Web Push Whatsapp In-app Inbox & Toasts Slack MS Teams SOLUTIONS Transactional Collaboration Batching/Digest Scheduled Alerts Multi-tenant Newsletters DEVELOPERS Documentation Changelogs SDKs Github API Status RESOURCES Join our Community Blog Customer Stories Support SMTP Error Codes Email Providers Comparisons SMS Providers Comparisons SMS Providers Alternatives COMPANY Pricing Terms Privacy Security Sub-processors DPA Contact Us SuprSend for Startups © 2025 SuprStack Inc. All rights reserved. SuprSend By clicking “Accept All Cookies” , you agree to the storing of cookies on your device to enhance site navigation, analyze site usage, and assist in our marketing efforts. View our Privacy Policy for more information. 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https://dev.to/faizanfirdousi | Faizan Firdousi - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions Faizan Firdousi Love Computer Science | linux | Go | DevOps | cloud Location Pune, Maharashtra,India Joined Joined on Oct 27, 2024 github website twitter website Education Bachelor of Engineering in Computer Science Pronouns He/Him More info about @faizanfirdousi Badges One Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least one year. Got it Close Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close Skills/Languages Generalist as of now Currently learning Computer Networks, Go lang, Python Post 17 posts published Comment 2 comments written Tag 18 tags followed Database Design Best Practice: Store Categorical Data as IDs, Not Strings Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jan 11 Database Design Best Practice: Store Categorical Data as IDs, Not Strings # database # backend # sql # architecture Comments Add Comment 2 min read Want to connect with Faizan Firdousi? Create an account to connect with Faizan Firdousi. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in My Key Takeaways from DDIA Chapter 1: Reliability, Scalability, and Maintainability Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jan 7 My Key Takeaways from DDIA Chapter 1: Reliability, Scalability, and Maintainability # systemdesign # distributedsystems # architecture # computerscience Comments Add Comment 2 min read Why Docker Is Not Truly Native on Windows and macOS Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Nov 29 '25 Why Docker Is Not Truly Native on Windows and macOS # devops # linux # containers # docker 1 reaction Comments Add Comment 1 min read Understanding Docker Networking: A Practical, Small-Scale Production Emulation Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Nov 29 '25 Understanding Docker Networking: A Practical, Small-Scale Production Emulation # devops # docker # containers # linux 1 reaction Comments Add Comment 2 min read Building a Production-Ready DevOps Pipeline: URL Shortener with Docker, GitHub Actions & AWS Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Nov 23 '25 Building a Production-Ready DevOps Pipeline: URL Shortener with Docker, GitHub Actions & AWS # cicd # docker # aws # devops 1 reaction Comments Add Comment 2 min read How War Shaped the Foundations of Modern Computer Science Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Nov 21 '25 How War Shaped the Foundations of Modern Computer Science # computerscience # architecture 1 reaction Comments Add Comment 2 min read A Developer’s Guide to Terminal Editors: Vim, Nano, and Emacs Explained Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Nov 21 '25 A Developer’s Guide to Terminal Editors: Vim, Nano, and Emacs Explained # devops # linux # aws # cloud 1 reaction Comments Add Comment 2 min read The Evolution of HTTP: From HTTP/1.1 to HTTP/2 to HTTP/3 Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Sep 2 '25 The Evolution of HTTP: From HTTP/1.1 to HTTP/2 to HTTP/3 Comments Add Comment 7 min read How a Simple Bitwise AND Decides If Two Computers Can Talk Directly Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Aug 1 '25 How a Simple Bitwise AND Decides If Two Computers Can Talk Directly # networking # cloud # devops # computerscience 1 reaction Comments Add Comment 2 min read The Special Role of 127.0.0.0/8 in Networking Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jul 30 '25 The Special Role of 127.0.0.0/8 in Networking # networking # computerscience Comments Add Comment 1 min read How Computers Keep Track of Time: The Story of NTP Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jul 29 '25 How Computers Keep Track of Time: The Story of NTP # linux # devops # computerscience Comments Add Comment 2 min read Why Linux Has Both /bin and /usr/bin: A Brief History of Unix Design Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jul 29 '25 Why Linux Has Both /bin and /usr/bin: A Brief History of Unix Design Comments 1 comment 1 min read How does actually HTTPS works, overview of TLS Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jul 29 '25 How does actually HTTPS works, overview of TLS Comments Add Comment 2 min read I Tried Quantum Computing: A Simple Guide to Qubits and Quantum Logic Gates Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Mar 27 '25 I Tried Quantum Computing: A Simple Guide to Qubits and Quantum Logic Gates Comments Add Comment 5 min read Bandwidth and Throughput: A Clear Comparison You Need to Know Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Mar 9 '25 Bandwidth and Throughput: A Clear Comparison You Need to Know # networking # devops # sre # computerscience 3 reactions Comments 3 comments 2 min read Transition Guide: From Java to JavaScript Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jan 22 '25 Transition Guide: From Java to JavaScript # webdev # javascript # java # programming 1 reaction Comments 1 comment 4 min read Bits,Bytes,ASCII and Unicode Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Oct 30 '24 Bits,Bytes,ASCII and Unicode Comments Add Comment 1 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://www.suprsend.com/customers/accelerating-customer-onboarding-how-suprsend-cut-eshipzs-customer-onboarding-time-by-3-weeks | Accelerating Customer Onboarding: How SuprSend Cut eShipz's Customer Onboarding Time by 3 Weeks? Platform Workflows Craft notification workflows outside code Templates Powerful WYSIWYG template editors for all channels Analytics Get insights to improve notifications performance in one place Tenants Map your multi-tenant setup to scope notifications per tenant In-app Inbox Drop in a fully customizable, real-time inbox Preferences Allow users to decide which notifications they want to receive and on what channels Observability Get step-by-step detailed logs to debug faster Integrations Connect with the tools & providers you already use Solutions By Usecases Transactional Trigger real-time notifications based on user actions or system events Collaboration Notify users about mentions, comments, or shared activity Multi-tenant Customize templates, preferences & routing for each tenant Batching & Digest Group multiple updates into a single notification Scheduled Alerts Send timely notifications at fixed intervals or specific times Announcements / Newsletters Broadcast product updates or messages to all users Pricing Developers Documentation Quick Start Guides API References SuprSend CLI SDKs System Status Customers Resources Resources Blog Join our Slack Community Change logs Security Featured Blogs A complete guide on Notification Service for Modern Applications Build vs Buy For Notification Service Sign in Get a Demo Get Started Accelerating Customer Onboarding: How SuprSend Cut eShipz's Customer Onboarding Time by 3 Weeks? Industry Logistics Based in Bengaluru, India Business type B2B2C Deployment method Cloud Features used In-app Inbox,Channel Routing,Multi-tenant Ready to start? Book a demo Challenge eShipz initially faced challenges with their notification system, including separate modules for each enterprise, complex code configuration, and the need to deal with multiple SMS and email vendors. Extracting data from multiple notification provider accounts and consolidating it led to prolonged customer onboarding times, hindering scalability. Solution eShipz partnered with SuprSend, a centralized notification solution, to streamline their notification infrastructure. SuprSend's existing vendor API integrations eliminated the need for complex integrations, while the templating engine allowed dynamic updates of notification templates. The preference management system granted control over notification preferences to customers, and the smart routing feature improved notification delivery rates. Outcome The collaboration with SuprSend reduced customer onboarding time by over 3 weeks, improving operational efficiency for eShipz. Clients were able to incorporate branding elements into notifications, enhancing their brand presence and creating a consistent user experience. Effective customer engagement and a lasting impression were achieved throughout the shipping process. "We wanted to avoid spending engineering time on custom notification logic and vendor integrations. SuprSend’s plug-and-play setup handled multi-channel vendors with a single API and fit perfectly with our stack." Ajaykumar Rajakumar Co-founder, eShipz As a trailblazer in enterprise and e-commerce shipping solutions, eShipz is reshaping how businesses optimize their logistics operations. From dispatch to delivery and returns, their cutting-edge logistics intelligence system streamlines crucial processes such as courier allocation, real-time tracking, label generation, and comprehensive analytics. By leveraging a wealth of data points, eShipz empowers businesses to make informed decisions and drive operational efficiency. But unlike traditional rate aggregators, eShipz stands out by offering businesses the unique ability to seamlessly integrate their own shipping contracts, which can be directly negotiated with courier partners. This distinctive feature empowers enterprises to leverage their existing business relationships, enabling them to unlock customized rates based on their shipping volume. Through this integration, businesses can save significant costs and time while maintaining exceptional service levels. To maintain its competitive advantage, they recognized the need for a robust notification infrastructure that seamlessly integrates with the enterprise’s preferred channel providers while dynamically incorporating the company’s branding elements into every notification sent. This also enabled eshipz to offer significant value-add to the enterprises where their customers recognized who the notifications were coming from, leading to lesser customer complaints and queries. eShipz’s Notification Use Cases With its extensive integration of over 220+ domestic and international courier partners and vendors, catering to enterprises, and processing over 31+ million orders, eShipz operates at a scale demanding robust and reliable notification infrastructure. As the order volume continues to soar, it becomes imperative for eShipz to ensure a seamless flow of information between logistical vendors and brands through timely notifications. Primarily, eShipz generates and sends notifications across 5 broad categories as below. Notification Category Notification Examples Pre-Shipping (Brand and User) Order confirmation, Payment confirmation, COD to Prepaid conversion notification Shipping (Brand and User) Shipping vendor integration messages, shipping vendor assigned Post-Shipping (Brand and User) Order processed, shipment dispatched, shipment picked, shipment delivered, return Vendors (Logistics Partner) Brand integration completed messages, Non-delivery reports (NDR) Cross-User Notifications Updating installation managers after delivery Due to the intricate mix of B2B, B2C, and B2B2C notifications triggered within a single order, eShipz encountered challenges with its initial notification system, which struggled to handle the complexities efficiently. eShipz Initial Notification Modules Increased Complexity eShipz initially faced operational challenges with their notification system, which comprised separate modules for each enterprise, such as templates, channel preferences, and API integrations with vendors. This resulted in the need for a lot of code configuration, increasing customer onboarding time and engineering complexity. "We offer a logistics SAAS platform and didn’t want to engage with the customizations in notifications or vendor integration granularities, as that ate a lot of our technical bandwidth. Moreover, dealing with multiple SMS and email vendors for each of our enterprise customers complicated onboarding, risking our growth. That’s when we sought a plug-and-play notification infrastructure to alleviate this burden." Ajaykumar Rajakumar, Co-founder at eShipz Furthermore, eShipz provided analytics and logs for every notification sent to enterprises and shipping vendors. However, this required extracting data from multiple notification provider accounts, consolidating it, and exposing it to the relevant parties. As a result, the onboarding time for new customers was prolonged ( sometimes for months ), which hindered the startup's scalability. To overcome these obstacles and streamline its notification infrastructure, eShipz sought a centralized solution to offer them flexibility, reliability, observability, and scalability without any significant development. They aimed to simplify integration processes, reduce onboarding time, and focus on their core business use cases by adopting a centralized notification infrastructure Partnering With SuprSend - Expediting Their Onboarding Time Recognizing the remarkable synergy between our offerings and their needs, they integrated with SuprSend. Connecting Multiple Brand Vendors at Scale By leveraging SuprSend’s in-built integration with multiple channels and vendor support, eShipz effortlessly supported enterprises’ sms and email vendors without writing any code. eShipz simply configured the respective API keys for each brand’s chosen vendors on the SuprSend platform programmatically via API. This streamlined approach enabled eShipz to seamlessly route notifications directly from the enterprises’ accounts, eliminating the need for complex and time-consuming integrations. eShipz currently sends out customer notifications through 3 channels: Email, SMS, and Whatsapp. "SuprSend had the necessary notification vendors already connected to their platform. Hence we didn’t need to worry about the multiple integration issues that we initially had, as from a technical standpoint, we wanted just a single API integration that would work for all of our clients and their notification vendors centrally." Ajaykumar Rajakumar, Co-founder at eShipz Dynamically Updating Brand’s Notification Templates Using Their Branding Guidelines As a leading logistics intelligence SAAS platform serving numerous enterprises, e-commerce businesses and shipping vendors, eShipz sought a comprehensive white-labeling solution for their notifications which would become their USP. Many client enterprises ( from Pharma, Retail, Manufacturing, Apparel & Consumer goods) requested personalized branding elements such as logos, colors, domain, and social links to be incorporated into the notifications sent on their behalf. However, their initial notification modules lacked the flexibility to accommodate such dynamic branding requirements. They required in-house designers to design on-brand templates, get it approved or changed, upload them to the system for every single notification category, and maintain configs in their code to route the notifications with the respective templates. With SuprSend’s templating engine embedded in their platform, eShipz allowed businesses to design notification templates with their branding elements.At the same time, for some enterprises who outsourced template designing to eShipz; eShipz can now easily customize the same template with brand elements without spending any manual effort or writing custom code to handle templates. By only specifying the brand ID in the API call, eShipz could dynamically trigger the template with each customer's branding elements. This enabled eShipz to deliver highly customized and branded notifications to their users, ensuring a consistent and professional brand experience across all communication channels. Giving Control to The Brands and Its Customers - Preference Management eShipz's customers had diverse preferences for channels and user control, ranging from channel and notification category level preferences. To solve this, eShipz sought to implement a configure-driven architecture for user preferences, granting customers control over their notification preferences and enhancing user engagement rates. SuprSend’s 3-tiered preference management capability seamlessly integrated into their system, providing them what their customers wanted, a way to manage notification preference at different levels. This complex architecture, including user, enterprise and shipping vendor layers, would otherwise require significant engineering resources and a month of development time, both saved through our solution. Intelligently Routing Notifications to the Available Channel eShipz encountered a recurring challenge wherein their customers' users sometimes missed important notifications, negatively impacting the user experience and key performance indicators such as seen and click-through rates. Our smart routing feature was implemented to address this issue, enabling brands to intelligently redirect failed notifications to an alternative channel. This improved notification delivery rates and resulted in significant cost savings, as notifications were only triggered on the secondary channel when the primary channel failed, eliminating the need for simultaneous delivery across all channels. On average, running a single channel transactional notification for 2,00,000 subscribers ( a common number for enterprises) would cost around $1,000 daily. With our smart routing feature, an enterprise could save around $1,500-1,800 daily, as they don’t need to run notifications on all 3 channels simultaneously. Reducing The Customer Onboarding Time By 3 Weeks Reducing customer onboarding time by over 3 weeks, eShipz experienced a significant improvement in their operational efficiency. Our quick integration capabilities allowed them to expedite the process of integrating enterprise, e-commerce clients, vendors, and workflows within their logistics intelligence platform. This resulted in a streamlined onboarding experience for enterprise clients, enabling them to leverage eShipz's services and solutions without unnecessary delays. "Our initial system took around 3 weeks of getting the template designed, put on the notification system, coordination and debugging which was all cut short by SuprSend. As of today, we know we can just directly onboard the enterprise, then go ahead and start the notification configurations rather than doing integrations ourselves." Ajaykumar Rajakumar, Co-founder at eShipz In addition to reducing onboarding time, our collaboration with eShipz enabled their clients to incorporate branding elements into their notifications. By delivering notifications with personalized branding, eShipz's clients were able to enhance their brand presence and create a consistent user experience. This highly requested feature empowered their clients to engage with their customers effectively, reinforce their brand identity, and leave a lasting impression at every touchpoint throughout the shipping process. Other success stories This is some text inside of a div block. 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https://www.fine.dev/blog/ai-developer-agents#enhanced-code-quality | AI Developer Agents: Revolutionizing Software Development for Startups with Fine Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back AI Developer Agents: Revolutionizing Software Development for Startups with Fine You've probably not only heard of, but tried out or subscribed to an AI coding tool in the last year or two. If you're like most developers, it's an autocomplete tool such as GitHub Copilot. Kind of like pair programming, you write a word, the AI completes the line. You may have also heard terms like AI developer agent or Software 3.0 bandied about. In some cases, you've probably heard people discussing the end of coding as we know it and thought - this is the usual scaremongering, these tools aren't that good. Let's dive together into what these AI developer agents are - what makes it an agent, rather than the assistants you've already tried out? How are they affecting software development? How can you use them at work - in your startup, or for your clients? There's a lot of noise out there on the social networks. Indie hackers and non-coders have been building lots of software using new tools. But for the startup ecosystem, AI developer agents hold potential that hasn't fully been explored. Table of Contents Introduction The Rise of AI in Software Development What is an AI Developer Agent? Understanding AI Developer Agents Key Features of a Good AI Developer Agent How to Effectively Use an AI Developer Agent Benefits to Startups and Developers Introducing Fine: The Next-Generation AI Developer Agent Fine's Benefits for Startups and Developers Real-World Use Cases of Fine Getting Started with Fine The Rise of AI in Software Development The integration of AI into software development has streamlined workflows, reduced errors, and accelerated production timelines. AI tools assist developers by providing intelligent code suggestions, detecting bugs early, and automating repetitive tasks. This shift not only boosts productivity but also allows developers to focus on innovative solutions rather than mundane coding chores. Introduction to Software 3.0 Software 3.0 represents a paradigm shift where AI doesn't just assist but actively participates in the development process. In this model, AI agents can understand specifications, write code, and even make autonomous decisions to optimize performance. This progression signifies a move towards more intelligent, adaptive, and efficient software development practices. If previously, developers spent the largest portion of their time writing code, followed by reviewing code, followed by writing specs, that pyramid is being flipped on its head. We software engineers aren't known for being the best communicators, but our natural language communication skills are becoming more important than how fast you type. Now, startup dev teams are focusing most of their time on planning and writing specs, giving it to AI developer agents, reviewing the code and finishing the last 10% of revisions. What is an AI Developer Agent? An AI Developer Agent is an advanced tool that utilizes machine learning and natural language processing to assist and automate software development tasks. Unlike traditional development tools that require manual input for each function, AI Developer Agents can interpret high-level instructions and execute complex coding tasks independently. Identity, Tools and Guidelines. Each agent has a unique identity and a set of skills that it brings to the task. This identity provides perspective to the AI when performing its functions, leading to more effective and focused results. To perform their tasks, agents are equipped with a set of tools. These could range from the ability to browse a repository or third-party documentation to the ability to write code. Many tasks in software development follow a pattern - a set of steps that need to be executed in order to accomplish the task. When you run an Agent in Fine, it will execute a plan. This plan will be generated on-the-fly based on the Agent's guidelines, allowing for flexibility and adaptability to the specific needs of the task. For example, an agent may implement a feature in React using a plan which might involve creating a component, updating the routing, managing state,etc., adapting as needed. Their Role in Modern Development Workflows In contemporary development environments, AI Developer Agents act as virtual team members. They can convert issues into pull requests, write and modify multiple files based on developer specifications, and integrate seamlessly with existing workflows. This capability transforms the development process, making it more efficient and collaborative. When each developer can manage 3-4 agents for the price of a daily coffee, delegating work instead of having to do it manually, startups can grow significantly faster. The Growing Importance of AI Developer Agents The adoption of AI tools by developers and startups is accelerating. Companies seek to leverage AI Developer Agents to reduce time-to-market, enhance code quality, and stay competitive. Measuring the success of AI developer agents is really the same as any development team - using DORA metrics, for example. As these agents become more sophisticated, their role expands from mere assistants to integral components of the development team. 1. Understanding AI Developer Agents Definition and Core Concepts AI Developer Agents are intelligent systems designed to perform coding tasks autonomously. They utilize algorithms that learn from vast codebases, enabling them to generate code, fix bugs, and optimize performance without direct human intervention. How They Differ from Traditional Development Tools Traditional tools require developers to manually input commands and code. In contrast, AI Developer Agents can interpret natural language instructions, understand the context of the project, and make decisions to execute tasks efficiently. This autonomy sets them apart, offering capabilities beyond standard development tools. The Evolution of AI in Development The journey of AI in coding began with simple code editors and auto-completion features. Over time, these evolved into intelligent agents capable of understanding complex instructions and performing end-to-end development tasks. From Basic Code Editors to Intelligent Agents Early code editors provided syntax highlighting and basic error detection. The introduction of AI brought advanced features like predictive code suggestions and automated debugging. Today, AI Developer Agents can manage entire development cycles, marking a significant leap from their predecessors. 2. Key Features of a Good AI Developer Agent Intelligent Code Assistance Modern AI Developer Agents offer more than just auto-completion. They can perform entire development tasks by transforming issues into pull requests autonomously, write and modify multiple files to handle complex changes across a codebase based on specifications, and provide proactive error detection and correction to identify and fix bugs. Independence of the Development Environment Unlike tools that require integration with an Integrated Development Environment (IDE), the best AI Developer Agents operate independently. They run on cloud-based platforms, which means they have their own development environments that are accessible from anywhere. Additionally, they offer autonomous task execution, allowing them to perform tasks without the need for constant developer intervention. Seamless Integrations Effective AI Developer Agents integrate with essential tools that are vital for a smooth development workflow. They connect with version control systems like Git to track changes, and integrate with issue management platforms such as Jira or Trello for task management. Additionally, they work seamlessly with communication tools like Slack or Microsoft Teams to facilitate team collaboration. For continuous integration and deployment, they integrate with CI/CD pipelines such as Jenkins or GitHub Actions . Finally, they connect with bug detection tools like Sentry or Bugsnag for effective error monitoring. Full Context Awareness For accurate task execution, AI Developer Agents must have full context awareness. This means they need to access entire codebases to understand the project's context comprehensively. They must also be able to perform comprehensive searches to find and reference relevant code segments. By having complete information, they can reduce errors and avoid hallucinations, thereby ensuring high-quality output. Security and safety are a serious concern when giving anyone access to your entire codebase, including AI developer agents. Fine's approach of integrating with your GitHub ensures you code is safe in your trusty VCS, whilst the Agent can read and suggest edits which you'll approve. Learning and Adaptability AI Developer Agents exhibit learning and adaptability by continuously improving based on new code and developer interactions. They also adapt to the team's specific coding styles, ensuring that their output matches the established conventions and practices of the development team. Collaboration Tools AI Developer Agents come equipped with collaboration tools that provide shared insights, making recommendations visible to the entire team. They also facilitate team coordination by enhancing communication and making task delegation more efficient among team members. Security and Privacy AI Developer Agents prioritize security and privacy by implementing data protection measures to ensure that code and proprietary information remain secure. They also adhere to industry standards and regulations for data handling, ensuring compliance with all necessary protocols. This is an area that is still evolving as the laws and regulations are updated to reflect the growing capabilities of LLMs. 3. How to Effectively Use an AI Developer Agent Getting Started To get started with an AI Developer Agent, you first need to set up integrations by connecting the agent with your code repositories, issue trackers, and other tools. Once integrated, you should customize the agent's settings to align with your project requirements and team workflows, ensuring it operates smoothly within your development environment. Best Practices When using an AI Developer Agent, it's best to delegate entire tasks such as full features or bug fixes, allowing the agent to manage them autonomously. However, if the task is particularly large, breaking down large projects into smaller tasks that are manageable by the AI can help streamline development and maintain productivity. You can also create automations for repetitive tasks, letting the agent handle mundane coding activities and freeing up time for more complex work. Pitfalls to Avoid While AI Developer Agents can be highly efficient, it's crucial not to over-rely on them. Developers should still review and understand the code produced to maintain quality and ensure proper functionality. Neglecting code reviews can lead to issues down the line, so always perform thorough reviews to uphold high coding standards. Optimizing Workflows To optimize your workflows, customize the AI Developer Agent to fit specific project needs and team preferences. Providing continuous feedback to the agent will also help improve its performance over time, ensuring it adapts to your unique requirements and becomes a more effective tool for your development team. 4. Benefits to Startups and Developers Accelerated Development Cycles AI Developer Agents significantly accelerate development cycles by enabling faster coding through automated code generation. They also allow for quick prototyping, making it easier to rapidly create prototypes to test ideas and features. Enhanced Code Quality With intelligent error detection and correction, AI Developer Agents help minimize bugs , leading to enhanced code quality. They also ensure consistent standards are maintained across the project, resulting in a more uniform and reliable codebase. Cost Efficiency AI Developer Agents contribute to cost efficiency by reducing development costs through increased productivity without the need for additional manpower. They also help optimize the use of existing resources, ensuring that teams can achieve more with what they already have. Focus on Innovation By automating routine tasks, AI Developer Agents free up developers to focus on creative problem-solving and innovation. This shift allows teams to allocate more time to strategic planning and developing unique features that add value to the project. Scalability AI Developer Agents support scalability by enabling development efforts to grow without requiring proportional increases in team size. They offer flexible scaling, allowing resources to be adjusted based on project demands, making it easier to manage both small and large projects efficiently. 5. Introducing Fine: The Next-Generation AI Developer Agent About Fine Fine is a cutting-edge AI Developer Agent designed to revolutionize software development. Its mission is to empower developers and startups by automating tasks, enhancing collaboration, and accelerating project timelines. What Sets Fine Apart Fine sets itself apart by equipping agents with their own virtual development environment that operates independently in the cloud, making it accessible from anywhere without relying on local systems. It also provides deep integrations, seamlessly connecting with a wide array of development tools, ensuring a smooth and efficient workflow. Moreover, Fine has full context understanding, which allows it to access and comprehend entire codebases, ensuring accurate task execution and reducing the risk of errors. Fine's Advanced Features Fine offers a user-friendly interface with an intuitive design that makes it easy for developers to assign tasks and monitor progress effectively. It utilizes cutting-edge AI algorithms, leveraging advanced machine learning to deliver superior performance. Additionally, Fine provides customization and flexibility, allowing it to adapt to the unique requirements and workflows of each project, ensuring a tailored development experience. 6. Fine's Benefits for Startups and Developers Tailored Solutions Fine provides tailored solutions by employing adaptive learning, allowing it to learn from your codebase and adapt to your specific coding style. It also offers project-specific configurations, enabling developers to customize settings to fit the unique needs of their projects, ensuring that Fine aligns perfectly with their development goals. Improved Collaboration Fine enhances team collaboration through integrated coordination tools that improve communication among team members. It also offers shared workspaces, allowing developers to view and interact with the AI's output, making collaboration more seamless and efficient across the entire team. Real-Time Insights Fine provides real-time insights by delivering immediate feedback, offering instant suggestions and code improvements to enhance development efficiency. It also includes performance analytics, giving developers access to data on efficiency gains and productivity, enabling them to make informed decisions and continuously optimize their workflows. 7. Real-World Use Cases of Fine Industry Applications E-commerce : Streamlining the development of online platforms to provide seamless user experiences and improve transaction processes. AI Developer Agents can help automate the creation of product pages, payment gateways, and customer service chatbots, allowing for efficient scalability. Healthcare Tech : Accelerating the creation of secure medical software that adheres to stringent compliance standards. AI Developer Agents can assist in developing electronic health records (EHR) systems, telehealth platforms, and patient management applications, ensuring both data security and usability. Financial Services : Enhancing the development of compliant financial applications, including payment processing systems, fraud detection, and secure customer portals. AI Developer Agents streamline the coding of regulatory requirements, enabling rapid adaptation to changing financial regulations. Retail : Transforming retail operations by facilitating the development of inventory management systems, point-of-sale (POS) software, and customer loyalty programs. AI Developer Agents can also help in the creation of personalized marketing tools to boost customer engagement and sales. Education Technology (EdTech) : Supporting the development of interactive learning platforms, virtual classrooms, and student management systems. AI Developer Agents assist in coding features like video integration, assessment modules, and personalized learning pathways, enhancing the overall educational experience. Manufacturing : Enabling the development of production management software, predictive maintenance tools, and supply chain management systems. AI Developer Agents help automate data collection and analytics, allowing manufacturers to optimize operations and reduce downtime. Logistics and Supply Chain : Streamlining the development of logistics software, including route optimization tools, shipment tracking systems, and warehouse management solutions. AI Developer Agents help logistics companies optimize their operations and improve the efficiency of supply chain processes. Telecommunications : Assisting in the development of network management tools, customer service applications, and billing systems. AI Developer Agents enable faster deployment of features and ensure that telecommunications platforms remain robust and scalable. Real Estate : Simplifying the creation of property management software, virtual tour integrations, and client communication tools. AI Developer Agents can help automate data handling, property listing updates, and customer inquiries, making real estate management more efficient. Using AI to build AI At Fine, we use our own AI Developer Agents to enhance and build Fine itself. This practice creates a positive feedback loop where our AI continuously improves the platform. By leveraging Fine's AI capabilities, we automate the development of new features, perform code maintenance, and run extensive testing cycles. Fine's agents assist in creating new functionalities, optimizing existing ones, and even identifying areas for further improvement. This approach allows us to accelerate our development cycles, maintain high-quality standards, and ensure that Fine remains at the cutting edge of AI-driven software development. Using AI to build AI is not just a slogan—it’s our daily reality, pushing the boundaries of what our platform can achieve. - Getting Started with Fine 8. Getting Started with Fine Easy Onboarding Process Sign Up : Create an account on Fine's website . Integrate Tools : Connect your repositories and development tools. Fine currently supports GitHub, Linear and Slack, with more on the way. Start Assigning Tasks : Begin leveraging Fine's capabilities immediately. Support and Resources Tutorials and Documentation : Access a wealth of resources to maximize Fine's potential. Customer Support : Reach out to our support team for any assistance. Conclusion AI Developer Agents are reshaping the landscape of software development, bringing unprecedented efficiency and innovation. Fine stands at the forefront of this transformation, offering a next-generation solution that empowers developers and startups to achieve more. Embrace the future of software development with Fine. Join the revolution and elevate your development process to new heights. Transform your software development experience. Try Fine today and be a part of the AI-driven future. Full Table of Contents Introduction The Rise of AI in Software Development Introduction to Software 3.0 What is an AI Developer Agent? Their Role in Modern Development Workflows The Growing Importance of AI Developer Agents Understanding AI Developer Agents Definition and Core Concepts How They Differ from Traditional Development Tools The Evolution of AI in Development From Basic Code Editors to Intelligent Agents Key Features of a Good AI Developer Agent Intelligent Code Assistance Independence of the Development Environment Seamless Integrations Full Context Awareness Learning and Adaptability Collaboration Tools Security and Privacy How to Effectively Use an AI Developer Agent Getting Started Best Practices Common Pitfalls to Avoid Optimizing Workflows Benefits to Startups and Developers Accelerated Development Cycles Enhanced Code Quality Cost Efficiency Focus on Innovation Scalability Introducing Fine: The Next-Generation AI Developer Agent About Fine What Sets Fine Apart Fine's Advanced Features Fine's Benefits for Startups and Developers Tailored Solutions Improved Collaboration Real-Time Insights Real-World Use Cases of Fine Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:49:37 |
https://resources.github.com/learn/pathways/copilot/essentials/measuring-the-impact-of-github-copilot/ | Measuring Impact of GitHub Copilot - GitHub Resources / Resources GitHub Copilot table of contents. Essentials Extensions More Learning Pathways Copilot plans GitHub Copilot GitHub Copilot Essentials Extensions More Learning Pathways Copilot plans Measuring the impact of GitHub Copilot Copilot helps developers write better code, faster, and with more joy. We’re continuously learning—alongside our customers and partners—how to measure that impact. Before we dive in, it’s important to note that GitHub’s approach to measuring Copilot’s impact has continued to evolve. The Engineering System Success Playbook (ESSP) is GitHub’s recommendation for growing the impact of AI in your organization. Use the ESSP to learn more about the optimization and sustained efficiency stages described below. The ESSP can support you to drive measurable business outcomes by improving three foundational zones— quality, velocity, and developer happiness —in unison. Inspired by SPACE, DevEx, DX Core 4, and DORA, the ESSP provides a three-step process to: Identify barriers to success Evaluate and prioritize solutions Implement changes and monitor results Explore the ESSP to learn more about scaling the impact of Copilot in your organization. Both GitHub and outside researchers have observed positive impact in controlled experiments and field studies where Copilot has conferred: 55% faster task completion using predictive text Quality improvements across 8 dimensions (e.g. readability, error-free, maintainability) 50% faster time-to-merge Many enterprises quite reasonably ask, “How do I know Copilot is conferring these benefits for my team?” To answer that question, this guide will walk you through a framework for evaluating impact across four stages. In this guide, you will learn: How to evaluate Copilot’s impact across four stages, from initial adoption to sustained efficiency. How to use developer surveys and telemetry data as leading indicators of Copilot impact on system-level measures. How to plan and measure for system-level improvements that may result from GitHub Copilot. GitHub Copilot adoption stages The first two stages— Evaluation and Adoption —focus on leading indicators as close to the coding activity as possible. They rely on a combination of self-reported data from developers and existing telemetry from GitHub. Employing this strategy makes it possible to both (a) reliably predict future impact, and (b) perform an evaluation with relatively little additional investment in observability. It’s hard, if not impossible, to objectively measure developer productivity. We’ve found it’s often best to just ask them how they spend their time, what their blockers are, and what tools are helpful. The overwhelming majority of developers who use GitHub Copilot say it’s a valuable tool they use at least once a week, which is certainly enough to justify our investment. Mark Côté // Director of Engineering, Developer Infrastructure // Shopify As we enter the third and fourth stages— Optimization and Sustained Efficiency —we ask that engineering leaders integrate their specific organizational goals into the evaluation criteria. During these stages, focus should shift toward increased efficiency (e.g. via measures of cost/effort, time-to-market, and risk) and intentionality (e.g. via measures of value delivered). At all stages, we recommend measuring at the organization or team level, ideally along the boundaries of a workgroup committing code to the same service or application. This enables teams to evaluate impact for developers performing similar work. Now, let’s walk through each of the four stages, exploring the specific goals, and relevant methodology. Evaluation Goal : Build a technical and business case to adopt/reject GitHub Copilot at scale. Methodology : Assess leading indicators of impact (close to the coding activity) through developer surveys and user engagement measures. During evaluation, most organizations simply want to determine: Is GitHub Copilot worth a scaled deployment? Ultimately, most teams just want to ship good software quickly and safely. But things like time-to-market, cost-of-delivery, security posture, and talent retention are lagging indicators that take time to evaluate. What’s more, these lagging indicators can also be influenced by outside factors—e.g. staffing changes, business priorities, technical challenges, etc. Thus, we recommend considering leading indicators before adding new metrics to your ROI and engineering scorecards. Those leading indicators should include a combination of both self-reported data from engineering surveys and existing telemetry from GitHub. Tools and resources Developer surveys : There’s ample research showing that developers are domain experts capable of assessing help versus harm within their own toolchain. We trust developers to critically assess GitHub Copilot’s impact on their own work. Fortunately, surveys are relatively easy to conduct, so they also serve as a quick and reliable harbinger of future impact. The questions in our GitHub Copilot Developer Survey provide insights on how Copilot has helped; what are its shortcomings; and for what it is used. User engagement data: In addition to survey responses, the Copilot Metrics API and Copilot User Management API provide measures related to how your developers are using Copilot. Measures such as Average Daily Active Users and Total Acceptance Rate can help identify where further enablement of your team is required. Adoption Goal: Targeted teams are enabled and actively using GitHub Copilot. Exit criteria: >80% of committed licenses are assigned and active with neutral-or-better impact to system-level metrics. As you expand use of Copilot across your organization, in addition to observing the measures used during evaluation, consider using the Copilot Billing and Plans Dashboard to understand where further enablement may be required. Insight: Microsoft research finds that it can take 11 weeks for users to fully realize the satisfaction and productivity gains of using AI tools. In the 2022-2023 Microsoft Copilot Impact randomized controlled trial (RCT), the treatment group (developers with access to Copilot) experienced a raw adoption increase of 26.4% within two weeks when they received enablement reminder emails. Tools and resources The following tools and resources support enablement during the Adoption stage and enable trialing engineers during the Evaluation stage: Microsoft Learn: GitHub Copilot : Free courses on using GitHub Copilot Getting started with GitHub Copilot : Video tutorials for getting started in VS Code GitHub community Copilot discussions : Great resource for admins and developer champions, with lots of valuable information and tips GitHub Copilot docs : Docs covering everything from getting started to troubleshooting and feature enhancements If you’re not seeing high levels of product fit in your survey responses and API measures, we recommend using follow-up interviews to understand any challenges engineers may be experiencing and to provide additional enablement. Running your own developer surveys will help you learn about and improve your engineering efforts, but first you should consider your motivation. For example, we have three primary goals: evaluate overall developer tooling satisfaction, prioritize which pain points to address, and chart how well we've done addressing them. These goals guide the questions we ask. Similarly, it's best to employ a variety of stakeholders to your questions. We work with data scientists from Shopify's talent research and insights team, directors and VPs from different departments, and various subject matter experts to create and refine our questions. Survey fatigue can be a real problem, so we try to keep our surveys succinct. Our big, twice annual developer surveys take about 15 to 20 minutes to complete, and even then we only send it to half the company at once, so they don’t have to take it again. We also try to keep surveys relatively simple, often relying on the "5-point Likert" method, where participants rate a statement on a scale of 1-5. Mark Côté // Director of Engineering, Developer Infrastructure // Shopify Most organizations are continually seeking to improve their developers’ productivity and effectiveness. You may observe improvements to measures that are already part of your team’s engineering scorecard (e.g. PR lead time, story points, change failure rate), but they shouldn’t be the focus of this stage. Instead, focus on managing change as your team integrates a new tool into their daily practice—in this case, GitHub Copilot. If you see a regression in any of your engineering scorecard measures during your Copilot deployment, pause to examine the root cause. If Copilot is a contributing factor, adjust your enablement or deployment strategy as necessary. Ensure your developers have received proper training and have access to resources when they need help. Once you’ve fully integrated Copilot into your team’s daily engineering practice, then you can turn your attention toward realizing system-level improvements specific to your organization’s goals (e.g. reducing time-to-market, cost-of-delivery, risk). Optimization Goal: Positive impacts on organization-specific goals. Methodology: Realize and channel efficiency gains toward positive business outcomes (e.g. faster time-to-market, lower cost-of-delivery). Once your team has adopted GitHub Copilot, you can start to focus on the system-level improvements most important to your organization. Each organization is unique. Some organizations may be meeting their quality targets but want to increase velocity. For others, code smells and technical debt may be a pain point. We recommend an overarching three-step process for optimizing and sustaining Copilot impact over the long term: Set your system-level goals Decide on the system-level targets that are most important to your organization. We recommend a holistic perspective that considers multiple measures and takes a sustainable approach to improvements. Monitor both quality and speed measures, even if one is the main focus, so that you notice any unintended consequences as early as possible. Continue to focus on leading indicators of developer happiness and engagement as they will underpin system-level improvements. For justification and maximizing value, some organizations may choose a Business Value Engineering lens to help with this decision. As you measure progress towards your system-level goals (see step 3 below), it may be necessary to adjust your goals or provide enablement beyond the implementation of Copilot. Tip: Your tactical plans should align with the goals you set. Once a critical mass of your team has adopted Copilot (typically, greater than 80%), it's reasonable to expect visible impact on downstream engineering measures – but only if engineering leaders direct surplus capacity toward meaningful goals. If developer's don't have adequate direction, the surplus capacity is likely to diffuse across activities and be less visible. If your organization provides teams with significant autonomy, it may be necessary to record both (a) how much and (b) where surplus capacity is directed. This will maximize your ability to measure impact on system-level measures. Setup/access tools that enable goal measurement For some organizations, the engineering system extends beyond the GitHub platform. Consider whether you need to leverage additional data sources to enable measurement of your system-level goals. The SPACE framework provides examples of system-level indicators that may be helpful for measuring progress towards your goal. Monitor measures Decide on the frequency to monitor system-level measures. Often, this may be aligned with your engineering cadence—we recommend no more than weekly or every two weeks. Many teams choose to examine their engineering scorecards during a monthly “Engineering Fundamentals” review meeting. Concurrently, continue to observe the quantitative measures related to Copilot engagement (from the Copilot Metrics API and Billing and Plans Dashboard). We also recommend continuing to use the Copilot survey on a six-month basis, at minimum, to provide early indicators of any potential concerns related to usage. Alternatively, embed questions relating to GitHub Copilot into your organization’s developer surveys or provide synchronous feedback opportunities to check in on the Copilot experience. Tip : Many leaders want to quantify a return on investment (ROI) from Copilot. Any impact beyond coding is indirect, and the downstream possibilities are endless. Thus, we must be careful when searching for causality in system-level measures like code coverage, story points delivered, cycle time, etc. It is likely that Copilot will impact various system-level measures, but any number of things—shifting priorities, staffing changes, live site outages, and stage-of-development can impact system-level measures. When situational dynamics are powerful, Copilot is more likely to be a mitigating factor than a driving force. Sustained Efficiency Goal: Continuous evaluation and improvement. Methodology: As both the team composition and business goals change, adapt and sustain GitHub Copilot’s impact. Relevant metrics (see glossary ) : All measures from the Adoption and Evaluation stages, plus measures tailored to your organization’s goals. Organizations change over time. Employ measures from the Optimization stage as a form of feedback on where changes might be required in your engineering system. Be on the lookout for business factors that may require you to shift priorities, move your targets, and consider alternative system-level measures. Even as you sustain use of Copilot, continue to analyze surveys and quantitative engagement measures to ensure all developers are able to experience Copilot’s impact. Address any identified barriers and provide additional required enablement. How to learn more Our approach to measuring Copilot’s impact is informed by the many research studies we have undertaken: Research: Quantifying GitHub Copilot’s impact on code quality The economic impact of the AI-powered developer lifecycle and lessons from GitHub Copilot Survey reveals AI’s impact on the developer experience Research: quantifying GitHub Copilot’s impact on developer productivity and happiness Research: How GitHub Copilot helps improve developer productivity We have consistently observed the need to focus on Copilot enablement, and that system-level impacts can be diverse and are highly dependent on context. This is why we recommend selecting system-level goals only once engineers are experiencing satisfaction and efficiency using Copilot. We also recommend being clear and consistent when communicating to engineering teams about where Copilot productivity gains should be directed. We are committed to learning with our customers and partners on how we can use AI as part of sustainable, safe, and productive engineering systems. We will continue to share our insights. Next up, let’s take a look at ways to shape your internal AI policy and governance to promote appropriate and effective use. Up next: Empower developers with AI policy and governance Get started with GitHub Copilot | 2026-01-13T08:49:37 |
https://dev.to/t/drizzle | Drizzle - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close # drizzle Follow Hide Create Post Older #drizzle posts 1 2 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu The Ultimate Guide to Drizzle ORM + PostgreSQL (2025 Edition) Sameer Saleem Sameer Saleem Sameer Saleem Follow Jan 13 The Ultimate Guide to Drizzle ORM + PostgreSQL (2025 Edition) # webdev # drizzle # postgres # typescript Comments Add Comment 3 min read How to Seed Data in Drizzle (The Right Way) teaganga teaganga teaganga Follow Dec 1 '25 How to Seed Data in Drizzle (The Right Way) # webdev # drizzle # javascript # typescript Comments Add Comment 3 min read The Great ORM Pivot: Why Teams are Moving to Drizzle in 2025 Sameer Saleem Sameer Saleem Sameer Saleem Follow Dec 30 '25 The Great ORM Pivot: Why Teams are Moving to Drizzle in 2025 # webdev # drizzle Comments Add Comment 2 min read Step-by-Step: Implementing Custom Decorators in NestJs Using Class-Validator and Drizzle Ruben Alvarado Ruben Alvarado Ruben Alvarado Follow Nov 18 '25 Step-by-Step: Implementing Custom Decorators in NestJs Using Class-Validator and Drizzle # typescript # drizzle # postgres # nestjs 1 reaction Comments 2 comments 7 min read How does Drizzle handle migrations - Part 1 websilvercraft websilvercraft websilvercraft Follow Oct 9 '25 How does Drizzle handle migrations - Part 1 # javascript # webdev # drizzle # typescript Comments Add Comment 2 min read New modern stack for fullstack apps Dmitry Bikishov Dmitry Bikishov Dmitry Bikishov Follow Nov 8 '25 New modern stack for fullstack apps # bunjs # elysia # vue # drizzle 6 reactions Comments 1 comment 3 min read Authentication Using Better-Auth (Basics Tutorial) Zul Ikram Musaddik Rayat Zul Ikram Musaddik Rayat Zul Ikram Musaddik Rayat Follow Sep 17 '25 Authentication Using Better-Auth (Basics Tutorial) # betterauth # nextjs # drizzle # fullstack 2 reactions Comments 3 comments 3 min read Building a SaaS in Railway's Way r4k3labs r4k3labs r4k3labs Follow Aug 11 '25 Building a SaaS in Railway's Way # nextjs # betterauth # drizzle # railway Comments Add Comment 4 min read 🚀 Best ORM for NestJS in 2025: Drizzle ORM vs TypeORM vs Prisma Sasith Warnaka Sasith Warnaka Sasith Warnaka Follow Sep 13 '25 🚀 Best ORM for NestJS in 2025: Drizzle ORM vs TypeORM vs Prisma # drizzle # typeorm # prisma # nestjs 1 reaction Comments 1 comment 3 min read Drizzle ORM Claude Code: Modern TypeScript Development pipipi-dev pipipi-dev pipipi-dev Follow Sep 4 '25 Drizzle ORM Claude Code: Modern TypeScript Development # typescript # drizzle # orm # claudecode Comments Add Comment 5 min read How to Test Your Node.js & Postgres App Using Drizzle & PGlite Benjamin Daniel Benjamin Daniel Benjamin Daniel Follow Aug 2 '25 How to Test Your Node.js & Postgres App Using Drizzle & PGlite # pglite # drizzle # node # vitest 4 reactions Comments Add Comment 2 min read How to Test Your Node.js & Postgres App Using Drizzle & PGlite Benjamin Daniel Benjamin Daniel Benjamin Daniel Follow Aug 2 '25 How to Test Your Node.js & Postgres App Using Drizzle & PGlite # pglite # drizzle # node # vitest 9 reactions Comments 2 comments 2 min read The Developer's Guide to Never Messing Up Time Zones Again: A TypeScript, Drizzle, and PostgreSQL Journey Jackson Kasi Jackson Kasi Jackson Kasi Follow Jul 19 '25 The Developer's Guide to Never Messing Up Time Zones Again: A TypeScript, Drizzle, and PostgreSQL Journey # typescript # drizzle # postgres # timezones 7 reactions Comments 4 comments 10 min read 🚀 Building a Tauri v2 + Drizzle + SQLite App — Starter Template Mohamed Djelaili Mohamed Djelaili Mohamed Djelaili Follow Jun 21 '25 🚀 Building a Tauri v2 + Drizzle + SQLite App — Starter Template # tauri # drizzle # sqlite 3 reactions Comments Add Comment 2 min read 🚀 Zero-Config Database Setup with Drizzle ORM - From Zero to Hero in 30 Seconds Dev Gaurav Jatt Dev Gaurav Jatt Dev Gaurav Jatt Follow Jun 10 '25 🚀 Zero-Config Database Setup with Drizzle ORM - From Zero to Hero in 30 Seconds # drizzle # postgres # nextjs # database 5 reactions Comments 2 comments 3 min read Zero-Config DB Setup with Drizzle ORM Using drizzle-setup CLI Dev Gaurav Jatt Dev Gaurav Jatt Dev Gaurav Jatt Follow Jun 7 '25 Zero-Config DB Setup with Drizzle ORM Using drizzle-setup CLI # javascript # drizzle # webdev # nextjs 11 reactions Comments 5 comments 2 min read Pagination with COUNT(*) OVER() in Atlassian Forge SQL: How to avoid double queries — and stay secure in TypeScript Vasiliy Zakharchenko Vasiliy Zakharchenko Vasiliy Zakharchenko Follow Apr 6 '25 Pagination with COUNT(*) OVER() in Atlassian Forge SQL: How to avoid double queries — and stay secure in TypeScript # atlassian # forge # drizzle # sql Comments Add Comment 2 min read Type-safe ORM for Atlassian Forge SQL: forge-sql-orm with Drizzle support Vasiliy Zakharchenko Vasiliy Zakharchenko Vasiliy Zakharchenko Follow Apr 5 '25 Type-safe ORM for Atlassian Forge SQL: forge-sql-orm with Drizzle support # forge # atlassian # drizzle # opensource Comments Add Comment 5 min read Fastify API with Postgres and Drizzle ORM Vladimir Vovk Vladimir Vovk Vladimir Vovk Follow Mar 31 '25 Fastify API with Postgres and Drizzle ORM # node # api # fastify # drizzle 11 reactions Comments Add Comment 6 min read Seeding and deploying HONC apps ambergristle ambergristle ambergristle Follow for Fiberplane Mar 24 '25 Seeding and deploying HONC apps # hono # d1 # drizzle # honc 3 reactions Comments Add Comment 14 min read Simplifying Test Data Generation with Drizzle ORM Karibash Karibash Karibash Follow Mar 16 '25 Simplifying Test Data Generation with Drizzle ORM # webdev # database # drizzle # typescript 5 reactions Comments Add Comment 3 min read Create a fullstack Next.js 15 app with Drizzle ORM, Postgresql, Docker Gourav Ghosal Gourav Ghosal Gourav Ghosal Follow Mar 15 '25 Create a fullstack Next.js 15 app with Drizzle ORM, Postgresql, Docker # webdev # postgres # drizzle # nextjs Comments Add Comment 6 min read How to create a multi-server discord economy bot Lazar Todorovic Lazar Todorovic Lazar Todorovic Follow Feb 18 '25 How to create a multi-server discord economy bot # discord # drizzle # typescript # node Comments Add Comment 11 min read Setting Up Drizzle & Postgres with tRPC and Next.js App Rakesh Potnuru Rakesh Potnuru Rakesh Potnuru Follow Dec 25 '24 Setting Up Drizzle & Postgres with tRPC and Next.js App # webdev # drizzle # postgres # trpc 3 reactions Comments 1 comment 6 min read Quick REST API with Hono JS and Drizzle ORM Aaron K Saunders Aaron K Saunders Aaron K Saunders Follow Dec 16 '24 Quick REST API with Hono JS and Drizzle ORM # webdev # drizzle # honojs # fullstack 13 reactions Comments Add Comment 4 min read loading... trending guides/resources New modern stack for fullstack apps Step-by-Step: Implementing Custom Decorators in NestJs Using Class-Validator and Drizzle The Great ORM Pivot: Why Teams are Moving to Drizzle in 2025 The Ultimate Guide to Drizzle ORM + PostgreSQL (2025 Edition) How to Seed Data in Drizzle (The Right Way) 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions Faizan Firdousi Love Computer Science | linux | Go | DevOps | cloud Location Pune, Maharashtra,India Joined Joined on Oct 27, 2024 github website twitter website Education Bachelor of Engineering in Computer Science Pronouns He/Him More info about @faizanfirdousi Badges One Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least one year. Got it Close Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close Skills/Languages Generalist as of now Currently learning Computer Networks, Go lang, Python Post 17 posts published Comment 2 comments written Tag 18 tags followed Database Design Best Practice: Store Categorical Data as IDs, Not Strings Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jan 11 Database Design Best Practice: Store Categorical Data as IDs, Not Strings # database # backend # sql # architecture Comments Add Comment 2 min read Want to connect with Faizan Firdousi? Create an account to connect with Faizan Firdousi. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in My Key Takeaways from DDIA Chapter 1: Reliability, Scalability, and Maintainability Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jan 7 My Key Takeaways from DDIA Chapter 1: Reliability, Scalability, and Maintainability # systemdesign # distributedsystems # architecture # computerscience Comments Add Comment 2 min read Why Docker Is Not Truly Native on Windows and macOS Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Nov 29 '25 Why Docker Is Not Truly Native on Windows and macOS # devops # linux # containers # docker 1 reaction Comments Add Comment 1 min read Understanding Docker Networking: A Practical, Small-Scale Production Emulation Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Nov 29 '25 Understanding Docker Networking: A Practical, Small-Scale Production Emulation # devops # docker # containers # linux 1 reaction Comments Add Comment 2 min read Building a Production-Ready DevOps Pipeline: URL Shortener with Docker, GitHub Actions & AWS Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Nov 23 '25 Building a Production-Ready DevOps Pipeline: URL Shortener with Docker, GitHub Actions & AWS # cicd # docker # aws # devops 1 reaction Comments Add Comment 2 min read How War Shaped the Foundations of Modern Computer Science Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Nov 21 '25 How War Shaped the Foundations of Modern Computer Science # computerscience # architecture 1 reaction Comments Add Comment 2 min read A Developer’s Guide to Terminal Editors: Vim, Nano, and Emacs Explained Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Nov 21 '25 A Developer’s Guide to Terminal Editors: Vim, Nano, and Emacs Explained # devops # linux # aws # cloud 1 reaction Comments Add Comment 2 min read The Evolution of HTTP: From HTTP/1.1 to HTTP/2 to HTTP/3 Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Sep 2 '25 The Evolution of HTTP: From HTTP/1.1 to HTTP/2 to HTTP/3 Comments Add Comment 7 min read How a Simple Bitwise AND Decides If Two Computers Can Talk Directly Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Aug 1 '25 How a Simple Bitwise AND Decides If Two Computers Can Talk Directly # networking # cloud # devops # computerscience 1 reaction Comments Add Comment 2 min read The Special Role of 127.0.0.0/8 in Networking Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jul 30 '25 The Special Role of 127.0.0.0/8 in Networking # networking # computerscience Comments Add Comment 1 min read How Computers Keep Track of Time: The Story of NTP Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jul 29 '25 How Computers Keep Track of Time: The Story of NTP # linux # devops # computerscience Comments Add Comment 2 min read Why Linux Has Both /bin and /usr/bin: A Brief History of Unix Design Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jul 29 '25 Why Linux Has Both /bin and /usr/bin: A Brief History of Unix Design Comments 1 comment 1 min read How does actually HTTPS works, overview of TLS Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jul 29 '25 How does actually HTTPS works, overview of TLS Comments Add Comment 2 min read I Tried Quantum Computing: A Simple Guide to Qubits and Quantum Logic Gates Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Mar 27 '25 I Tried Quantum Computing: A Simple Guide to Qubits and Quantum Logic Gates Comments Add Comment 5 min read Bandwidth and Throughput: A Clear Comparison You Need to Know Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Mar 9 '25 Bandwidth and Throughput: A Clear Comparison You Need to Know # networking # devops # sre # computerscience 3 reactions Comments 3 comments 2 min read Transition Guide: From Java to JavaScript Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jan 22 '25 Transition Guide: From Java to JavaScript # webdev # javascript # java # programming 1 reaction Comments 1 comment 4 min read Bits,Bytes,ASCII and Unicode Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Oct 30 '24 Bits,Bytes,ASCII and Unicode Comments Add Comment 1 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close # development Follow Hide Tracking and discussing physical and cognitive milestones. Create Post Older #development posts 72 73 74 75 76 77 78 79 80 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu well... thinkpads are awesome アッシャー アッシャー アッシャー Follow Dec 21 '24 well... thinkpads are awesome # discuss # linux # development # learning Comments Add Comment 4 min read FormData en JavaScript: Guía definitiva 2025 para manejar formularios John Serrano (DEV) John Serrano (DEV) John Serrano (DEV) Follow Jan 24 '25 FormData en JavaScript: Guía definitiva 2025 para manejar formularios # javascript # webdev # programming # development 1 reaction Comments Add Comment 5 min read Automating Media Asset Creation with Cloudinary's GenAI Transformations Raymond Camden Raymond Camden Raymond Camden Follow Feb 13 '25 Automating Media Asset Creation with Cloudinary's GenAI Transformations # generativeai # python # cloudinary # development Comments Add Comment 7 min read This New AWS Serverless Stack could be a Game-Changer JNN5 JNN5 JNN5 Follow for AWS Community Builders Jan 24 '25 This New AWS Serverless Stack could be a Game-Changer # aws # docker # development # serverless Comments Add Comment 5 min read All the MongoDB Commands that You Need to Know Kaye Alvarado Kaye Alvarado Kaye Alvarado Follow for Developers @ Asurion Jan 24 '25 All the MongoDB Commands that You Need to Know # database # development Comments Add Comment 1 min read Why Choose Nested CSS Over Regular CSS? A Developer’s Guide to Cleaner Styling DCT Technology Pvt. Ltd. DCT Technology Pvt. Ltd. DCT Technology Pvt. Ltd. Follow Jan 24 '25 Why Choose Nested CSS Over Regular CSS? A Developer’s Guide to Cleaner Styling # webdev # css # nestedcss # development 4 reactions Comments Add Comment 2 min read Multiple fields sorting with a time saving function for server side developer (api pagination) Nurul Islam Rimon Nurul Islam Rimon Nurul Islam Rimon Follow Jan 23 '25 Multiple fields sorting with a time saving function for server side developer (api pagination) # javascript # productivity # api # development 1 reaction Comments Add Comment 4 min read Custom WordPress Development: Unlocking the Potential of Your Website apptagsolution00 apptagsolution00 apptagsolution00 Follow Jan 23 '25 Custom WordPress Development: Unlocking the Potential of Your Website # wordpressdevelopment # development # wordpress Comments Add Comment 3 min read Native Apps vs. Progressive Web Apps (PWAs): Which One is Right for Your Business? DCT Technology Pvt. Ltd. DCT Technology Pvt. Ltd. DCT Technology Pvt. Ltd. Follow Jan 23 '25 Native Apps vs. Progressive Web Apps (PWAs): Which One is Right for Your Business? # pwa # reactnative # development # javascript 1 reaction Comments Add Comment 2 min read Custom WordPress Development: A Smart Investment for IT Companies Quyên Nguyễn Quyên Nguyễn Quyên Nguyễn Follow Dec 20 '24 Custom WordPress Development: A Smart Investment for IT Companies # development # software # wordpress # webdev Comments Add Comment 3 min read Streams in Java: Mastering or abuse? bryam vega bryam vega bryam vega Follow Jan 22 '25 Streams in Java: Mastering or abuse? # discuss # java # development # programming 5 reactions Comments Add Comment 5 min read Rob Snyder's Pointers Towards Product-Market Fit Shrijith Venkatramana Shrijith Venkatramana Shrijith Venkatramana Follow Jan 22 '25 Rob Snyder's Pointers Towards Product-Market Fit # career # learning # softwaredevelopment # development 17 reactions Comments Add Comment 4 min read PathGen with Daytona: Revolutionizing Personalized Learning Paths Raghu Raghu Raghu Follow Dec 19 '24 PathGen with Daytona: Revolutionizing Personalized Learning Paths # daytona # webdev # development # programming Comments Add Comment 3 min read Why Facing Your Fears Makes You a Cool (and Confident) Developer Reeya Guptaa Reeya Guptaa Reeya Guptaa Follow Jan 11 '25 Why Facing Your Fears Makes You a Cool (and Confident) Developer # coding # motivation # development 1 reaction Comments Add Comment 4 min read The Ultimate Git & GitHub Guide: From Beginner to Advanced Parnab Bagchi Parnab Bagchi Parnab Bagchi Follow Jan 22 '25 The Ultimate Git & GitHub Guide: From Beginner to Advanced # git # github # beginners # development 8 reactions Comments Add Comment 11 min read Mastering Docker Basics: A Comprehensive Guide for Beginners Tandap Noel Bansikah Tandap Noel Bansikah Tandap Noel Bansikah Follow Jan 22 '25 Mastering Docker Basics: A Comprehensive Guide for Beginners # docker # development # devops # containerapps 4 reactions Comments Add Comment 9 min read .NET Core Cross-Platform Development Abto Software Abto Software Abto Software Follow Jan 22 '25 .NET Core Cross-Platform Development # dotnet # programming # development 5 reactions Comments 1 comment 4 min read A Developer's Take on Cerbos: The Smarter Way to Handle Authorization Juliet Ofoegbu Juliet Ofoegbu Juliet Ofoegbu Follow Dec 19 '24 A Developer's Take on Cerbos: The Smarter Way to Handle Authorization # authorization # development # security Comments Add Comment 6 min read Best Tech Stacks Every Developer Should Know: A Comprehensive Guide Wanda Wanda Wanda Follow Jan 21 '25 Best Tech Stacks Every Developer Should Know: A Comprehensive Guide # development # api # beginners 27 reactions Comments 1 comment 6 min read How can technology advancements be leveraged in new product development The Algorithm The Algorithm The Algorithm Follow Dec 18 '24 How can technology advancements be leveraged in new product development # webdev # development # product # programming Comments Add Comment 2 min read The Complete Guide to Web Scraping: What It Is and How It Can Help Businesses Emma Emma Emma Follow Jan 10 '25 The Complete Guide to Web Scraping: What It Is and How It Can Help Businesses # webscraping # datascience # development # javascript 2 reactions Comments 1 comment 4 min read Open Source Software Weaknesses – And a Possible Solution Sergey Ilyevsky Sergey Ilyevsky Sergey Ilyevsky Follow Jan 21 '25 Open Source Software Weaknesses – And a Possible Solution # opensource # development 4 reactions Comments 1 comment 8 min read Odoo POS Implementation: A Step-by-Step Guide for Success Đào Duy Hòa Đào Duy Hòa Đào Duy Hòa Follow Jan 21 '25 Odoo POS Implementation: A Step-by-Step Guide for Success # development # software Comments Add Comment 4 min read AI Security System for Businesses: A Must-Have Checklist Phyniks Phyniks Phyniks Follow Dec 18 '24 AI Security System for Businesses: A Must-Have Checklist # ai # development # security Comments Add Comment 7 min read Don't use AI for testing Franco Franco Franco Follow Dec 22 '24 Don't use AI for testing # testing # ai # development # coding 1 reaction Comments Add Comment 2 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://open.forem.com/t/gig | Gig - Open Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Open Forem Close # gig Follow Hide Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Why India’s Gig Worker Strike Is About Technology Qwegle Tech Qwegle Tech Qwegle Tech Follow Dec 31 '25 Why India’s Gig Worker Strike Is About Technology # news # gig # gigworkers # company Comments Add Comment 4 min read loading... trending guides/resources Why India’s Gig Worker Strike Is About Technology 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Open Forem — A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Open Forem © 2016 - 2026. Where all the other conversations belong Log in Create account | 2026-01-13T08:49:37 |
http://nuxt.com/ | Nuxt: The Full-Stack Vue Framework v4.2.2 Docs Modules Templates Resources Enterprise Blog Search… k 59.3K The Full-Stack Vue Framework Build fast, production-ready web apps with Vue. File-based routing, auto-imports, and server-side rendering — all configured out of the box. Get started Nuxt in 100 seconds Minimal Routing Data Fetching Auto-Imports API Routes app app.vue package.json app/app.vue < script setup lang = " ts " > const version = 4 </ script > < template > < h1 > Hello Nuxt {{ version }} ! </ h1 > </ template > < style scoped > h1 { font-size : 3rem ; } </ style > app pages blog index.vue app.vue package.json app/pages/index.vue < template > < h1 > Index page </ h1 > < NuxtLink to = " /blog/hello-world " > Go to blog post </ NuxtLink > </ template > app pages blog index.vue app.vue package.json app/pages/index.vue < script setup lang = " ts " > const { data : page } = await useFetch ( ' /api/cms/home ' ) </ script > < template > < h1 >{{ page . title }}</ h1 > < NuxtLink to = " /blog/hello-world " > Go to blog post </ NuxtLink > </ template > app components composables app.vue package.json app/app.vue < script setup > const message = ref ( ' Nuxt ' ) const hello = () => sayHello (message . value) </ script > < template > < main > < h1 > Demo with auto imports </ h1 > < form @ submit . prevent = " hello " > < MyInput v-model = " message " /> < button type = " submit " > Say Hello </ button > </ form > </ main > </ template > app server api hello.ts package.json server/api/hello.ts export default defineEventHandler ( ( event ) => { return { message : ' Hello World ' } } ) Chosen by leading companies worldwide Everything you need, nothing you don't Nuxt handles the architecture so you can focus on building. 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Middleware Protect or add custom logic (localization, A/B testing) before rendering pages. Type-safe with TypeScript Write type-safe code with automatically generated types and tsconfig.json. Deep dive into Nuxt now Start reading docs Nuxt offers a compelling solution and a great ecosystem to help you ship fullstack Vue apps that are performant and SEO friendly. The flexibility to choose between SSR and SSG is icing on the cake. Evan You Creator of Vue.js and Vite Built on proven tools Vue for the frontend. Nitro for the server. Your choice of bundler. Frontend with Vue.js Nuxt is built on top of Vue.js, leveraging its reactive, component-based architecture to create powerful, scalable, and seamless web applications. vuejs.org Bundler with Vite Nuxt leverages Vite's frontend build capabilities, powering rapid development of web applications with instant HMR for the best developer experience. vite.dev Server with Nitro Nuxt uses Nitro as server engine to build versatile full-stack web applications, ready for deployment on any platform. nitro.build Trusted by developers worldwide Powering startups to enterprises. 100% open source. 3.6M Monthly downloads 59.3K GitHub Stars Open source Every line of Nuxt is written by developers like you. Start contributing 102k Followers 32k Members Extend Nuxt with plug & play modules Nuxt has a rich module ecosystem, with both official and community-driven modules. This accelerates development by providing ready-to-use solutions for common needs. 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https://dev.to/luigiescalante/choosing-your-path-avenger-front-end-vs-men-in-black-back-end--44em | Choosing Your Path: Avenger (Front-End) vs Men in Black (Back-End) - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Luigi Escalante Posted on Jan 5 Choosing Your Path: Avenger (Front-End) vs Men in Black (Back-End) # discuss # career # webdev # beginners While software engineers often find themselves performing both front-end and back-end tasks, it is common to develop a preference for one area or to possess stronger skills in either front-end or back-end development. This inclination typically shapes your professional identity and influences the type of work you seek out. One aspect that many newcomers overlook is the impact of the company's environment on these two roles. The work culture, team dynamics, and expectations can differ significantly between front-end and back-end positions, and understanding these distinctions is essential when deciding which path to follow. To illustrate the difference in a lighthearted way: ask yourself, do you want to be an Avenger or a member of the Men in Black? This analogy captures the contrasting nature of front-end and back-end roles in the world of software engineering. Front-End Developers: The Avengers of Software Engineering The “Heroes” from the Customer’s Perspective As a front-end developer, you often become the “hero” of the project in the eyes of the customer or end user. Your work is always the center of attention from the outside world. While a software project involves many areas—such as infrastructure, back-end development, project managers, designers, and testers—even a small successful change on the front end is highly appreciated by the customer. Most of the congratulations and recognition are based on the user experience you help create. Imagine this scenario: a new app update improves the user experience and makes it easier and faster to find results. All the comments and praise will focus on the great job you did. In contrast, consider if you migrate the database to a new engine to improve performance, but there’s no visible change to the user experience. In this case, no one will say, “I don’t know what you did, but the app is faster—thank you.” Infrastructure and back-end work often pass without comment or glory. Judged by the World Front-end developers, like heroes, are judged by society. The entire world evaluates your work. Since everyone has an opinion, you will receive criticism and negative comments, and sometimes you’ll be blamed for problems beyond your control, the most famous example is the comment “The last version is better”, “I think is better if this is like …”. Everyone will be an expert. Noncommon skills for Front-End Developers Effective Communication with Non-Technical Audiences Front-end developers spend a significant portion of their time—about 80%—interacting with a diverse range of individuals. This includes direct communication with end users, directors, external users, and even responding to feedback from people they may never meet in person. Each group brings its own unique perspectives and requirements, and front-end developers must be able to understand and address these varying needs effectively. Basic Understanding of UX and Design Principles Possessing foundational knowledge in user experience (UX) and design is vital for front-end developers. This expertise enables them to create interfaces that are both visually appealing and functional, ensuring that the final product aligns with user expectations and enhances overall satisfaction. A Keen Eye for Detail and Perfectionism Much like artists, front-end developers must pay close attention to detail. Even the slightest deviation—such as a pixel out of place—will often be noticed and reported by users. Striving for perfection in the visual and interactive aspects of a project is essential, as these elements are constantly under public scrutiny. Prioritizing the Needs of End Users The primary goal of a front-end developer is to ensure that end users are satisfied with the final product. This means consistently considering what will make users happy, rather than prioritizing personal preferences or suggestions from other departments. The user experience should always come first in the decision-making process. Back-End Developers: “We are men in black” “Anonymous is your name, the silence your language, you will remember as maybe I saw you.” Back-end developers often operate behind the scenes, much like the agents in "Men in Black." Their contributions, though critical, generally remain anonymous to the wider world. Their achievements are challenging to showcase outside of technical circles. When it comes to presenting themselves professionally, whether on a resume or during a job interview, back-end developers may find it difficult to communicate the value of their work. They can display scripts or APIs, but these are only truly understood by other technical professionals. Non-technical individuals tend to respond with a polite “Ok, cool,” before moving on, not fully grasping the complexity or significance of the work involved. This lack of visibility extends to personal life as well. When a developer creates an app or a website, family members can proudly say, “My son made this.” However, for back-end engineers, their contributions often go unrecognized and unmentioned, even by those closest to them. “You’re not belong to the system you are over the system” Back-end development teams frequently operate without the need to explain their actions to non-technical audiences. This is especially true when they are engaged in designing databases, adding or removing fields, executing migration processes, making critical changes, or requesting additional computational resources. Because these activities are largely invisible to end users and stakeholders outside the technical sphere, the teams can focus on ensuring the system’s stability and efficiency without needing to justify their decisions to those unfamiliar with the technical complexities involved. Team Structure and Resource Allocation Back-end development teams are sometimes larger than their front-end counterparts. This is often based on the understanding that the back end serves as the backbone of any software system. As a result, back-end teams tend to receive more financial and human resources. Whether or not this approach is ideal can be debated, but it reflects common practices in many organizations. Noncommon skills for Back-End Developers Global Risk Management Back-end developers must always prioritize safeguarding the entire system over accommodating minor requests. The integrity and security of information are paramount; if critical data is lost, the consequences can be catastrophic. Therefore, if a proposed change introduces risk for the sake of a few users, it is better to avoid it. Protecting the whole system is more important than meeting individual demands. Maintaining a Cold Mind Regardless of circumstances, back-end developers need to think precisely and respond quickly to problems. Unlike front-end developers, who may have others to help address visible bugs, back-end developers are often the last line of defense. When issues arise, there is no backup team; they are the backbone of the system and must solve problems directly and efficiently, even under pressure. Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Luigi Escalante Follow Software Engineer fan from Ethical Hacking, Software Architecture, Anime and Coffee. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close VS Code Follow Hide Official tag for Visual Studio Code, Microsoft's open-source editor Create Post about #vscode We welcome anyone with any kind of vscode passion. Some new hot feature or extension, we would love to read it. Older #vscode posts 1 2 3 4 5 6 7 8 9 … 75 … 183 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Why Global Undo Sucks: Building Line-Level Undo/Redo for VS Code Namasivaayam L Namasivaayam L Namasivaayam L Follow Jan 12 Why Global Undo Sucks: Building Line-Level Undo/Redo for VS Code # vscode # opensource # extensions # programming 7 reactions Comments Add Comment 4 min read Making VS Code "Read My Mind": Building Smart Context Awareness freerave freerave freerave Follow Jan 10 Making VS Code "Read My Mind": Building Smart Context Awareness # showdev # vscode # productivity # freerave Comments Add Comment 2 min read Exploring Modern Python Type Checkers Nicolas Galler Nicolas Galler Nicolas Galler Follow Jan 12 Exploring Modern Python Type Checkers # python # tooling # vscode Comments Add Comment 2 min read I got tired of memorizing swaggo comment order, so I made this WonJeong Kim WonJeong Kim WonJeong Kim Follow Jan 9 I got tired of memorizing swaggo comment order, so I made this # showdev # go # vscode # swagger Comments Add Comment 3 min read Writing a Novel the Developer Way Burve (Burve Story Lab) Burve (Burve Story Lab) Burve (Burve Story Lab) Follow Jan 12 Writing a Novel the Developer Way # writing # git # vscode # markdown Comments Add Comment 7 min read [TIL] Markdown Paste: A VSCode Powerhouse for Pasting Images Evan Lin Evan Lin Evan Lin Follow Jan 11 [TIL] Markdown Paste: A VSCode Powerhouse for Pasting Images # productivity # tooling # vscode Comments Add Comment 2 min read VS Code Plugin for Colab Released by Google Evan Lin Evan Lin Evan Lin Follow Jan 11 VS Code Plugin for Colab Released by Google # news # google # machinelearning # vscode Comments Add Comment 3 min read “While Others Wait for VS Code to Load, I’m Already Coding in Ecode.” Lokajna Lokajna Lokajna Follow Jan 10 “While Others Wait for VS Code to Load, I’m Already Coding in Ecode.” # coding # vscode # opensource # privacy Comments Add Comment 3 min read Setup C programming language for Windows users Raphaël T Raphaël T Raphaël T Follow Jan 9 Setup C programming language for Windows users # programming # c # cpp # vscode Comments Add Comment 1 min read How do you build serious features using only VS Code’s public APIs? GetPochi GetPochi GetPochi Follow Jan 9 How do you build serious features using only VS Code’s public APIs? # vscode # programming # llm # ai Comments Add Comment 5 min read Stop Context Switching: How I Built a Tool to Generate Elite AI Prompts Inside VS Code Seçkin Seçkin Seçkin Follow Jan 9 Stop Context Switching: How I Built a Tool to Generate Elite AI Prompts Inside VS Code # vscode # ai # productivity # promptengineering Comments Add Comment 2 min read December 2025 VS Code Update (Version 1.108) – What’s New and Why It Matters Muhammad Hamid Raza Muhammad Hamid Raza Muhammad Hamid Raza Follow Jan 9 December 2025 VS Code Update (Version 1.108) – What’s New and Why It Matters # news # vscode # tutorial # productivity Comments Add Comment 2 min read I built an AI that detects your mood while coding (Locally in VS Code) 🧠✨ freerave freerave freerave Follow Jan 8 I built an AI that detects your mood while coding (Locally in VS Code) 🧠✨ # vscode # productivity # opensource # javascript Comments Add Comment 1 min read How GitHub Pull Requests in VS Code Improved My Open-Source Workflow Chimaobi Prince Chimaobi Prince Chimaobi Prince Follow Jan 8 How GitHub Pull Requests in VS Code Improved My Open-Source Workflow # devops # github # vscode # cloud Comments Add Comment 4 min read How do you build serious features using only VS Code’s public APIs? GetPochi GetPochi GetPochi Follow Jan 8 How do you build serious features using only VS Code’s public APIs? # vscode # programming # llm # ai Comments Add Comment 5 min read VScode 的自動執行機制--Tasks codemee codemee codemee Follow Jan 12 VScode 的自動執行機制--Tasks # vscode 1 reaction Comments Add Comment 1 min read VSCode custom code snippets in Inbox Zero codebase. Ramu Narasinga Ramu Narasinga Ramu Narasinga Follow Jan 7 VSCode custom code snippets in Inbox Zero codebase. # opensource # vscode # codesnippet # typescript Comments Add Comment 4 min read Unlock Unlimited AI for n8n with VS Code (No Quotas, No Cloud Required) Etienne Lescot Etienne Lescot Etienne Lescot Follow Jan 7 Unlock Unlimited AI for n8n with VS Code (No Quotas, No Cloud Required) # n8n # vscode # ai # agentaichallenge Comments 1 comment 2 min read Enhancing Todo Tree in VS Code Janko Janko Janko Follow Jan 4 Enhancing Todo Tree in VS Code # vscode # todotree # productivity Comments Add Comment 2 min read Introduction to Prompt-Driven Development Cynthia Zanoni Cynthia Zanoni Cynthia Zanoni Follow for Microsoft Azure Jan 5 Introduction to Prompt-Driven Development # vscode # githubcopilot Comments Add Comment 3 min read Creating a Reliable VS Code Task for New DEV.to Posts (Windows + PowerShell) Janko Janko Janko Follow Jan 3 Creating a Reliable VS Code Task for New DEV.to Posts (Windows + PowerShell) # vscode # productivity # shortcut # devto Comments Add Comment 2 min read I built a "VSCode-Exclusive" BBS for Software Engineers using PocketBase ysknsn ysknsn ysknsn Follow Jan 3 I built a "VSCode-Exclusive" BBS for Software Engineers using PocketBase # pocketbase # vscode Comments Add Comment 2 min read You Learn Something Every Day While Coding, Then You Forget It Timothy Adeleke Timothy Adeleke Timothy Adeleke Follow Jan 2 You Learn Something Every Day While Coding, Then You Forget It # programming # vscode 4 reactions Comments Add Comment 2 min read Using the VSCode Claude Code Extension with Bedrock and Claude Sonnet 4.5 Matt Bacchi Matt Bacchi Matt Bacchi Follow for AWS Community Builders Jan 2 Using the VSCode Claude Code Extension with Bedrock and Claude Sonnet 4.5 # aws # claudecode # vscode # bedrock 2 reactions Comments Add Comment 5 min read CodeGraph: Building Code Intelligence for the AI Era AlgoritmikX AlgoritmikX AlgoritmikX Follow Jan 2 CodeGraph: Building Code Intelligence for the AI Era # vibecoding # vscode # githubcopilot # ai Comments Add Comment 3 min read loading... trending guides/resources Raptor Mini: GitHub Copilot’s New Code-First AI Model That Developers Shouldn’t Ignore Best AI Models for Agentic Vibe Coding in VS Code (January 2026) 10 VS Code Extensions You Must Install So… what is GitHub Copilot’s "Raptor mini"and why should devs care? Extensões para VSCode Google Antigravity AI Coding: Building My Portfolio Site from Scratch How to connect a local AI model(with Ollama) to VS Code. How I created a Cozy Workspace in VS Code Tune GitHub Copilot Settings in VS Code Reliable AI workflow with GitHub Copilot: complete guide with examples Agent Skill in VS Code Code Map: Visualize Code Dependencies with LLM n8n Self-Hosted vs n8n Cloud: Which One Should You Choose in 2026? How to Use AI Models Locally in VS Code with the Continue Plugin (with Multi-Model Switching Supp... Vibe Coding: Build A Complete App From Scratch In Minutes Using GitHub Copilot. Visual Studio Code: The Complete Guide for Developers in 2025 Automate UI Bug Fixing with Chrome MCP Server and Copilot How to Add Custom Command Shortcuts in Cursor My Ultimate VS Code Setup for 2025 (Extensions, Fonts, and Themes) Switching to Zed: Made my own VSCode-Rest utility 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Computer Science 🤓 Follow Hide This tag is for sharing and asking questions about anything related to computer science, including data structures, algorithms, research, and white papers! 🤓 Create Post submission guidelines Please ensure that any post that is tagged with #computerscience is related to computer science in some way. Promotional posts will be untagged, as will posts unrelated to CS. Please also be sure that your content adheres to the DEV Code of Conduct and that your comments are constructive and kind. about #computerscience Did you learn about a new data structure recently? Or perhaps you tried to implement an algorithm in a new language? Or maybe you need help understanding a white paper? 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Right menu I Made A Fish Schooling Sim And Honestly It Was Fun As Hell A M Armaan A M Armaan A M Armaan Follow Nov 23 '25 I Made A Fish Schooling Sim And Honestly It Was Fun As Hell # computerscience # c # cuda 3 reactions Comments Add Comment 2 min read The saltiest and wrongest article about Big O ever Klaus Kazlauskas Klaus Kazlauskas Klaus Kazlauskas Follow Nov 24 '25 The saltiest and wrongest article about Big O ever # computerscience # webdev # rant # funny Comments Add Comment 3 min read HashMap in Java - Complete Documentation Ashifur nahid Ashifur nahid Ashifur nahid Follow Nov 26 '25 HashMap in Java - Complete Documentation # algorithms # computerscience # java Comments Add Comment 3 min read Key Skills of a Software Engineer in the Modern AI Era Velspark Velspark Velspark Follow Nov 29 '25 Key Skills of a Software Engineer in the Modern AI Era # computerscience # ai # programming # softwareengineering 2 reactions Comments Add Comment 3 min read Multi-threading vs. Multiprocessing Aviral Srivastava Aviral Srivastava Aviral Srivastava Follow Nov 25 '25 Multi-threading vs. Multiprocessing # architecture # computerscience # performance Comments Add Comment 5 min read 🎮 Day 2 – Foundation for Game Designers Dinesh Dinesh Dinesh Follow Dec 28 '25 🎮 Day 2 – Foundation for Game Designers # design # gamedev # computerscience # gamechallenge Comments Add Comment 1 min read Introduction to GNU, GDB, ELF, and LLDB João Godinho João Godinho João Godinho Follow Nov 23 '25 Introduction to GNU, GDB, ELF, and LLDB # programming # computerscience # c # gdb Comments Add Comment 5 min read LavinHash: Engineering Similarity - A Technical Dissection Rafa Calderon Rafa Calderon Rafa Calderon Follow Dec 27 '25 LavinHash: Engineering Similarity - A Technical Dissection # rust # algorithms # security # computerscience 12 reactions Comments Add Comment 5 min read linux day #4 Aisalkyn Aidarova Aisalkyn Aidarova Aisalkyn Aidarova Follow Dec 26 '25 linux day #4 # beginners # computerscience # linux 3 reactions Comments 1 comment 26 min read Unleashing the Power of Divide and Conquer: Data Structures and Algorithms Visakh Vijayan Visakh Vijayan Visakh Vijayan Follow Nov 23 '25 Unleashing the Power of Divide and Conquer: Data Structures and Algorithms # algorithms # beginners # computerscience Comments Add Comment 2 min read 🔑 Unlock Rust's Power: Demystifying Ownership. Meeth Gangwar Meeth Gangwar Meeth Gangwar Follow Nov 27 '25 🔑 Unlock Rust's Power: Demystifying Ownership. # coding # rust # softwaredevelopment # computerscience 1 reaction Comments Add Comment 5 min read Portfolio Project: Python Terminal Game Joshua Hall Joshua Hall Joshua Hall Follow Nov 22 '25 Portfolio Project: Python Terminal Game # python # beginners # computerscience # coding Comments Add Comment 1 min read The Future of GaaS: Big Opportunities, Rising Costs, and a Simpler Path Forward Alan Voren (PlayServ) Alan Voren (PlayServ) Alan Voren (PlayServ) Follow Dec 24 '25 The Future of GaaS: Big Opportunities, Rising Costs, and a Simpler Path Forward # showdev # computerscience # softwaredevelopment # gamedev 4 reactions Comments Add Comment 4 min read Understanding Dart Class Modifiers by Using Lattices Modestas Valauskas Modestas Valauskas Modestas Valauskas Follow Dec 19 '25 Understanding Dart Class Modifiers by Using Lattices # dart # flutter # programming # computerscience 4 reactions Comments 1 comment 3 min read Unlocking Speed: Certified Symmetry Breaking with Auxiliary Variables Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Nov 22 '25 Unlocking Speed: Certified Symmetry Breaking with Auxiliary Variables # algorithms # optimization # computerscience # parallelcomputing Comments Add Comment 2 min read Por que usar Softmax com Categorical Cross-Entropy para o problema da flor íris? João Pedro V João Pedro V João Pedro V Follow Nov 16 '25 Por que usar Softmax com Categorical Cross-Entropy para o problema da flor íris? # ai # machinelearning # computerscience # datascience Comments Add Comment 4 min read Difference Array Technique TheTenthMan TheTenthMan TheTenthMan Follow Nov 16 '25 Difference Array Technique # dsa # programming # learning # computerscience Comments Add Comment 4 min read 🧬 SKI Combinator Calculus — Programming Without Variables, Assignments, or Functions Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Follow Nov 29 '25 🧬 SKI Combinator Calculus — Programming Without Variables, Assignments, or Functions # computerscience # learning # programming Comments Add Comment 2 min read 🧩 P′′ — The Tiny Language That Inspired Brainfuck and Minimalist Computing Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Follow Nov 29 '25 🧩 P′′ — The Tiny Language That Inspired Brainfuck and Minimalist Computing # computerscience # learning # programming Comments Add Comment 2 min read 🧬 Flix — A Modern Functional Language Built on Logic, Effects, and the JVM Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Follow Nov 29 '25 🧬 Flix — A Modern Functional Language Built on Logic, Effects, and the JVM # computerscience # java # programming Comments Add Comment 2 min read 🧪 Eff — The Language Built to Explore Algebraic Effects and Structured Concurrency Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Follow Nov 29 '25 🧪 Eff — The Language Built to Explore Algebraic Effects and Structured Concurrency # computerscience # programming Comments Add Comment 2 min read ⚡ Futhark — The Functional Language Built for High-Performance Parallel Computing Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Follow Nov 29 '25 ⚡ Futhark — The Functional Language Built for High-Performance Parallel Computing # computerscience # performance # programming Comments Add Comment 2 min read 📟 HP-RPL — The Stack-Based Language Hidden Inside Classic HP Calculators Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Follow Nov 29 '25 📟 HP-RPL — The Stack-Based Language Hidden Inside Classic HP Calculators # architecture # computerscience # programming Comments Add Comment 2 min read Selection Sort Simplified: Easy Guide Saptarshi Sarkar Saptarshi Sarkar Saptarshi Sarkar Follow Nov 25 '25 Selection Sort Simplified: Easy Guide # algorithms # tutorial # computerscience # beginners Comments Add Comment 4 min read 📦 ByteLang — A Language Where Every Instruction Is Just a Single Byte Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Follow Nov 29 '25 📦 ByteLang — A Language Where Every Instruction Is Just a Single Byte # showdev # computerscience # programming Comments Add Comment 2 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://www.fsf.org/campaigns/campaigns/secure-boot-vs-restricted-boot/ | Will your computer's "Secure Boot" turn out to be "Restricted Boot"? — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search You are here: Home › Campaigns › Secure Boot vs Restricted Boot Info Will your computer's "Secure Boot" turn out to be "Restricted Boot"? by Joshua Gay Contributions — Published on Oct 12, 2011 06:20 PM To respect user freedom and truly protect user security, computer makers must either provide users a way of disabling boot restrictions, or provide a sure-fire way that allows the computer user to install a free software operating system of her choice. Microsoft has announced that if computer makers wish to distribute machines with the Windows 8 compatibility logo, they will have to implement a measure called "Secure Boot." However, it is currently up for grabs whether this technology will live up to its name, or will instead earn the name Restricted Boot. Please sign our statement to show your support! When done correctly, "Secure Boot" is designed to protect against malware by preventing computers from loading unauthorized binary programs when booting. In practice, this means that computers implementing it won't boot unauthorized operating systems -- including initially authorized systems that have been modified without being re-approved. This could be a feature deserving of the name, as long as the user is able to authorize the programs she wants to use, so she can run free software written and modified by herself or people she trusts. However, we are concerned that Microsoft and hardware manufacturers will implement these boot restrictions in a way that will prevent users from booting anything other than Windows. In this case, a better name for the technology might be Restricted Boot, since such a requirement would be a disastrous restriction on computer users and not a security feature at all. The potential Restricted Boot requirement comes as part of a specification called the Unified Extensible Firmware Interface (UEFI) , which defines an interface between computer hardware and the software it runs. It is software that allows your computer to boot, and it is intended to replace the traditional BIOS. Most Lenovo, HP, and Dell computers ship with UEFI, and other manufacturers are not far behind. All Apple computers ship with EFI and components from UEFI. When booting, this software starts a chain which, using a public key cryptography-based authentication protocol, can check your operating system's kernel and other components to make sure they have not been modified in unauthorized ways. If the components fail the check, then the computer won't boot. The threat is not the UEFI specification itself, but in how computer manufacturers choose to implement the boot restrictions. Depending on a manufacturer's implementation, they could lock users out of their own computers, preventing them from ever booting into or installing a free software operating system. It is essential that manufacturers get their implementation of UEFI right. To respect user freedom and truly protect user security, they must either provide users a way of disabling the boot restrictions, or provide a sure-fire way that allows the computer user to install a free software operating system of her choice. Computer users must not be required to seek external authorization to exercise their freedoms . Further, he or she must be able to replace the bootloader and firmware altogether. The coreboot project is an example of a free software alternative to proprietary BIOS and bootloaders. The alternative is frightening and unacceptable: users would have to go through complicated and risky measures to circumvent the restrictions; the popular trend of reviving old hardware with GNU/Linux would come to an end, causing more hardware to be tossed in landfills; and proprietary operating system companies would gain a giant advantage over the free software movement, because of their connections with manufacturers. We will be monitoring developments in this area closely, and actively campaigning to make sure this important freedom is protected. Our first step is to demonstrate that people value this freedom, and will not purchase or recommend computers that attempt to restrict it. Please sign our statement to show your support! Read our white paper, Free Software Foundation recommendations for free operating system distributions considering Secure Boot ( PDF ) Please note this white paper will be updated in the near future to reflect Ubuntu's decision to use GRUB2 as its bootloader . See the winning entry of our webcomic contest. You can also stay up-to-date on this issue by: Subscribing to the monthly Free Software Supporter Following us on GNU Social @fsf Reading our blogs or subscribing to our RSS feeds Learn more about Windows 8, UEFI, and boot restrictions Resources English Wikipedia UEFI overview UEFI Specifications White Paper: Secure Boot impact on GNU/Linux , a joint publication between Red Hat & Canonical. News and Blogs UEFI secure booting , by Matthew Garrett; in addition to providing a brief overview of Restricted Boot, this article explains specifically why dual-booting an operating system may be difficult, or at times virtually impossible, for systems implementing and using Restricted Boot. Trusted Computing 2.0 , by Ross Anderson of the Security Research, Computer Laboratory, University of Cambridge. Protecting the pre-OS environment with UEFI , Tony Mangefeste of Microsoft — a response to Garrett, et al. UEFI secure booting (part 2) , by Matthew Garrett — a follow-up to Microsoft's blog post. ArsTechnica article Supporting UEFI secure boot on GNU/Linux: the details , by Matthew Garrett On November 2, 2011, ZDNet blogger, Ed Bott, reports : A Dell spokesperson stated that, “Dell has plans to make SecureBoot an enable/disable option in BIOS setup.” HP has only stated that, “HP will continue to offer its customers a choice of operating systems. We are working with industry partners to evaluate the options that will best serve our customers.” Read this page in Spanish . Document Actions Share on social networks Syndicate: News Events Blogs Jobs GNU 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN Help the FSF stay strong Ring in the new year by supporting software freedom and helping us reach our goal of 100 new associate members ! Free software campaigns Freedom Ladder Fight to Repair Free JavaScript High Priority Free Software Projects Secure Boot vs Restricted Boot Surveillance Upgrade from Windows Working Together for Free Software Defective by Design End Software Patents OpenDocument Free BIOS Past campaigns Sign up Enter your email address to receive our monthly newsletter, the Free Software Supporter News Eko K. A. Owen joins the FSF board as the union staff pick Dec 29, 2025 Free Software Foundation receives historic private donations Dec 24, 2025 Free Software Awards winners announced: Andy Wingo, Alx Sa, Govdirectory Dec 09, 2025 More news… Recent blogs Turning freedom values into freedom practice with the FSF tech team December GNU Spotlight with Amin Bandali featuring sixteen new GNU releases: GnuPG, a2ps, and more! Celebrate the new year: join the free software community! A message from FSF president Ian Kelling Recent blogs - More… Upcoming Events Free Software Directory meeting on IRC: Friday, January 16, starting at 12:00 EST (17:00 UTC) Jan 16, 2026 12:00 PM - 03:00 PM — #fsf on libera.chat Previous events… Upcoming events… The FSF is a charity with a worldwide mission to advance software freedom — learn about our history and work. Copyright © 2004-2026 Free Software Foundation , Inc. Privacy Policy . 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SSO for Heroku Use your Identity Provider of choice, like Salesforce Identity, Okta, PingOne, Microsoft Active Directory, or PingFederate to manage developer access and authorization. Team and Resource Oversight Manage your teams , resources, and performance from a single dashboard across applications in different stages of development. Heroku Connect Seamlessly sync your Heroku data into your Salesforce systems of record, for a single point of view of your customers. Enterprise-grade Support Highly responsive SLAs, plus expert help with scaling, application architecture design, white-glove onboarding, and more. Explore Heroku Enterprise Recent Posts Heroku AI: Accelerating AI Development With New Models, Performance Improvements, and Messages API News Last Updated: December 18, 2025 Anush DSouza This month marks significant expansion for Heroku Managed Inference and Agents , directly accelerating our AI PaaS framework. We’re announcing a substantial addition to our model catalog , providing access to leading proprietary AI models such as Claude Opus 4.5, Nova 2, and open-weight models such as Kimi K2 thinking, MiniMax M2, and Qwen3. These resources are fully managed, secure, and accessible via a single CLI command. We have also refreshed aistudio.heroku.com, please navigate to aistudio.heroku.com from your Managed Inference and Agents add-on to access the models you have provisioned. Whether you are building complex reasoning agents or high-performance consumer … Heroku AppLink: Now Using JWT-Based Authorization for Salesforce News Last Updated: December 11, 2025 Vivek Viswanathan Modern Continuous Integration/Continuous Deployment (CI/CD) pipelines demand machine-to-machine authorization, but traditional web-based flow requires manual steps and often rely on static credentials; a major security risk. 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https://www.fine.dev/blog/about-devcontainers#2-simplified-setup | Everything you need to know about Dev Containers Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Everything you need to know about Dev Containers Table of Contents What Are Dev Containers? Key Components of Dev Containers Why Use Dev Containers? Consistency Across Environments Simplified Setup Isolation Portability Enhanced Productivity How to Get Started with Dev Containers 1. Install Necessary Tools 2. Create Configuration Files 3. Launch the Dev Container Best Practices for Using Dev Containers 1. Keep Configuration Files Under Version Control 2. Optimize Dockerfile for Performance 3. Define Clear Extension Requirements 4. Manage Secrets Securely Common Use Cases for Dev Containers 1. Multi-language Projects 2. Open Source Contributions 3. Continuous Integration/Continuous Deployment (CI/CD) 4. Experimentation and Prototyping Troubleshooting Common Issues with Dev Containers 1. Container Fails to Build 2. Extensions Not Installing 3. Port Forwarding Not Working 4. Performance Issues 5. Volume Mounting Problems 6. Dependency Conflicts 7. Container Not Starting 8. SSH/Authentication Problems Conclusion What Are Dev Containers? A dev container (short for development container ) is an isolated, reproducible environment tailored for software development. Leveraging containerization technologies like Docker, dev containers encapsulate all the necessary tools, libraries, dependencies, and configurations required for a project. This ensures that your development environment remains consistent, regardless of the underlying host system. Key Components of Dev Containers Container Image : A lightweight, standalone package that includes everything needed to run the application—code, runtime, system tools, libraries, and settings. Dockerfile : A script containing a series of instructions to build the container image. It specifies the base image and outlines steps to install dependencies and configure the environment. devcontainer.json : A configuration file used by development tools (like Visual Studio Code) to customize the container setup. It defines settings such as extensions, port mappings, and environment variables. Why Use Dev Containers? Adopting dev containers offers numerous advantages, especially for developers new to the concept: 1. Consistency Across Environments Dev containers ensure that every team member works in the same environment, eliminating the notorious "it works on my machine" problem. This consistency reduces bugs and streamlines collaboration. 2. Simplified Setup Onboarding new developers becomes a breeze. Instead of manually installing dependencies and configuring environments, newcomers can get started quickly by simply using the predefined dev container configuration. 3. Isolation Dev containers keep project dependencies isolated from the host system. This prevents conflicts between different projects and maintains a clean local environment. 4. Portability Containers are platform-agnostic. Whether you're on Windows, macOS, or Linux, dev containers behave the same way, making it easy to switch between different development setups or collaborate with others. 5. Enhanced Productivity Integration with popular IDEs, like Visual Studio Code, allows developers to work seamlessly inside containers. Features such as debugging, version control, and extensions work as if you were working on a local machine. How to Get Started with Dev Containers Setting up a dev container is straightforward, especially with tools like Visual Studio Code (VS Code) and Docker. Here's a step-by-step guide to help you get started: 1. Install Necessary Tools Docker : Install Docker from docker.com . Docker is essential for creating and managing containers. Visual Studio Code : Download and install VS Code from code.visualstudio.com . Dev Containers Extension : In VS Code, navigate to the Extensions marketplace and install the Dev Containers extension . 2. Create Configuration Files Within your project directory, create a .devcontainer folder. This folder will house the necessary configuration files: Dockerfile : Defines the base image and instructions to set up the container environment. # Use an official Node.js runtime as the base image FROM node:14 # Set the working directory inside the container WORKDIR /usr/src/app # Copy package.json and package-lock.json COPY package*.json ./ # Install project dependencies RUN npm install # Copy the rest of the application code COPY . . # Expose port 3000 EXPOSE 3000 # Define the command to run the application CMD ["npm", "start"] 3. Launch the Dev Container Open your project in VS Code. Press Ctrl+Shift+P (Windows/Linux) or Cmd+Shift+P (macOS) to open the Command Palette. Type Remote-Containers: Open Folder in Container and select it. VS Code will build the container based on your configuration files. This process might take a few minutes, especially the first time. Once built, your project will open inside the container, ready for development. Best Practices for Using Dev Containers To maximize the benefits of dev containers, consider the following best practices: 1. Keep Configuration Files Under Version Control Include your .devcontainer folder in your version control system (e.g., Git). This ensures that all team members use the same environment setup. 2. Optimize Dockerfile for Performance Leverage Caching : Order your Dockerfile instructions to take advantage of Docker's layer caching. For instance, copy package.json and run npm install before copying the rest of the code. This minimizes rebuild times when only code changes. Use Lightweight Base Images : Choose base images that are lightweight to reduce build times and resource usage. 3. Define Clear Extension Requirements Specify only the necessary VS Code extensions in devcontainer.json . This keeps the container lean and ensures faster startup times. 4. Manage Secrets Securely Avoid hardcoding sensitive information in configuration files. Use environment variables or secret management tools to handle credentials securely. Common Use Cases for Dev Containers Dev containers are versatile and can be beneficial in various scenarios: 1. Multi-language Projects Projects that use multiple programming languages or frameworks can define a dev container that includes all necessary tools and dependencies, streamlining the development process. Dev containers are versatile and can be beneficial in various scenarios: 1. Multi-language Projects Projects that use multiple programming languages or frameworks can define a dev container that includes all necessary tools and dependencies, streamlining the development process. 2. Open Source Contributions Open source projects often attract contributors from diverse backgrounds. Providing a dev container setup allows contributors to get started quickly without worrying about environment configurations. 3. Continuous Integration/Continuous Deployment (CI/CD) Ensuring that the development environment matches the production environment reduces deployment issues. Dev containers can be integrated into CI/CD pipelines to maintain consistency. 4. Experimentation and Prototyping Developers can experiment with new technologies or configurations within isolated containers without affecting their primary development setup. Troubleshooting Common Issues with Dev Containers While dev containers simplify the development workflow, you might encounter some common issues during setup and usage. Below are typical problems developers face with dev containers and straightforward solutions to resolve them. 1. Container Fails to Build Issue: During the build process, the container fails to build, often due to errors in the Dockerfile or missing dependencies. Solution: Check the Dockerfile for syntax errors and ensure all necessary dependencies are correctly specified. Review the build logs to identify the exact step causing the failure and adjust the configurations accordingly. Updating Docker to the latest version can also resolve compatibility issues. 2. Extensions Not Installing Issue: VS Code extensions specified in devcontainer.json are not being installed inside the container. Solution: Verify that the extension identifiers in devcontainer.json are correct and compatible with the container's environment. Ensure that the postCreateCommand is properly configured to install extensions. Restarting VS Code and rebuilding the container can also help apply the changes. 3. Port Forwarding Not Working Issue: Ports exposed in the container are not accessible from the host machine, hindering the ability to test web applications or APIs. Solution: Ensure that the ports are correctly specified in the forwardPorts section of devcontainer.json . Check for any firewall or network settings on the host that might be blocking the ports. Additionally, confirm that the application inside the container is listening on the correct network interface (e.g., 0.0.0.0 ). 4. Performance Issues Issue: Developers experience slow performance or lag when working inside the dev container, affecting productivity. Solution: Optimize the Dockerfile by minimizing the number of layers and using lightweight base images to reduce build times. Allocate sufficient resources (CPU, memory) to Docker through its settings. Avoid unnecessary processes running inside the container to enhance responsiveness. 5. Volume Mounting Problems Issue: Source code or other volumes are not mounting correctly into the container, preventing access to the latest code changes. Solution: Check the mounts configuration in devcontainer.json to ensure paths are correctly specified. Verify that Docker has the necessary permissions to access the directories being mounted. Restarting the container can also help apply any recent changes to the mounting configurations. 6. Dependency Conflicts Issue: Conflicts arise between dependencies required by the project and those installed in the container, leading to build or runtime errors. Solution: Use a clean and specific base image that matches the project's requirements to minimize conflicts. Explicitly define dependency versions in configuration files like package.json or requirements.txt . Consider using virtual environments or dependency managers to isolate and manage dependencies effectively. 7. Container Not Starting Issue: The dev container fails to start, leaving the development environment inaccessible. Solution: Inspect the Docker daemon to ensure it is running correctly and that there are no issues with Docker itself. Review the devcontainer.json and Dockerfile for any misconfigurations or missing commands that could prevent the container from initializing. Rebuilding the container from scratch can often resolve startup issues. 8. SSH/Authentication Problems Issue: Authentication failures occur when trying to access services or repositories from within the dev container. Solution: Ensure that SSH keys and authentication tokens are correctly mounted or copied into the container. Verify that environment variables related to authentication are properly set in devcontainer.json . Using SSH agent forwarding can also help manage secure access without exposing sensitive credentials inside the container. Conclusion Dev containers represent a significant advancement in modern software development, offering consistency, portability, and efficiency. By encapsulating your development environment, you ensure that your projects are reproducible and free from environmental discrepancies. Whether you're working solo or as part of a team, integrating dev containers into your workflow can streamline development processes, reduce setup times, and enhance overall productivity. If you haven't explored dev containers yet, now is the perfect time to dive in. With tools like Docker and Visual Studio Code making setup seamless, embracing dev containers can elevate your development experience to new heights. Start experimenting today and discover the myriad benefits that dev containers have to offer. Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. 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https://dev.to/devin-rosario/app-development-costs-in-2026-a-minnesota-startups-guide-2hnd | App Development Costs in 2026: A Minnesota Startup’s Guide - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Devin Rosario Posted on Dec 15, 2025 • Edited on Dec 30, 2025 App Development Costs in 2026: A Minnesota Startup’s Guide # mobiledev # software # business # discuss The New Economics of App Development: What Influences Costs in 2026? For startup founders, product managers, and established firms in the Twin Cities and across the Upper Midwest, the decision to build a new mobile application is rarely about if —it’s about how much and how fast . The digital landscape in 2026 has evolved dramatically, introducing new variables that profoundly impact budgeting, shifting the focus beyond simple features to factors like integrated Artificial Intelligence (AI) and complex regulatory compliance. Predicting the cost of a mobile application is less about calculating a fixed price and more about understanding a dynamic set of variables. In the highly competitive, quality-focused Minnesota tech ecosystem—known for its strength in MedTech, FinTech, and AgriTech—the final price tag reflects not just the complexity of the code, but the high-caliber engineering talent required to build secure, scalable solutions. This guide breaks down the core cost drivers for app development in 2026, offering a strategic framework for budgeting that accounts for modern demands and the realities of sourcing premier technical expertise in the Bold North . The Four Pillars of 2026 App Cost Calculation App development costs are typically calculated based on total estimated hours multiplied by the team's blended hourly rate. However, in 2026, four primary pillars dictate these total hours and the required rate of the talent. 1. Feature Complexity and the AI Premium The single biggest cost driver remains the feature set, often categorized by complexity: Basic, Mid-Range, or Enterprise. But today, the core complexity must be assessed through the lens of emerging technologies like AI and Machine Learning (ML). Basic vs. Mid-Range Complexity A basic Minimum Viable Product (MVP) suitable for proof-of-concept—such as a simple utility app with basic user login and static content (e.g., a simple event scheduler for a St. Paul non-profit)—requires an estimated 500 to 1,000 development hours . Mid-range applications, which are common among scaling startups, typically require complex integrations: Custom API integrations (beyond simple sign-on). Payment gateway integration (Stripe, Braintree). Real-time data synchronization. Geolocation or advanced mapping features. Complex user roles and permissions (e.g., a field agent portal for an AgriTech company based near Rochester ). This complexity level frequently pushes the estimate to between 1,200 and 2,500 hours . The Cost Multiplier of AI Integration In 2026, advanced features involving AI and ML are quickly transitioning from "nice-to-have" to "must-have" for competitive differentiation. Integrating AI comes with a significant premium due to the specialized data science and engineering skills required. Key AI Features That Drive Cost: Predictive Analytics: Building custom ML models to predict user churn or optimize inventory (e.g., forecasting demand for a Minneapolis e-commerce startup). Generative AI: Implementing sophisticated large language models (LLMs) for custom content generation or advanced conversational chatbots. Personalization Engines: Creating real-time recommendation systems that require complex backend data processing and model tuning. While AI tools may increase development efficiency in some areas, the integration and training of custom AI models often add 20% to 50% to the initial feature development budget for enterprise-grade applications. For a complex platform targeting the high-compliance MedTech sector (a staple of the Minnesota economy), initial build costs can easily surpass $450,000 to $650,000+ to achieve regulatory-ready AI functionality. 2. Technology Stack and Architecture The decision between building a native app (separate codebases for iOS and Android) versus a cross-platform solution (React Native or Flutter) remains a critical cost factor. Native vs. Cross-Platform Cost Trade-Offs Cross-Platform (e.g., Flutter, React Native): Initial Cost Saving: Often reduces the initial time-to-market and development cost by 30% to 50% since only one codebase is primarily maintained. Best for: MVPs, simple apps, or apps where performance is secondary to broad market reach. Native (e.g., Swift/Kotlin): Higher Initial Cost: Requires two separate development teams or work streams. Value Proposition: Superior performance, deep hardware integration (critical for IoT or specific MedTech devices), and seamless user experience. In the Twin Cities , where established corporations often prioritize reliability and high-end performance, many scalable FinTech and HealthTech applications default to native development to minimize technical debt and ensure compliance with strict platform guidelines, justifying the higher initial outlay for long-term operational stability. Backend Architecture and Cloud Services The development of a robust backend (the server-side logic, database, and APIs) accounts for a substantial portion of the budget. In 2026, founders must budget for advanced cloud infrastructure costs (AWS, Azure, Google Cloud) that scale automatically. Poorly planned architecture, often chosen for initial low cost, leads to expensive refactoring later. 3. The Talent Factor: Location, Expertise, and the Minnesota Premium The development team’s geographic location and expertise is perhaps the most quantifiable cost driver. A team based in a major hub like the Twin Cities commands higher rates than teams in lower-cost markets, a phenomenon often referred to locally as the "Minnesota Premium." The High Value of Local Partnership While international outsourcing offers lower nominal hourly rates, local partners in Minneapolis or Bloomington provide essential value that mitigates significant financial risks: Direct Cultural Alignment: Seamless communication, time-zone alignment, and an understanding of the regional business culture (especially compliance norms). Specialized Industry Expertise: Access to deep pools of developers specializing in complex, high-regulation sectors like MedTech and FinTech, which are core to the Minnesota economy. Risk Mitigation: Local accountability, transparent contracts, and easier in-person collaboration, particularly valuable during the critical discovery phase and QA. In the Twin Cities metro area, specialized agencies with senior talent typically command rates ranging from $135 to $185+ per hour for development leads and specialized architects. This high rate reflects the efficiency, quality, and lower long-term maintenance burden delivered by top-tier professionals. For businesses aiming to build a high-quality, scalable mobile application with a local team that understands the regulatory and technical nuances of the Upper Midwest, partnering with proven experts is essential. Working with a trusted mobile app development company in Minnesota ensures your product is built to meet regional compliance standards while remaining future-ready and scalable. 4. The Hidden Cost: Post-Launch and Regulatory Compliance Many founders fail to budget adequately for costs that occur after the app’s initial launch, leading to critical budget shortfalls six months down the road. Ongoing Maintenance and Updates Maintenance is not a one-time charge; it is an annual, ongoing operational expense. Plan to allocate 15% to 20% of the initial development cost annually for: OS Compatibility: Regularly updating the app for new releases of iOS and Android (e.g., managing the transition when Apple launches its next major OS revision). Security Patches: Addressing vulnerabilities and implementing regular security audits. Feature Enhancements: Small, iterative updates based on user feedback. The Regulatory Cost for High-Value Sectors Minnesota’s strengths in HealthTech and FinTech mean many apps developed here face stringent regulatory hurdles. The cost of achieving and maintaining compliance is a non-negotiable budget item: HealthTech (HIPAA, FDA): Apps handling Protected Health Information (PHI)—common in the Rochester and Minneapolis health corridors—require rigorous security architecture, documentation, and auditing, adding significant development hours focused purely on compliance, not features. FinTech (PCI, SOC 2): Financial services apps, particularly those integrating with legacy banking systems, demand extreme security layers, encryption protocols, and mandatory auditing that inflate the QA and security architecture phases. Case Study: Budgeting in the Twin Cities HealthTech Sector To illustrate these factors, consider a hypothetical HealthTech startup in Duluth seeking to launch a patient adherence app, connecting to wearable devices to track medication consumption and report data to clinicians (requiring HIPAA compliance). Cost Driver Feature/Requirement Estimated Hours (Twin Cities Rate) Est. Cost (at $150/hr blended rate) Complexity (Mid-Range) User profile, secure login, prescription schedule, push notifications. 1,400 hours $210,000 AI Premium Basic machine learning model for identifying non-adherence patterns. 350 hours $52,500 Architecture Native iOS/Android (for device integration), HIPAA-compliant cloud backend. 800 hours $120,000 Regulatory & QA Security audits, penetration testing, compliance documentation (HIPAA readiness). 450 hours $67,500 Discovery & Design (UI/UX) Wireframing, detailed user journey mapping, visual design. 300 hours $45,000 Total Initial Development (MVP) 3,300 hours ~$495,000 Ongoing Maintenance (Year 1) OS updates, minor bug fixes, server costs (18% of initial build). N/A ~$89,100 This scenario shows that even a seemingly mid-range app with high compliance needs and specialized integrations quickly moves into the upper six-figure range when factoring in the talent and rigor expected within the Minnesota professional market. Strategic Budgeting: How to Control App Development Costs Controlling development costs is not about choosing the cheapest option; it is about maximizing predictability and minimizing rework. Here are actionable frameworks for founders in the Twin Cities and beyond: 1. Master the Discovery Phase The Discovery Phase (or Product Definition Workshop) is the most undervalued part of the budget. Spending 3 to 6 weeks in this phase, often costing between $7,500 and $15,000 , drastically reduces overall risk. A comprehensive discovery process delivers: A functional specification document (FSD). Detailed user stories and journey maps. A prioritized feature backlog (The Scope). A fixed-scope estimate for the MVP. Rushing this phase is the single largest cause of scope creep and budget overruns. 2. Implement the Minimum Marketable Product (MMP) Approach Instead of pursuing a full-featured product (the costly "Complex" tier), focus relentlessly on the Minimum Marketable Product (MMP). The MMP is the smallest set of features that solves a core user problem, allows the business to enter the market, and provides a pathway to profitability. This approach dramatically lowers the initial cost, enabling rapid iteration and external funding based on real user data, a strategy strongly championed by accelerators like Launch Minnesota . 3. Prioritize Native Features Over Cross-Platform Compromise While cross-platform solutions save money upfront, be brutally honest about your performance and integration needs. If your app requires seamless interaction with specific native features (like advanced camera functions, intricate touch gestures, or high-performance graphics), investing in native development now will save five to ten times that amount in performance bug fixes and refactoring later. By adopting a clear strategy, leveraging experienced local partners who understand the compliance landscape, and prioritizing feature sets based on business value, Minnesota startups can navigate the complex waters of app development in 2026 and build scalable technology without sinking the budget. Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Devin Rosario Follow Blogger writing about mobile app development, sharing tips on coding, frameworks, UI/UX, and trends to help developers and startups build secure, scalable, and user-friendly apps. Joined Jun 23, 2025 More from Devin Rosario Startup App Development Costs in Minnesota: What Founders Pay in 2026 # startup # mobile # business # productivity Maryland Startup App Costs in 2026: What Founders Pay # startup # mobileapp # business # tech Virginia Startup App Costs 2026: What Founders Actually Pay # startup # mobile # business # virginia 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://open.forem.com/ridhe_sharma_c0f34010da2a/technical-overview-of-infrared-thermography-for-electrical-systems-2gj7 | Technical Overview of Infrared Thermography for Electrical Systems - Open Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Open Forem Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse ridhe sharma Posted on Dec 18, 2025 Technical Overview of Infrared Thermography for Electrical Systems # learning # science # security Modern electrical systems demand high levels of reliability, safety, and efficiency. Hidden faults such as loose connections, insulation degradation, overloads, and phase imbalance often develop gradually and remain undetected until failure occurs. Infrared thermography service is a proven diagnostic technology that enables early detection of these issues through non-contact thermal inspection of energized electrical equipment. This technical overview explains the principles, methodology, applications, and benefits of infrared thermography for electrical systems. Principles of Infrared Thermography All objects with a temperature above absolute zero emit infrared radiation. The intensity of this radiation increases with temperature. Infrared thermography uses thermal imaging cameras to detect and measure this emitted radiation and convert it into a visible thermal image known as a thermogram. In electrical systems, abnormal temperature rises typically indicate: • Increased electrical resistance • Excessive current flow • Mechanical deterioration • Insulation failure Thermography identifies these thermal anomalies before physical damage or failure occurs. Key Components of an Infrared Thermography System Infrared Camera Thermal cameras contain infrared sensors that detect radiation in the long-wave or mid-wave infrared spectrum. Higher-resolution cameras provide greater accuracy for detecting small temperature differences in electrical components. Detector Sensitivity Thermal sensitivity (NETD) determines the camera’s ability to detect minor temperature variations. High sensitivity is essential for identifying early-stage electrical faults. Emissivity Adjustment Correct emissivity settings are critical for accurate temperature measurement. Electrical components such as copper, aluminum, and painted surfaces have different emissivity values that must be considered during inspection. ________________________________________ Methodology of Electrical Thermography Inspections Infrared thermography inspections are conducted while electrical systems are energized and operating under load. The general methodology includes: Reviewing electrical drawings and load conditions Inspecting panels, switchgear, transformers, and connections Capturing thermal images of critical components Comparing phase temperatures and reference points Analyzing temperature differentials and patterns Thermal anomalies are classified based on severity to prioritize corrective actions. ________________________________________ Common Electrical Faults Identified Through Thermography Infrared thermography is highly effective in detecting: • Loose or deteriorated electrical connections • Overloaded circuits and unbalanced phases • Defective circuit breakers and fuses • Insulation breakdown • Corroded or oxidized contacts • Transformer winding and bushing issues These conditions typically produce localized heating that is easily detected through thermal imaging. ________________________________________ Standards and Guidelines Thermographic inspections are guided by internationally recognized standards and best practices, including: • NFPA 70B (Recommended Practice for Electrical Equipment Maintenance) • IEEE electrical maintenance guidelines • ISO and IEC standards for condition monitoring Compliance with these standards ensures consistent inspection quality and reliable results. ________________________________________ Data Analysis and Reporting Professional thermography services provide detailed inspection reports that include: • Thermal and visual images • Temperature measurements and comparisons • Fault severity classification • Root cause analysis • Corrective and preventive recommendations These reports support informed maintenance decisions and long-term asset management strategies. ________________________________________ Advantages of Infrared Thermography for Electrical Systems • Non-contact and non-destructive testing • No interruption to operations • Early fault detection and risk mitigation • Improved electrical safety • Reduced unplanned downtime • Enhanced system reliability and efficiency Thermography enables a shift from reactive to predictive maintenance. ________________________________________ Applications in Industrial and Commercial Facilities Infrared thermography is widely used across: • Industrial manufacturing plants • Power generation and distribution systems • Data centers and critical infrastructure • Commercial and institutional buildings Its versatility makes it an essential diagnostic tool for electrical maintenance programs. ________________________________________ Conclusion Infrared thermography service is a technically advanced and reliable method for evaluating the condition of electrical systems. By identifying thermal anomalies associated with electrical faults, it enhances safety, improves efficiency, and prevents costly failures. Integrating infrared thermography into routine electrical maintenance programs ensures proactive risk management, optimized performance, and long-term reliability of electrical assets. Top comments (2) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Some comments may only be visible to logged-in visitors. Sign in to view all comments. Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse ridhe sharma Follow Joined Dec 15, 2025 More from ridhe sharma Technical Overview of Energy Audits for Commercial and Industrial Buildings in Dubai # management # productivity # science Technical Overview of Power Quality Audit and Electrical Disturbance Analysis # learning # science # tools 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Open Forem — A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Open Forem © 2016 - 2026. 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https://www.fsf.org/campaigns/priority-projects/ | High Priority Free Software Projects — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search You are here: Home › Campaigns › High Priority Projects Info High Priority Free Software Projects by Free Software Foundation Contributions — Published on Mar 06, 2013 05:02 PM The HPP committee is currently collecting feedback on the High Priority Free Software Projects list. Submissions are currently in review. Read about the current review of the HPP list in the announcement. About the High Priority Free Software Projects list: In 2016, after receiving feedback from about 150 free software community members, the High Priority Projects committee recommended extensive updates to the FSF High Priority Projects list. The High Priority Projects initiative, first launched in 2005, draws attention to a relatively small number of projects of great strategic importance to the goal of freedom for all computer users. The list serves to foster work on projects that are important for increasing the adoption and use of free software applications and free software operating systems. The list helps guide volunteers, supporters, and companies to projects where their skills and resources can be utilized, whether they be in coding, graphic design, writing, financial contributions, or activism. We hope that you can find a project here where your skill, energy, money, and time can be put to good use. The FSF does not ask to run or control these projects; some of them are GNU projects (and all are welcome to apply ), but we are happy to encourage them whether they are done under our auspices or not. In March 2016, the committee identified criteria that qualify a project for inclusion on the list . The list focuses on broad areas of need, highlighting projects within each area of need that are particularly promising. The committee also publicly discussed the update to the list at LibrePlanet 2016. A separate changelog for the list is available, starting in 2017. The FSF is committed to ongoing evaluation of and updates to the High Priority Projects list. Please email any suggestions you have about the list to hpp-feedback@gnu.org so that they can be incorporated by the review committee in the future. High Priority Free Software areas: Free phone operating system Smart phones are the most widely used form of personal computer today. Thus, the need for a fully free phone operating system is crucial to the proliferation of software freedom. Read more... Decentralization, federation, and self-hosting This large and fragmented space deals with increased centralization of Web activities, and user reliance on servers they don't control ( Service as a Software Substitute (SaaSS) ). The free software community provided extensive feedback regarding many projects that fall under this initiative. Read more... Free drivers, firmware, and hardware designs Drivers, firmware, and hardware are integral parts of the computers we use and the devices that interact with them -- and when these things are proprietary, they are incompatible with free software. Therefore, drivers, firmware, and hardware that can be fully used with free software are crucial to the operation of free systems. Read more... Real-time voice and video chat Many widely used voice-over-IP programs, like Skype and FaceTime, use proprietary protocols and nonfree implementations. These programs seduce free software users into using proprietary software, often two users at a time. Using proprietary voice and video chat software means that we can't be sure who is listening in, because we can't see the code. Unfortunately, Google Hangouts is also not a solution here, because it still requires users to run proprietary software. Read more... Encourage contribution by people underrepresented in the community Free software relies on contributions from community members. But systemic barriers often prevent interested individuals from becoming contributors, especially when those individuals are from groups that have been historically marginalized. Read more... Free software and accessibility Accessibility is the inclusive practice of removing barriers that prevent interaction with, or access to software programs by people with disabilities or impairments, or those using assistive, adaptive, or rehabilitative technologies. This includes adding features and building tools, including screen readers, keyboard shortcuts, and more, to increase access to software programs. Read more... Internationalization of free software Internationalization is the process of designing software so that it can be adapted to various languages and regions without engineering changes. Internationalization is a feature ethically tied to the values of free software, and is often a strength of free software. But we can do better: Free software can accept translation contributions from anyone who submits them, whereas proprietary software companies historically only bother with languages it serves their profit and other interests to include. When we internationalize free software, we make it easier for others to adapt and spread it in other languages and regions. Read more... Security by and for free software Security is a concern for all computing and all computer users. Although users cannot ever be truly certain of their security when using proprietary software, that does not mean free software is automatically secure. Free software developers and users must take steps to improve the security of free software projects. Read more... Intelligent personal assistant Apple's Siri, Google Now, Cortana, Amazon Echo's Alexa, and other intelligent personal assistants (IPAs) are becoming more pervasive. Whatever convenience they provide comes with unacceptable tradeoffs: The breadth of access to users' data they take in order to operate is enormous, and both the client and server accessing such data are not distributed, posing Service as a Software Substitute issues . Read more... Help GNU/Linux distributions be committed to freedom Projects like those on the FSF Licensing and Compliance Lab's list of free distros are dedicated to distributing a complete GNU/Linux operating system that contains only free software. They are high-quality distributions that create a complete free operating system without any binary-only blobs or package trees that contain proprietary software. Read more... Free software adoption by governments Government adoption of free software has the potential for a huge effect on the proliferation of free software, given that government employs many people, funds millions in software contracts each year, and most people interact with their government in various ways. We must demand that government not be held hostage to proprietary software. Read more... Projects working on any of the High Priority Free Software areas: Read the subpages of each area to learn about initiatives and projects working on any of the High Priority Free Software areas above. For a compilation of projects that develop software to solve any of the challenges mentioned in the High Priority Projects list, you can also see the High Priority Projects collection in the Free Software Directory. Document Actions Share on social networks Syndicate: News Events Blogs Jobs GNU 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN Help the FSF stay strong Ring in the new year by supporting software freedom and helping us reach our goal of 100 new associate members ! Free software campaigns Freedom Ladder Fight to Repair Free JavaScript High Priority Free Software Projects Secure Boot vs Restricted Boot Surveillance Upgrade from Windows Working Together for Free Software Defective by Design End Software Patents OpenDocument Free BIOS Past campaigns Sign up Enter your email address to receive our monthly newsletter, the Free Software Supporter News Eko K. A. Owen joins the FSF board as the union staff pick Dec 29, 2025 Free Software Foundation receives historic private donations Dec 24, 2025 Free Software Awards winners announced: Andy Wingo, Alx Sa, Govdirectory Dec 09, 2025 More news… Recent blogs The shop is open! Get your LibrePlanet 2024 T-shirt and our newest swag! 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https://dev.to/bingkahu/gemini-told-me-it-had-20-years-in-coding-experience-and-spent-2-hours-debugging-a-for-loop-42p7#comment-33h6k | Gemini told me it had 20 years in coding experience and spent 2 hours debugging a for-loop - DUMB DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. 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It bragged about building complex game engines, unofficial wikis, and massive websites through GitHub, but then it absolutely folded when it saw a basic for loop. We spent the next two hours staring at the screen together in silence. Turns out, "senior developer" just means you've made the same mistake so many times you've started calling it a feature. 10/10 experience, would debug nothing again. Top comments (1) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand Om Shree Om Shree Om Shree Follow Technical Evangelist | AI Researcher | Simplifying Complex AI & Agent Workflows for Developers Email omshree0709@gmail.com Location India Education Jaypee University Of Information Technology Pronouns He/Him Work Founder of Shreesozo Joined Feb 27, 2025 • Jan 12 Dropdown menu Copy link Hide 😂😂😂 Like comment: Like comment: 1 like Like Comment button Reply Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse bingkahu Follow Full-stack developer focused on decentralized communication and privacy-centric web applications. Lead maintainer of CodeChat, an open-source peer-to-peer messaging platform built on WebRTC and PeerJS Education School Work Student Joined Jan 11, 2026 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DUMB DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DUMB DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:37 |
https://dev.to/canonical | canonical - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions canonical Building Nop Platform - open-source low-code framework based on Generalized Reversible Computation theory. Making software development 10x more efficient. Java | Architecture | Theory Joined Joined on Oct 22, 2025 Email address canonical_entropy@163.com github website More info about @canonical Badges Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close GitHub Repositories nop-entropy Nop Platform 2.0 is a next-generation low-code development platform built from scratch based on the principles of reversible computation, adopting a language-oriented programming paradigm. It includes a suite of fully designed engines such as a GraphQL engine, ORM engine, workflow engine, reporting engine, rule engine, and batch processing engine, Java • 650 stars entropy-cloud Post 72 posts published Comment 35 comments written Tag 11 tags followed Q&A on "Why XLang Is an Innovative Programming Language" canonical canonical canonical Follow Jan 12 Q&A on "Why XLang Is an Innovative Programming Language" # nop # programming # architecture # java Comments Add Comment 15 min read Want to connect with canonical? Create an account to connect with canonical. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in Why is XLang an innovative programming language? canonical canonical canonical Follow Jan 6 Why is XLang an innovative programming language? # nop # programming # softwaredevelopment # java Comments Add Comment 23 min read Why is SpringBatch a poor design? canonical canonical canonical Follow Jan 5 Why is SpringBatch a poor design? # nop # programming # springboot # springbatch Comments Add Comment 30 min read Nop Platform Architecture White Paper canonical canonical canonical Follow Jan 5 Nop Platform Architecture White Paper # nop # programming # softwareengineering # architecture Comments Add Comment 9 min read Generalized Reversible Computation (GRC): The Naming and Elucidation of a Software Construction Paradigm canonical canonical canonical Follow Dec 30 '25 Generalized Reversible Computation (GRC): The Naming and Elucidation of a Software Construction Paradigm # nop # softwareengineering # architecture # ddd Comments Add Comment 25 min read Feature Comparison : Nop Platform vs. SpringCloud canonical canonical canonical Follow Dec 20 '25 Feature Comparison : Nop Platform vs. SpringCloud # springboot # spring # architecture # programming Comments Add Comment 14 min read XDef: A Unified Meta-Model Definition Language to Replace XSD canonical canonical canonical Follow Dec 19 '25 XDef: A Unified Meta-Model Definition Language to Replace XSD # jsonschema # xmlschema # programming # architecture Comments Add Comment 6 min read How to Add Extended Fields to Entities Without Modifying Tables canonical canonical canonical Follow Dec 19 '25 How to Add Extended Fields to Entities Without Modifying Tables # jpa # hibernate # prisma # architecture Comments Add Comment 5 min read DeepSeek AI’s Understanding of the Delta Customization Concept — Far Beyond Ordinary Programmers canonical canonical canonical Follow Dec 18 '25 DeepSeek AI’s Understanding of the Delta Customization Concept — Far Beyond Ordinary Programmers # deepseek # nop # architecture # programming 1 reaction Comments Add Comment 21 min read Why NopTaskFlow Is a One-of-a-Kind Logic Orchestration Engine canonical canonical canonical Follow Dec 17 '25 Why NopTaskFlow Is a One-of-a-Kind Logic Orchestration Engine # nop # programming # tutorial # architecture Comments Add Comment 6 min read XDef: An Evolution-Oriented Metamodel and Its Construction Philosophy canonical canonical canonical Follow Dec 17 '25 XDef: An Evolution-Oriented Metamodel and Its Construction Philosophy # nop # programming # tutorial # architecture Comments Add Comment 21 min read Why Has GraphQL Struggled to Become Popular? Under-Design or Over-Design? canonical canonical canonical Follow Dec 13 '25 Why Has GraphQL Struggled to Become Popular? Under-Design or Over-Design? # graphql # restapi # webdev # programming Comments Add Comment 6 min read Feature Comparison: Nop Platform vs. APIJSON canonical canonical canonical Follow Dec 12 '25 Feature Comparison: Nop Platform vs. APIJSON # restapi # graphql # architecture # programming Comments Add Comment 21 min read Why the Nop Platform Is a One-of-a-Kind Open Source Software Development Platform canonical canonical canonical Follow Dec 12 '25 Why the Nop Platform Is a One-of-a-Kind Open Source Software Development Platform # programming # architecture # nop # opensource Comments Add Comment 12 min read A Supplementary Analysis of Reversible Computation Theory for Programmers canonical canonical canonical Follow Dec 7 '25 A Supplementary Analysis of Reversible Computation Theory for Programmers # nop # programming # architecture # designpatterns Comments Add Comment 22 min read A Theoretical Analysis of Reversible Computation for Programmers canonical canonical canonical Follow Dec 7 '25 A Theoretical Analysis of Reversible Computation for Programmers # programming # architecture # nop # opensource Comments Add Comment 23 min read Delta-Oriented Programming from the Perspective of Reversible Computation canonical canonical canonical Follow Dec 7 '25 Delta-Oriented Programming from the Perspective of Reversible Computation # programming # architecture # nop # computerscience Comments Add Comment 18 min read Getting Started with Nop: Extending Existing Services canonical canonical canonical Follow Dec 4 '25 Getting Started with Nop: Extending Existing Services # restapi # graphql # architecture # tutorial Comments Add Comment 5 min read Extensible Design of Backend Service Functions from the Perspective of Reversible Computation canonical canonical canonical Follow Dec 3 '25 Extensible Design of Backend Service Functions from the Perspective of Reversible Computation # graphql # java # programming # architecture 2 reactions Comments Add Comment 10 min read What exactly does “reversible” mean in the theory of Reversible Computation? canonical canonical canonical Follow Dec 3 '25 What exactly does “reversible” mean in the theory of Reversible Computation? # programming # architecture # softwareengineering # theory 3 reactions Comments 1 comment 9 min read Implementing Backend Service Functions via NopTaskFlow Logic Orchestration canonical canonical canonical Follow Dec 2 '25 Implementing Backend Service Functions via NopTaskFlow Logic Orchestration # workflowengine # programming # java # architecture Comments Add Comment 4 min read Getting Started with Nop: How to Creatively Extend GraphQL canonical canonical canonical Follow Dec 2 '25 Getting Started with Nop: How to Creatively Extend GraphQL # graphql # java # tutorial # programming Comments Add Comment 4 min read How can business development be independent of frameworks canonical canonical canonical Follow Dec 1 '25 How can business development be independent of frameworks # discuss # architecture # cleancode Comments Add Comment 14 min read The Next-Generation Logic Orchestration Engine NopTaskFlow Built from Scratch canonical canonical canonical Follow Dec 1 '25 The Next-Generation Logic Orchestration Engine NopTaskFlow Built from Scratch # nop # workflowengine # programming # architecture Comments Add Comment 36 min read How to Evaluate the Quality of a Framework Technology? canonical canonical canonical Follow Dec 1 '25 How to Evaluate the Quality of a Framework Technology? # nop # architecture # hibernate # jpa Comments Add Comment 19 min read Getting Started with Nop: Dynamic SQL Management canonical canonical canonical Follow Nov 30 '25 Getting Started with Nop: Dynamic SQL Management # nop # tutorial # programming # java Comments Add Comment 7 min read Getting Started with Nop: How to Implement Complex Queries canonical canonical canonical Follow Nov 30 '25 Getting Started with Nop: How to Implement Complex Queries # nop # tutorial # programming # java Comments Add Comment 7 min read Getting Started with Nop: Minimalistic Data Access Layer Development canonical canonical canonical Follow Nov 29 '25 Getting Started with Nop: Minimalistic Data Access Layer Development # jpa # nop # programming # tutorial Comments Add Comment 5 min read Getting Started with Nop: Minimalist Service Layer Development canonical canonical canonical Follow Nov 29 '25 Getting Started with Nop: Minimalist Service Layer Development # nop # architecture # programming # tutorial Comments Add Comment 5 min read Viewing the Design of the Open-Source Low-Code Platform Skyve Through Reversible Computation canonical canonical canonical Follow Nov 28 '25 Viewing the Design of the Open-Source Low-Code Platform Skyve Through Reversible Computation # lowcode # designpatterns # architecture # java Comments Add Comment 19 min read Decoupling Is Far More Than Dependency Injection canonical canonical canonical Follow Nov 28 '25 Decoupling Is Far More Than Dependency Injection # programming # designpatterns # ioc # architecture Comments Add Comment 6 min read What is data-driven? How does it differ from model-driven, domain-driven, metadata-driven, and DSL-driven? canonical canonical canonical Follow Nov 28 '25 What is data-driven? How does it differ from model-driven, domain-driven, metadata-driven, and DSL-driven? # architecture # ddd # dsl # programming Comments Add Comment 6 min read Why Is NopReport a Truly Unique Reporting Engine? canonical canonical canonical Follow Nov 28 '25 Why Is NopReport a Truly Unique Reporting Engine? # programming # reportingengine # jasperreports # pentaho Comments Add Comment 5 min read NopRule: A Rule Engine That Uses Excel as a Visual Designer canonical canonical canonical Follow Nov 27 '25 NopRule: A Rule Engine That Uses Excel as a Visual Designer # ruleengine # drools # java # programming Comments Add Comment 9 min read General Delta Update Mechanism canonical canonical canonical Follow Nov 26 '25 General Delta Update Mechanism # architecture # programming # nop # mda Comments Add Comment 4 min read How to Implement a Visual Word Template Similar to poi-tl with 800 Lines of Code canonical canonical canonical Follow Nov 26 '25 How to Implement a Visual Word Template Similar to poi-tl with 800 Lines of Code # ooxml # reportingengine # jasperreports # pentaho Comments Add Comment 12 min read Source Code Analysis of the Nonlinear Chinese-Style Reporting Engine NopReport canonical canonical canonical Follow Nov 26 '25 Source Code Analysis of the Nonlinear Chinese-Style Reporting Engine NopReport # reportingengine # nop # jasperreports # pentaho Comments Add Comment 14 min read Open-source Chinese-style reporting engine using Excel as the designer: NopReport canonical canonical canonical Follow Nov 26 '25 Open-source Chinese-style reporting engine using Excel as the designer: NopReport # reportingengine # pentaho # crystalreports # jasperreports Comments Add Comment 10 min read Metaprogramming in Low-Code Platforms canonical canonical canonical Follow Nov 24 '25 Metaprogramming in Low-Code Platforms # metaprogramming # programming # architecture # designpatterns 1 reaction Comments Add Comment 9 min read XDSL: General-Purpose Domain-Specific Language Design canonical canonical canonical Follow Nov 24 '25 XDSL: General-Purpose Domain-Specific Language Design # dsl # springboot # architecture # designpatterns Comments Add Comment 10 min read The Mathematical Kernel of Model-Driven Architecture: The Y = F(X) Delta Invariant Unifying Generation and Evolution canonical canonical canonical Follow Nov 24 '25 The Mathematical Kernel of Model-Driven Architecture: The Y = F(X) Delta Invariant Unifying Generation and Evolution # modeldrivenarchitecture # dsl # designpatterns # architecture 1 reaction Comments Add Comment 6 min read Necessary Conditions GPT Must Satisfy for Producing Complex Code canonical canonical canonical Follow Nov 23 '25 Necessary Conditions GPT Must Satisfy for Producing Complex Code # ai # llm # aigc # lowcode Comments Add Comment 11 min read Methodological Sources of Reversible Computation canonical canonical canonical Follow Nov 23 '25 Methodological Sources of Reversible Computation # programming # designpatterns # softwareengineering # architecture Comments Add Comment 9 min read Declarative Programming Through the Lens of Reversible Computation canonical canonical canonical Follow Nov 21 '25 Declarative Programming Through the Lens of Reversible Computation # antlr4 # programming # computerscience # software Comments Add Comment 10 min read What is Declarative Programming canonical canonical canonical Follow Nov 21 '25 What is Declarative Programming # functionalreactiveprogramming # programming # designpatterns # architecture Comments Add Comment 5 min read Understanding React's Essence Through React Hooks canonical canonical canonical Follow Nov 21 '25 Understanding React's Essence Through React Hooks # react # jquery # vue Comments Add Comment 6 min read Why the Nop Platform Sticks with XML Instead of JSON or YAML canonical canonical canonical Follow Nov 20 '25 Why the Nop Platform Sticks with XML Instead of JSON or YAML # designpatterns # programming # opensource # xml Comments Add Comment 5 min read Equivalence of XML, JSON, and Function ASTs canonical canonical canonical Follow Nov 20 '25 Equivalence of XML, JSON, and Function ASTs # dsl # architecture # programming # designpatterns Comments Add Comment 9 min read Flexible DSL Embedding Using Prefix-Guided Syntax canonical canonical canonical Follow Nov 20 '25 Flexible DSL Embedding Using Prefix-Guided Syntax # dsl # programming # architecture # designpatterns Comments 4 comments 6 min read API Seamless Upgrade Solution: Architectural Evolution from Push Mode to Pull Mode canonical canonical canonical Follow Nov 19 '25 API Seamless Upgrade Solution: Architectural Evolution from Push Mode to Pull Mode # graphql # restapi # rest # springboot Comments Add Comment 5 min read A Clarification of the Delta Concept for Programmers, Using Git and Docker as Examples canonical canonical canonical Follow Nov 18 '25 A Clarification of the Delta Concept for Programmers, Using Git and Docker as Examples # nop # reversiblecomputation # ddd # dsl Comments Add Comment 27 min read How to Implement Customized Development Without Modifying the Base Product Source Code canonical canonical canonical Follow Nov 17 '25 How to Implement Customized Development Without Modifying the Base Product Source Code # customization # programming # ddd # softwaredevelopment 2 reactions Comments 3 comments 16 min read DSL Design Essentials from the Perspective of Reversible Computation canonical canonical canonical Follow Nov 17 '25 DSL Design Essentials from the Perspective of Reversible Computation # dsl # lowcode # nop # reversiblecomputation Comments Add Comment 7 min read Designing Low-Code Platforms Through the Lens of Tensor Products canonical canonical canonical Follow Nov 17 '25 Designing Low-Code Platforms Through the Lens of Tensor Products # lowcode # reversiblecomputation # softwareengineering # dsl 1 reaction Comments Add Comment 16 min read Kustomize from the Perspective of Reversible Computation canonical canonical canonical Follow Nov 17 '25 Kustomize from the Perspective of Reversible Computation # k8s # kubernetes # deltaorientedprogramming # reversiblecomputation Comments 1 comment 5 min read Data Driven Generic Code Generator canonical canonical canonical Follow Nov 17 '25 Data Driven Generic Code Generator # codegenerator # metaprogramming # programming # dsl Comments Add Comment 9 min read Beyond MyBatis: How NopOrm Reinvents SQL Management in 500 Lines of Code canonical canonical canonical Follow Nov 15 '25 Beyond MyBatis: How NopOrm Reinvents SQL Management in 500 Lines of Code # jpa # mybatis # persistence # programming Comments Add Comment 11 min read Revisiting Baidu AMIS and Declarative Programming canonical canonical canonical Follow Nov 14 '25 Revisiting Baidu AMIS and Declarative Programming # react # frontend # declarative # lowcode Comments Add Comment 6 min read Form layout language in a low-code platform: NopLayout canonical canonical canonical Follow Nov 14 '25 Form layout language in a low-code platform: NopLayout # webdev # lowcode # dsl # programming Comments Add Comment 7 min read The Time-Freezing Magic Behind Paxos canonical canonical canonical Follow Nov 13 '25 The Time-Freezing Magic Behind Paxos # distributedsystems # cluster # beginners # science Comments Add Comment 12 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close # development Follow Hide Tracking and discussing physical and cognitive milestones. Create Post Older #development posts 2 3 4 5 6 7 8 9 10 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu How to Submit Your Laravel Package to LaraCommunity Tarun Korat Tarun Korat Tarun Korat Follow Dec 6 '25 How to Submit Your Laravel Package to LaraCommunity # laravel # php # development # webdev Comments Add Comment 2 min read How Kiro Specs Made Me Ship a Full-Stack AI App in 48 Hours Linford Linford Linford Follow Dec 5 '25 How Kiro Specs Made Me Ship a Full-Stack AI App in 48 Hours # development # automation # kirodotdev # kiro Comments Add Comment 3 min read New Bloggg Ali khan Ali khan Ali khan Follow Dec 7 '25 New Bloggg # development Comments Add Comment 1 min read ALERTA IMPORTANTE PARA DEVS: golpe em testes técnicos está crescendo - fiquem espertos Anderson Contreira Anderson Contreira Anderson Contreira Follow Dec 6 '25 ALERTA IMPORTANTE PARA DEVS: golpe em testes técnicos está crescendo - fiquem espertos # braziliandevs # scam # recruiting # development Comments Add Comment 3 min read 10X Developer and the POC Trap Idris Gadi Idris Gadi Idris Gadi Follow Dec 4 '25 10X Developer and the POC Trap # webdev # development Comments Add Comment 3 min read How to develop a new software product quickly and cost-effectively? Alex Alex Alex Follow Dec 4 '25 How to develop a new software product quickly and cost-effectively? # softwaredevelopment # softwareengineering # software # development 3 reactions Comments Add Comment 5 min read Why Switching Companies Every 2–3 Years Can Supercharge Your Career Dima Dima Dima Follow Dec 6 '25 Why Switching Companies Every 2–3 Years Can Supercharge Your Career # discuss # career # careerdevelopment # development Comments Add Comment 2 min read Agent Development in Hours, Not Weeks: Accelerating with Gemini 3 and Google ADK Giorgio Boa Giorgio Boa Giorgio Boa Follow Dec 18 '25 Agent Development in Hours, Not Weeks: Accelerating with Gemini 3 and Google ADK # ai # development # programming # agents 1 reaction Comments Add Comment 2 min read Start with a Gravel Road: Why MVPs Beat 12‑Lane Highways Jake Lundberg Jake Lundberg Jake Lundberg Follow Dec 5 '25 Start with a Gravel Road: Why MVPs Beat 12‑Lane Highways # softwaredevelopment # softwareengineering # development # webdev Comments Add Comment 3 min read 50 DSA Interview Questions & Answers 2025 – Google, Amazon, Microsoft Level Abhinav Kumar Abhinav Kumar Abhinav Kumar Follow Dec 6 '25 50 DSA Interview Questions & Answers 2025 – Google, Amazon, Microsoft Level # discuss # programming # career # development Comments Add Comment 1 min read Thinking, Planning, Executing: Gemini 3's Agentic Core in the Antigravity Sandbox Giorgio Boa Giorgio Boa Giorgio Boa Follow Dec 18 '25 Thinking, Planning, Executing: Gemini 3's Agentic Core in the Antigravity Sandbox # webdev # programming # ai # development 1 reaction Comments Add Comment 2 min read Securing Terraform Infrastructure with Snyk IaC: A Practical SAST Example VICTOR WILLIAMS CRUZ MAMANI VICTOR WILLIAMS CRUZ MAMANI VICTOR WILLIAMS CRUZ MAMANI Follow Dec 4 '25 Securing Terraform Infrastructure with Snyk IaC: A Practical SAST Example # terraform # snyk # development Comments 2 comments 4 min read Early-Career Software Development: A Production-Oriented View Thiago Signoretti Thiago Signoretti Thiago Signoretti Follow Jan 8 Early-Career Software Development: A Production-Oriented View # development # career # programming Comments Add Comment 3 min read Which Is Harder: Frontend or Backend? My Honest Experience + What I Found After Research Simran ✦ Web Developer Simran ✦ Web Developer Simran ✦ Web Developer Follow Dec 5 '25 Which Is Harder: Frontend or Backend? My Honest Experience + What I Found After Research # webdev # frontend # backend # development Comments Add Comment 4 min read FMZ Platform Gold Rush: Practical Analysis of a Highly Flexible Python Trend Trading Framework fmzquant fmzquant fmzquant Follow Jan 8 FMZ Platform Gold Rush: Practical Analysis of a Highly Flexible Python Trend Trading Framework # python # cryptocurrency # algorithms # development Comments Add Comment 19 min read Why would you ever use an ORM? Kerman Kerman Kerman Follow Dec 3 '25 Why would you ever use an ORM? # database # architecture # development # programming Comments Add Comment 5 min read KToon: Tiny Tables, Big Savings Plug TOON into Your @Serializable Kotlin Classes Joseph Sanjaya Joseph Sanjaya Joseph Sanjaya Follow Dec 4 '25 KToon: Tiny Tables, Big Savings Plug TOON into Your @Serializable Kotlin Classes # kiro # kotlin # android # development Comments Add Comment 6 min read Top APM Tools to Watch in 2026 - What Every Developer Should Know Olivia John Olivia John Olivia John Follow Jan 7 Top APM Tools to Watch in 2026 - What Every Developer Should Know # discuss # developer # apm # development 4 reactions Comments Add Comment 3 min read AI Coding Tip 001 - Commit Before Prompt Maxi Contieri Maxi Contieri Maxi Contieri Follow Jan 6 AI Coding Tip 001 - Commit Before Prompt # ai # development # coding # webdev 3 reactions Comments Add Comment 3 min read A Quick Thing I Want to Share rndthts.dev rndthts.dev rndthts.dev Follow Dec 4 '25 A Quick Thing I Want to Share # python # development 2 reactions Comments Add Comment 1 min read New beginnings.🚀 darshan ub darshan ub darshan ub Follow Dec 3 '25 New beginnings.🚀 # learning # webdev # fullstack # development Comments Add Comment 1 min read Loading Chrome extensions for development in 2025 Max Max Max Follow for bitcrowd Dec 3 '25 Loading Chrome extensions for development in 2025 # chrome # browserextension # opensource # development Comments Add Comment 5 min read A/B Testing for QA: How to Validate Features with Real User Data Matt Calder Matt Calder Matt Calder Follow Dec 3 '25 A/B Testing for QA: How to Validate Features with Real User Data # devops # testing # development Comments Add Comment 5 min read Top 10 Mistakes Developers Commonly Make (and Why They Happen) Muhammad Rameez Yousuf Muhammad Rameez Yousuf Muhammad Rameez Yousuf Follow Dec 2 '25 Top 10 Mistakes Developers Commonly Make (and Why They Happen) # cleancode # softwaredevelopment # development Comments Add Comment 1 min read How You Can Become an AWS Community Builder in 2026 Aman Pathak Aman Pathak Aman Pathak Follow Dec 6 '25 How You Can Become an AWS Community Builder in 2026 # aws # devops # cloud # development Comments Add Comment 3 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://www.fine.dev/blog/ai-coding-tools-all#cursor | The Top AI Coding Tools and Assistants in 2024 Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back The Top AI Coding Tools and Assistants in 2024 Do you find yourself going crazy with all the different AI coding tools available? There are so many (here we list 32, but more are announced every week), it's hard to cut through the noise and understand which are the most useful AI coding tools. One thing is for certain: in today's fast-evolving software development landscape, AI coding tools are becoming essential for enhancing productivity, streamlining workflows, and improving code quality. Startups and agencies are looking to adopt the best AI coding tool to help them ship faster, better software and gain a competitive edge. This guide reviews 32 AI coding assistants available in 2024, discussing their features, pricing, and accessibility. Of course, we encourage you to check out Fine , the end-to-end AI coding tool designed to slot in to your team's collaborative workflows. Whilst many of the platforms listed focus on one aspect (code gen, testing, etc) - Fine is the AI Coding tool offering it all. Table of Contents Introduction Top 32 AI Coding Tools and Assistants Available for Immediate Use Fine.dev GitHub Copilot ChatGPT Amazon CodeWhisperer Tabnine Replit AI (Ghostwriter) Codiga Sourcery DeepCode (Snyk) CodeWP AIXcoder Cody (Sourcegraph) Figstack Android Studio Bot Amazon CodeGuru Security Mutable AI Ponicode Otter.ai Snyk Cursor Bolt Codium Qodo Void Editor Honeycomb Pear AI Magic AlphaCode Code Llama StableCode Visual Copilot Devin Conclusion FAQs Introduction Artificial Intelligence (AI) has revolutionized software development, with a plethora of coding tools now available to assist developers. Whether it's automating repetitive tasks, suggesting code improvements, or enhancing security, AI coding assistants have something to offer for every level of developer. Top 32 AI Coding Tools and Assistants Here’s a comprehensive list of the top AI coding assistants in 2024, divided into categories based on availability. Available for Immediate Use Fine - End-to-end AI coding assistant for every stage of the dev lifecycle, with full context awareness. Fine learns your codebase via the GitHub integration to minimize errors and maximize usefulness. It can turn issues into PRs; add docs, tests and logs; answer questions about your code; make revisions to PRs or summarize them; review your code and more. Based in the cloud, it's available via mobile as well as desktop. GitHub Copilot – Offers real-time code suggestions using OpenAI Codex. It helps developers write code more efficiently by predicting entire lines or blocks of code based on the context and the developer's intent. GitHub Copilot supports a wide range of programming languages and is integrated into popular development environments like Visual Studio Code, making it accessible and easy to use. Available plans start at $10/month. Pricing : $10/month (individual), $19/month (business) ChatGPT – Versatile AI assistant capable of code generation and debugging. A free version is available, while ChatGPT Plus costs $20/month. ChatGPT doesn't integrate with your codebase, so you'll need to copy and paste between your editor and the site. Pricing : Free, $20/month for Plus Amazon CodeWhisperer – Integrates seamlessly with AWS services, providing real-time code completions. Free tier available; Pro plan starts at $19/user per month. Pricing : Free, $19/user per month for Pro Tabnine – AI-powered code completion with a focus on privacy. Pricing : Free, $12/month for Pro Replit AI (Ghostwriter) – Collaborative cloud-based IDE offering code generation and debugging features, particularly useful for those with no coding experience or already using Replit. Pricing : $10/month for Core, $33/user per month for Teams Codiga – Real-time static code analysis tool with a free tier; Pro plan costs $14/month. Pricing : Free, $14/month for Pro Sourcery – AI code reviewer. Improves code quality through automated refactoring. Uses GPT4-turbo Pricing : Free for open-source, $12/month for Pro DeepCode (Snyk) – Detects security vulnerabilities in real-time. Free for individuals, with team plans starting at $27/month. Pricing : Free for individuals, $27/month per user CodeWP – AI-powered code generator specifically for WordPress. Pricing starts at $18/month. Pricing : Free, $18/month for Pro AIXcoder – Offers intelligent code completion with support for multiple IDEs. Free and custom enterprise plans available. Pricing : Free, custom pricing for enterprises Cody (Sourcegraph) – Supports project-wide code assistance, offering features like code navigation, large-scale search, and contextual help across entire projects, ensuring that developers can maintain consistency and quality across their entire codebase. Pricing : Free option available, paid plans start at $9 per month. Figstack – Assists with code documentation and optimization, priced at $10/month after a free trial. Pricing : $10/month after free trial Android Studio Bot – Available for free as part of Android Studio. Pricing : Free Amazon CodeGuru Security – Helps optimize code security, free for the first 90 days. Post-trial pricing is $10/month. Pricing : $10/month after first 90 days Mutable AI – Creates a wiki for your codebase. Pricing : Free for open source, basic plan starts at $2 per month. Snyk – Offers code and dependency vulnerability detection. Free for individuals; team plans start at $25/month. Pricing : Free for individuals, $27/month for teams Cursor – Cursor is a powerful AI coding assistant designed to streamline the software development process by providing intelligent code completions, contextual code suggestions, and explanations. It supports a wide range of programming languages and integrates smoothly with popular IDEs, making it an efficient tool for both individual developers and teams. Cursor aims to enhance productivity by reducing the time spent on repetitive coding tasks, offering automated code fixes, and facilitating collaboration. Free for basic use; premium features pricing varies. – Free for basic use; premium features pricing varies. Pricing : Varies Bolt – Although commonly described as a Cursor and V0 killer, Bolt seems to be a ChatGPT for front-end development. It's built by Stackblitz, the cloud-based web-development platform that lets you write, run and debug frontend code in your browser. Pricing : Free to start with paid subscriptions available in the app. Codeium – In-IDE AI coding assistant. Offers autocomplete, chat, and inline commands. Pricing : Free plan available, paid plans start at $10 per month. Qodo – AI coding tool that emphasis quality code, helping developers generate, test and review code. Pricing : Free version available, or $19 per month. Enterprise options available. Void Editor – Void describe themselves as an Open-Source alternative to Cursor offering greater privacy. Their logo seems similar to squarespace. Offers the ability to use the tab button to autocomplete the code you're writing - similar to GitHub Copilot. Waitlist access only, no pricing information available. Honeycomb – AI coding tool announced in August 2024 as a YC-backed startup, but the announcement and website have since disappeared. Still viewable on X . Pear AI – AI-powered coding assistant focused on improving development workflows, available at Pear AI. Built as a fork of Continue, which is a fork of VSCode, leading to controversy during their launch. Pricing : Free plan available requiring your own API keys. "Junior" plan for $15 per month includes limited credits for Claude and GPT4o with more credits available for purchase.. Magic – Requires a waitlist to access during the early access phase. AlphaCode – Limited to research and special projects. Code Llama – Open-source, but some hosted services may be restricted. Stable Code Alpha – Available as part of stability.ai membership. Visual Copilot – AI coding assistant for design-to-code. Import designs from Figma and turn into code. Free plan available with 4K context window and 20 code generations; Basic plan $19 per month, Growth plan $39 per month. Devin – Available only in early access; requires joining the waitlist. Conclusion AI coding tools continue to evolve, offering unique features to boost developer productivity. From real-time code suggestions to comprehensive security checks, developers can choose from a variety of options based on their needs and budget. FAQs Q: Are there any free AI coding tools? A: Yes, many tools offer free tiers or trials, including Fine. Q: How can I access Devin or Magic? A: Both tools require joining a waitlist for early access. Q: Are these tools suitable for beginners? A: Yes, many of these tools cater to all skill levels, providing resources and support for new developers. Important note: Information about platforms, their availability, features and pricing, is based on an automated internet search and may be inaccurate or out-of-date. Last updated: 2024-10-10 Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:49:37 |
https://open.forem.com/qwegle_insights/why-indias-gig-worker-strike-is-about-technology-k49 | Why India’s Gig Worker Strike Is About Technology - Open Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Open Forem Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Qwegle Tech Posted on Dec 31, 2025 Why India’s Gig Worker Strike Is About Technology # gig # gigworkers # company # news Introduction At first glance, India’s gig worker strike appears to be another labour dispute. Delivery partners logging out of apps. Orders are slowing down. Public demands for higher pay and better conditions. But look closer, and a deeper story emerges. This is not only a protest against wages. It is a response to how technology defines the pace of modern work. It is about software systems that promise speed to customers while quietly transferring pressure onto human bodies. And it is about how design decisions made inside platforms ripple outward into streets, traffic, and daily life. When gig workers step away from their phones, they are not rejecting technology. They are questioning how it is being used. Where the Strike Began to Make Sense Delivery partners working with platforms like Swiggy , Zomato , and Amazon delivery services did not arrive at this moment overnight. For months, workers across cities reported shrinking incentives, rising fuel costs, and tighter delivery expectations. What finally brought attention was the demand to remove ultra-fast delivery options. This request was not symbolic. It was deeply practical. Fast delivery is not just a promise made in marketing campaigns. It is a technical setting. It lives inside routing algorithms, time estimates, and performance scoring systems. Once speed becomes a selling point, the system must enforce it. And enforcement is carried out by code. How Platforms Set the Rhythm of Work Behind every delivery notification is a complex technological system. Platforms track traffic patterns, order density, customer behaviour, and individual worker history in real time. Algorithms decide who gets assigned what order, how long the delivery should take, and how performance is evaluated. For gig workers, the app becomes more than a tool. It becomes a silent supervisor. Accept too slowly, and future orders may decline. Miss a delivery window, and incentives disappear. Declining tasks repeatedly, and visibility within the system drops. None of this is shouted. It is nudged quietly through notifications, timers, and scores. When delivery timelines become tighter, workers feel it immediately. Breaks shorten. Risk increases. What appears to be efficiency on a dashboard can become a strain on the road. Why This Is a Technology Story First This strike matters because it exposes how software design shapes human behaviour. Technology does not simply reflect reality. It constructs it. A ten-minute delivery option exists because teams decided that speed should outweigh other considerations. That decision affects how routes are calculated, how bonuses are structured, and how workers move through cities. When algorithms prioritise speed above safety or sustainability, humans absorb the cost. And unlike software, humans have limits. This is why the strike is about technology as much as labour. It asks a fundamental question. What should systems optimise for? The Promise and Pressure of Flexibility The gig economy was built on the idea of freedom. Work when you want. Choose your hours. Be independent. In practice, flexibility is often shaped by invisible constraints. Peak hour bonuses encourage longer shifts. Acceptance rates affect future task allocation. Declining orders can quietly reduce income opportunities. Gig workers are not saying flexibility is a lie. They are saying it is conditional. When systems tighten, freedom shrinks. The strike brings this tension into the open. Speed Versus Sustainability Fast delivery has become a competitive battleground. Platforms race to outdo one another. Customers grow accustomed to immediacy. But speed has consequences. Roads are unpredictable. Weather changes. Fatigue builds. When systems ignore these realities, risk increases. Gig workers are asking platforms to recognise that sustainability matters. They are not opposing innovation. They are asking for technology that respects human rhythm. That distinction matters. What Responsible Platform Design Looks Like Better technology does not mean slower progress. It means wiser priorities. Routing systems can include safety buffers. Incentives can reward consistency rather than only speed. Earnings models can guarantee minimum stability. Automated penalties can include human review. Transparency is equally important. Workers deserve to understand how payouts are calculated and how performance affects opportunity. When systems feel opaque, trust erodes. Good technology explains itself. It does not hide behind complexity. Qwegle’s Insights At Qwegle , we study how digital systems influence human behaviour long before the effects become visible. The gig worker strike is a clear signal. We see a familiar pattern. Platforms scale efficiency faster than care. Over time, the imbalance becomes visible through burnout, resistance, and public pushback. The companies that will endure are not the ones that push hardest. They are the people who listen, adapt, and design with sensitivity. They view workers as a component of the system, not as variables to be optimized. Technology works best when it helps people, not when it limits them. Why this matters beyond delivery apps This topic extends well beyond food and supplies. The same dynamics are observed wherever algorithms govern human work. Warehousing. Customer support. Content moderation. Even creative work. Anywhere software sets the pace, assigns value, and measures performance; the same question applies. Who benefits from optimisation? Who bears the risk? The gig worker strike is not an isolated event. It is a preview. What the Future Can Look Like There is a different path forward. One where platforms use technology to protect workers as much as customers. Dynamic delivery windows that adjust to real conditions. Safety weighted routing. Clear earning guarantees. Transparent scoring systems. Human oversight where automation falls short. None of this is unrealistic. It requires intention. Technology should expand human capability, not shrink it. Conclusion India’s gig worker strike is not a rejection of progress. It is a call for better progress. It asks platform builders to look beyond growth metrics and consider real-life experience. It reminds designers that speed is not always an improvement. And it shows that when systems forget the human, people eventually push back. When technology listens, trust returns. Contact Qwegle to understand how ethical technology design can shape sustainable platforms and long-term digital trust. Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Qwegle Tech Follow Building smarter UX for a faster future. Qwegle simplifies tech, design, and AI for the real world. Joined Jun 19, 2025 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Open Forem — A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Open Forem © 2016 - 2026. Where all the other conversations belong Log in Create account | 2026-01-13T08:49:37 |
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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close # systemdesign Follow Hide Create Post Older #systemdesign posts 4 5 6 7 8 9 10 11 12 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Event-Driven Architecture: Why Your App Should Stop Talking to Itself (And Start Listening) Felix Twoli Felix Twoli Felix Twoli Follow Jan 1 Event-Driven Architecture: Why Your App Should Stop Talking to Itself (And Start Listening) # systemdesign # eventdriven # microservices # distributedsystems 1 reaction Comments Add Comment 8 min read What Planning Transit Schedules Taught Me About Flow Caleb Morrison Caleb Morrison Caleb Morrison Follow Dec 23 '25 What Planning Transit Schedules Taught Me About Flow # performance # productivity # systemdesign Comments Add Comment 8 min read How I built a reliable webhook queue in Rust (retries, idempotency, DLQ, schedules, workflows, real-time) Yevhen Salitrynskyi Yevhen Salitrynskyi Yevhen Salitrynskyi Follow Dec 22 '25 How I built a reliable webhook queue in Rust (retries, idempotency, DLQ, schedules, workflows, real-time) # showdev # systemdesign # rust # opensource Comments Add Comment 3 min read Designing a Dynamic Loan Decision Engine in a Regulated FinTech Environment Tural Muradov Tural Muradov Tural Muradov Follow Dec 22 '25 Designing a Dynamic Loan Decision Engine in a Regulated FinTech Environment # architecture # backend # systemdesign Comments Add Comment 4 min read Your Audit Logs Are Lying to You: 6 Properties That Make Logs Actually Verifiable VeritasChain Standards Organization (VSO) VeritasChain Standards Organization (VSO) VeritasChain Standards Organization (VSO) Follow Dec 22 '25 Your Audit Logs Are Lying to You: 6 Properties That Make Logs Actually Verifiable # security # architecture # systemdesign # observability Comments Add Comment 6 min read DISTRIBUTED SYSTEMS Tuntufye Mwakalasya Tuntufye Mwakalasya Tuntufye Mwakalasya Follow Dec 17 '25 DISTRIBUTED SYSTEMS # architecture # computerscience # systemdesign Comments Add Comment 7 min read If the Same Input Gives Different Results, It’s Not a Decision System yuer yuer yuer Follow Dec 18 '25 If the Same Input Gives Different Results, It’s Not a Decision System # discuss # ai # systemdesign Comments Add Comment 2 min read Adapter Philosophy rokoss21 rokoss21 rokoss21 Follow Dec 16 '25 Adapter Philosophy # architecture # design # systemdesign Comments Add Comment 2 min read Understanding the core mechanics of ThingsDB Jeroen van der Heijden Jeroen van der Heijden Jeroen van der Heijden Follow Dec 22 '25 Understanding the core mechanics of ThingsDB # architecture # database # systemdesign 4 reactions Comments Add Comment 4 min read Human-Oriented Architecture (HOA) 李超 李超 李超 Follow Dec 18 '25 Human-Oriented Architecture (HOA) # discuss # systemdesign # softwareengineering # architecture Comments Add Comment 3 min read Creating a simplified LinkedIn-style social architecture Joshua Joshua Joshua Follow Dec 16 '25 Creating a simplified LinkedIn-style social architecture # webdev # programming # systemdesign # distributedsystems Comments Add Comment 1 min read Why Edge Cases Matter in Distributed Systems Yodit Weldegeorgise Yodit Weldegeorgise Yodit Weldegeorgise Follow Dec 29 '25 Why Edge Cases Matter in Distributed Systems # discuss # architecture # systemdesign Comments Add Comment 6 min read Dual write problem in distributed systems Saurav Jha Saurav Jha Saurav Jha Follow Dec 29 '25 Dual write problem in distributed systems # architecture # microservices # systemdesign Comments Add Comment 4 min read Your Observability Stack Is Optimized for the Wrong Thing Sanket Naik Sanket Naik Sanket Naik Follow Dec 15 '25 Your Observability Stack Is Optimized for the Wrong Thing # observability # operations # distributedsystems # systemdesign Comments Add Comment 8 min read The Death of Brittle Scripts: Architecting a Self-Healing AI Automation Ecosystem Sumanta Swain Sumanta Swain Sumanta Swain Follow Dec 15 '25 The Death of Brittle Scripts: Architecting a Self-Healing AI Automation Ecosystem # ai # automation # systemdesign # python Comments Add Comment 3 min read Unpacking the Google File System Paper: A Simple Breakdown rajeevrajeshuni rajeevrajeshuni rajeevrajeshuni Follow Dec 15 '25 Unpacking the Google File System Paper: A Simple Breakdown # distributedsystems # dataengineering # systemdesign # pwl Comments Add Comment 3 min read lowkey: Building a Distributed Lock Service That Actually Works Yashaswi Kumar Mishra Yashaswi Kumar Mishra Yashaswi Kumar Mishra Follow Dec 28 '25 lowkey: Building a Distributed Lock Service That Actually Works # go # backend # systemdesign # distributedsystems 1 reaction Comments Add Comment 11 min read Functional MCP AI System Diagram Franck Mercado Franck Mercado Franck Mercado Follow Dec 15 '25 Functional MCP AI System Diagram # systemdesign # ai # rag # llm Comments Add Comment 1 min read What the AWS us-east-1 Outage Taught Me About Building Resilient Systems ajithmanmu ajithmanmu ajithmanmu Follow Dec 14 '25 What the AWS us-east-1 Outage Taught Me About Building Resilient Systems # architecture # aws # systemdesign Comments Add Comment 4 min read 🔗 Designing a URL Shortener: From Architecture to Node.js Implementation Abhinav Abhinav Abhinav Follow Dec 14 '25 🔗 Designing a URL Shortener: From Architecture to Node.js Implementation # systemdesign # interview # node # softwaredevelopment Comments 1 comment 4 min read I Wrote a WebSocket Client From Scratch and It Ate My RAM Ayush Kumar Anand Ayush Kumar Anand Ayush Kumar Anand Follow Dec 14 '25 I Wrote a WebSocket Client From Scratch and It Ate My RAM # erlang # systemdesign # backend # beginners Comments Add Comment 3 min read Artemis II Isn’t About the Launch — It’s About the Rehearsal Sanuga Kuruppu Sanuga Kuruppu Sanuga Kuruppu Follow Dec 16 '25 Artemis II Isn’t About the Launch — It’s About the Rehearsal # systemdesign # testing # softwareengineering # architecture Comments Add Comment 1 min read AI Agents aren't genies that grant wishes Benedict L Benedict L Benedict L Follow Jan 6 AI Agents aren't genies that grant wishes # agents # ai # productivity # systemdesign 1 reaction Comments Add Comment 1 min read The Circuit Breaker Pattern: Building Resilient Applications Fernanda Nadhiftya Fernanda Nadhiftya Fernanda Nadhiftya Follow Dec 18 '25 The Circuit Breaker Pattern: Building Resilient Applications # architecture # microservices # systemdesign Comments Add Comment 3 min read Designing a Real-Time Billing System That Survives Peak Hours BillBoox BillBoox BillBoox Follow Dec 18 '25 Designing a Real-Time Billing System That Survives Peak Hours # 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Open Forem Close Follow User actions Ava Mendes ⚡ Especialista em portabilidade de energia elétrica | Fundadora @ energialex.app | Ajudo brasileiros a economizarem até 20% na conta de luz | Energia limpa, economia inteligente e sustentabilidade Location Brasil Joined Joined on Oct 20, 2025 Personal website https://energialex.app More info about @ava_mendes Badges Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close Post 8 posts published Comment 0 comments written Tag 2 tags followed Energia Solar + Mercado Livre para MEI: Requisitos Técnicos em 2025 Ava Mendes Ava Mendes Ava Mendes Follow Dec 25 '25 Energia Solar + Mercado Livre para MEI: Requisitos Técnicos em 2025 # news # freelance # security Comments Add Comment 8 min read Energia Solar + Mercado Livre para MEI: Requisitos Técnicos em 2025 Ava Mendes Ava Mendes Ava Mendes Follow Dec 15 '25 Energia Solar + Mercado Livre para MEI: Requisitos Técnicos em 2025 Comments Add Comment 6 min read Tarifa Branca em Zona Rural: Economia Real para Consumo Baixo Ava Mendes Ava Mendes Ava Mendes Follow Nov 24 '25 Tarifa Branca em Zona Rural: Economia Real para Consumo Baixo Comments Add Comment 6 min read MP 1.300/2025: Entenda os Prazos e Custos para Retornar ao Mercado Cativo Ava Mendes Ava Mendes Ava Mendes Follow Nov 20 '25 MP 1.300/2025: Entenda os Prazos e Custos para Retornar ao Mercado Cativo Comments Add Comment 7 min read Bandeiras Tarifárias 2025: cores, valores e como economizar Ava Mendes Ava Mendes Ava Mendes Follow Nov 12 '25 Bandeiras Tarifárias 2025: cores, valores e como economizar # discuss # learning # watercooler Comments Add Comment 11 min read Por que minha conta de luz está tão alta em 2025? 7 causas ocultas Ava Mendes Ava Mendes Ava Mendes Follow Nov 11 '25 Por que minha conta de luz está tão alta em 2025? 7 causas ocultas Comments Add Comment 9 min read MP 1.300/2025: o que muda no mercado livre de energia até 2027 Ava Mendes Ava Mendes Ava Mendes Follow Nov 10 '25 MP 1.300/2025: o que muda no mercado livre de energia até 2027 # discuss # news Comments Add Comment 9 min read Quem pode fazer portabilidade de energia? 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https://dev.to/faizanfirdousi | Faizan Firdousi - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions Faizan Firdousi Love Computer Science | linux | Go | DevOps | cloud Location Pune, Maharashtra,India Joined Joined on Oct 27, 2024 github website twitter website Education Bachelor of Engineering in Computer Science Pronouns He/Him More info about @faizanfirdousi Badges One Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least one year. Got it Close Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close Skills/Languages Generalist as of now Currently learning Computer Networks, Go lang, Python Post 17 posts published Comment 2 comments written Tag 18 tags followed Database Design Best Practice: Store Categorical Data as IDs, Not Strings Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jan 11 Database Design Best Practice: Store Categorical Data as IDs, Not Strings # database # backend # sql # architecture Comments Add Comment 2 min read Want to connect with Faizan Firdousi? Create an account to connect with Faizan Firdousi. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in My Key Takeaways from DDIA Chapter 1: Reliability, Scalability, and Maintainability Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jan 7 My Key Takeaways from DDIA Chapter 1: Reliability, Scalability, and Maintainability # systemdesign # distributedsystems # architecture # computerscience Comments Add Comment 2 min read Why Docker Is Not Truly Native on Windows and macOS Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Nov 29 '25 Why Docker Is Not Truly Native on Windows and macOS # devops # linux # containers # docker 1 reaction Comments Add Comment 1 min read Understanding Docker Networking: A Practical, Small-Scale Production Emulation Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Nov 29 '25 Understanding Docker Networking: A Practical, Small-Scale Production Emulation # devops # docker # containers # linux 1 reaction Comments Add Comment 2 min read Building a Production-Ready DevOps Pipeline: URL Shortener with Docker, GitHub Actions & AWS Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Nov 23 '25 Building a Production-Ready DevOps Pipeline: URL Shortener with Docker, GitHub Actions & AWS # cicd # docker # aws # devops 1 reaction Comments Add Comment 2 min read How War Shaped the Foundations of Modern Computer Science Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Nov 21 '25 How War Shaped the Foundations of Modern Computer Science # computerscience # architecture 1 reaction Comments Add Comment 2 min read A Developer’s Guide to Terminal Editors: Vim, Nano, and Emacs Explained Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Nov 21 '25 A Developer’s Guide to Terminal Editors: Vim, Nano, and Emacs Explained # devops # linux # aws # cloud 1 reaction Comments Add Comment 2 min read The Evolution of HTTP: From HTTP/1.1 to HTTP/2 to HTTP/3 Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Sep 2 '25 The Evolution of HTTP: From HTTP/1.1 to HTTP/2 to HTTP/3 Comments Add Comment 7 min read How a Simple Bitwise AND Decides If Two Computers Can Talk Directly Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Aug 1 '25 How a Simple Bitwise AND Decides If Two Computers Can Talk Directly # networking # cloud # devops # computerscience 1 reaction Comments Add Comment 2 min read The Special Role of 127.0.0.0/8 in Networking Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jul 30 '25 The Special Role of 127.0.0.0/8 in Networking # networking # computerscience Comments Add Comment 1 min read How Computers Keep Track of Time: The Story of NTP Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jul 29 '25 How Computers Keep Track of Time: The Story of NTP # linux # devops # computerscience Comments Add Comment 2 min read Why Linux Has Both /bin and /usr/bin: A Brief History of Unix Design Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jul 29 '25 Why Linux Has Both /bin and /usr/bin: A Brief History of Unix Design Comments 1 comment 1 min read How does actually HTTPS works, overview of TLS Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jul 29 '25 How does actually HTTPS works, overview of TLS Comments Add Comment 2 min read I Tried Quantum Computing: A Simple Guide to Qubits and Quantum Logic Gates Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Mar 27 '25 I Tried Quantum Computing: A Simple Guide to Qubits and Quantum Logic Gates Comments Add Comment 5 min read Bandwidth and Throughput: A Clear Comparison You Need to Know Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Mar 9 '25 Bandwidth and Throughput: A Clear Comparison You Need to Know # networking # devops # sre # computerscience 3 reactions Comments 3 comments 2 min read Transition Guide: From Java to JavaScript Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jan 22 '25 Transition Guide: From Java to JavaScript # webdev # javascript # java # programming 1 reaction Comments 1 comment 4 min read Bits,Bytes,ASCII and Unicode Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Oct 30 '24 Bits,Bytes,ASCII and Unicode Comments Add Comment 1 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://www.algolia.com/fr/products | Plateforme et produits : API de recherche, API de recommandations et autres fonctionnalités. | Algolia Niket --> Deutsch English français News DevCon2025 | October 1-2 Learn more Algolia Partners Support Login Logout Algolia mark white Algolia logo white Products Search Show users what they're looking for with AI-driven resuts. Search Show users what they're looking for with AI-driven resuts. Recommendations Use behavioral cues to drive higher engagement. Recommendations Use behavioral cues to drive higher engagement. Personalization Show each user what they need across their journey. Personalization Show each user what they need across their journey. Analytics All your insights in one dashboard. Analytics All your insights in one dashboard. Browse Move customers down the funnel with curated category pages. Browse Move customers down the funnel with curated category pages. Agent Studio Create, test, and deploy AI agents, fast. Agent Studio Create, test, and deploy AI agents, fast. Generative Experiences Build conversational solutions with retrieval augmented generation (RAG). Generative Experiences Build conversational solutions with retrieval augmented generation (RAG). Ask AI Deliver conversational answers—right from your search bar. Ask AI Deliver conversational answers—right from your search bar. MCP Server Search, analyze, or monitor your index within your agentic workflow. MCP Server Search, analyze, or monitor your index within your agentic workflow. Data Enrichment Modify, enhance, or restructure data as it’s indexed for search. Data Enrichment Modify, enhance, or restructure data as it’s indexed for search. Data Transformation Streamline data preparation and enhance data quality. Data Transformation Streamline data preparation and enhance data quality. Integrations Connect to your existing stack via pre-built libraries and APIs. Integrations Connect to your existing stack via pre-built libraries and APIs. Data Centers Choose from 70+ data centers across 17 regions. Data Centers Choose from 70+ data centers across 17 regions. Security & Compliance Built for peace of mind. Security & Compliance Built for peace of mind. 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We got you covered! Brand guidelines Download logo pack Nos solutions Une recherche par IA qui montre aux utilisateurs ce dont ils ont besoin Améliorez le parcours de vos utilisateurs grâce à des solutions de recherche, de navigation et de recommandations. Demandez une démo Commencez gratuitement Make every interaction smarter with AI retrieval Every modern AI experience depends on one core capability: finding the right information at the right moment. That process is retrieval. Retrieval is how search engines, LLMs, and AI agents locate the data they need to answer questions, generate content, or take action. When retrieval is strong, these experiences behave intelligently; when it isn’t, they guess. Les trois caractéristiques uniques d’Algolia Facilité d’utilisation Implémentez un scénario de test en quelques minutes grâce à nos API. Donnez à vos équipes commerciales la visibilité et le contrôle nécessaires pour optimiser le classement, et des automatisations pour leur faire gagner du temps. Vitesse Vos recherches apparaissent à mesure que vous tapez, grâce à la recherche basée sur l’IA la plus rapide que nous connaissons. Des résultats plus rapides entraînent des revenus plus élevés. Échelle Faites confiance au plus grand moteur de recherche hébergé au monde, avec 1,7 billion de recherches par an. Algolia est également hautement conforme et stable (avec une disponibilité allant jusqu’à 99,999 %). Build retrieval-powered solutions today AI retrieval powers the next generation of agentic, generative, and search experiences that adapt to intent, not syntax. Search AI Construisez des expériences de recherche puissantes pour votre application ou site grâce à une IA qui comprend, classe et s’adapte en temps réel. Combinez résultats traditionnels, génératifs et agentiques pour offrir une expérience optimale et engageante. Recherche hybride : la recherche vectorielle sémantique rencontre la précision des mots-clés pour des résultats rapides et intuitifs, alignés avec l’intention utilisateur. En savoir plus Classement IA : combinez machine learning et contrôle humain pour améliorer en continu la pertinence des résultats. En savoir plus Catégorisation des requêtes : transformez des requêtes non structurées en données exploitables pour un merchandising et une analyse plus intelligents. En savoir plus Personnalisation avancée : proposez des expériences adaptées au comportement, aux préférences et au contexte de chaque utilisateur, dès la mise en place. En savoir plus En savoir plus sur la recherche par IA Agentic Studio Agent Studio est la manière la plus rapide de construire et de déployer des agents RAG. C’est un framework destiné aux développeurs qui simplifie la création d’agents IA augmentés par la recherche, prêts pour la production. Agents de marque : créez et testez des agents capables d’interagir avec vos visiteurs — ou développez des agents automatisés pour vos équipes internes. Opérations agentiques : améliorez les résultats de recherche grâce à des assistants intelligents qui configurent les opérations pour optimiser vos résultats business. Agentic search commerce : vendez vos produits via des sites tiers pilotés par des agents (ex. Perplexity, ChatGPT, etc.) grâce au serveur MCP d’Algolia. En savoir plus sur l'Agentic Studio La pertinence à grande échelle La plateforme IA d’Algolia fusionne recherche, langage et logique pour offrir une pertinence à grande échelle. Elle combine des algorithmes de recherche avancés, des grands modèles de langage (LLMs) et la génération augmentée par recherche (RAG) afin de fournir des expériences utilisateur hautement personnalisées, performantes et en temps réel. Expériences IA génératives : une boîte à outils pour développeurs permettant de créer des guides riches en contenu — alimentés par des LLMs et adaptés à votre audience. En savoir plus Guides : générez automatiquement des guides informatifs à partir de votre catalogue produit. Mise en place facile – sans création manuelle de contenu. En savoir plus Ask AI : ajoutez un assistant IA à vos documents, votre site web ou votre centre de support pour fournir des réponses précises et conversationnelles — directement depuis votre barre de recherche. En savoir plus Learn more about Generative Experiences Connectez vos agents IA avec Algolia MCP Le Model Context Protocol (MCP) d’Algolia fournit l’infrastructure nécessaire pour contrôler et orchestrer le commerce piloté par agents. Il est essentiel pour coordonner les différents systèmes nécessaires à une transaction agentique complète. Que vous construisiez des recommandations produits, des assistants de recherche ou des tableaux de bord analytiques, MCP permet d’en faire plus, plus vite, et à grande échelle. En savoir plus Outils pour les utilisateurs business Merchandising Studio Créez de meilleures expériences client basées sur les données, sans avoir à coder. Les équipes commerciales utilisent le Merchandising Studio d’Algolia pour contrôler et mener des campagnes à travers AI Search, AI Browse et AI Recommendations. En savoir plus Analytics Obtenez des informations sur les taux de clics, les performances par position et la saisonnalité. Suivez les termes de recherche qui génèrent votre chiffre d’affaires, corrigez les résultats nuls et améliorez les performances de vos catégories. Le tout sur un tableau de bord intuitif. En savoir plus Un coup de pouce pour les développeurs Composants d’interface utilisateur Lancez-vous rapidement grâce à nos bibliothèques de composants d’interface utilisateur pour les interfaces de n’importe quelle résolution et n’importe quel framework JS. Nous vous proposons des fonctions de recherche instantanée, d’autocomplétion, de tri et de pagination et bien d’autres encore. Découvrez nos composants d’interface utilisateur Intégrations Connectez-vous directement à votre stack technologique ou à votre framework. Démarrez rapidement grâce à des intégrations avec des plateformes d’e-commerce telles que Shopify et Salesforce Commerce Cloud. 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https://vibe.forem.com/privacy#9-supplemental-notice-for-nevada-residents | Privacy Policy - Vibe Coding Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Vibe Coding Forem Close Privacy Policy Last Updated: September 01, 2023 This Privacy Policy is designed to help you understand how DEV Community Inc. (" DEV ," " we ," or " us ") collects, use, and discloses your personal information. What's With the Defined Terms? You'll notice that some words appear in quotes in this Privacy Policy. They're called "defined terms," and we use them so that we don't have to repeat the same language again and again. They mean the same thing in every instance, to help us make sure that this Privacy Policy is consistent. We've included the defined terms throughout because we want it to be easy for you to read them in context. 1. WHAT DOES THIS PRIVACY POLICY APPLY TO? 2. PERSONAL INFORMATION WE COLLECT 3. HOW WE USE YOUR INFORMATION 4. HOW WE DISCLOSE YOUR INFORMATION 5. YOUR PRIVACY CHOICES AND RIGHTS 6. INTERNATIONAL DATA TRANSFERS 7. RETENTION OF PERSONAL INFORMATION 8. SUPPLEMENTAL DISCLOSURES FOR CALIFORNIA RESIDENTS 9. SUPPLEMENTAL NOTICE FOR NEVADA RESIDENTS 10. CHILDREN'S INFORMATION 11. OTHER PROVISIONS 12. CONTACT US 1. WHAT DOES THIS PRIVACY POLICY APPLY TO? This Privacy Policy applies to personal information processed by us, including on our websites, mobile applications, and other online or offline offerings — basically anything we do. To make this Privacy Policy easier to read, our websites, mobile applications, and other offerings are all collectively called the " Services. " Beyond this Privacy Policy, your use of the Services is subject to our DEV Community Terms and our Forem Terms. The Services include both our own community forum at https://www.dev.to (the " DEV Community ") and the open source tool we provide called " Forem ," available at https://www.forem.com which allows our customers to create and operate their own online forums. We collect personal information from two categories of people: (1) our customers, who use Forem and our hosting services to run and host their own forums (we'll call them " Forem Operators "), and (2) the people who interact with DEV-hosted forums, including forums provided by Forem Operators utilizing Forem and separately our own DEV Community (we'll call them " Users "). An Important Note for Users Since we provide hosting services for Forem Operators, technically we also process your information on their behalf. That processing is governed by the contracts that we have in place with each Forem Operator, not this Privacy Policy. In other words, when you share your data on a DEV-hosted forum operated by a Forem Operator, we at DEV are basically just the "pipes" — we process the data on behalf of the Forem Operator, but don't do anything with it ourselves beyond what we're required to do under our contract (and by law). So, if you post your information on a DEV-powered forum provided by a Forem Operator, that Forem Operator's privacy policy applies, and any questions or requests relating to your data on that service should be directed to that Forem Operator, not us. Likewise, if you use our mobile application, you may also interact with forums that use DEV's open-source tools but do all their hosting and data collection themselves. For those forums, we at DEV have no access to your data, so be sure to read the privacy policy of any third-party hosted forum before posting. 2. PERSONAL INFORMATION WE COLLECT The categories of personal information we collect depend on whether you're a User or Forem Operator, how you interact with us, our Services, and the requirements of applicable law. Breaking it down, we collect three types of information: (1) information that you provide to us directly, (2) information we obtain automatically when you use our Services, and (3) information we get about you from other sources (such as third-party services and organizations). More details are below. A. Information You Provide to Us Directly We may collect the following personal information that you provide to us. Account Creation (for Forem Operators): We'll require your name and email address to get started, as well as some details about the Forem you want to run, such as: whether you're running the Forem on your own behalf or as part of an organization, and details about the community you want to support (how big is it, what topics does it cover, where do members currently communicate, how/if the community earns money, whether the community is open, invite-only or paid, any existing social media accounts, etc.) You'll need to tell us a bit about your personal coding background, and you'll have the option to provide your DEV username as well, if you are a member of the DEV.to community. Account Creation (for Users) : We collect name and email address from users that create an account on DEV Community. For other forums created by Forem Operators using Forem, the Forem Operator determines what information is required for User account creation for their respective forums. Interactive Features (for Users) . Like any other social network, both we and other Users of our Services may collect personal information that you submit or make available through our interactive features (e.g., messaging and chat features, commenting functionalities, forums, blogs, posts, and other social media pages). While we do have private messages that are only between you and the person you're messaging (as well as us and the Forem Operator, as applicable), any information you provide using the public sharing features of the Services, such as the information you post to your public profile or the topics you follow is public, including to recruiters and prospective employers, and is not subject to any of the privacy protections we mention in this Privacy Policy except where legally required. Please exercise caution before revealing any information that may identify you in the real world to others. Purchases . If you buy stuff on our shop site https://shop.dev.to/ (as either a User or Forem Operator), or otherwise if you pay us in connection with your use of the Forem service, we may collect personal information and details associated with your purchases, including payment information. Any payments made via our Services are processed by third-party payment processors, such as Stripe, Shopify, and PayPal. We do not directly collect or store any payment card information entered through our Services, but may receive information associated with your payment card information (e.g., your billing details). Your Communications with Us (Users and Forem Operators) . We may collect personal information, such as email address, phone number, or mailing address when you request information about our Services, register for our newsletter or loyalty program, request customer or technical support, apply for a job, or otherwise communicate with us. Surveys . We may contact you to participate in surveys. If you decide to participate, you may be asked to provide certain information, which may include personal information (for example, your home address). Sweepstakes or Contests . We may collect personal information you provide for any sweepstakes or contests that we offer. In some jurisdictions, we are required to publicly share information of sweepstakes and contest winners. Conferences, Trade Shows, and Other Events . We may collect personal information from individuals when we attend conferences, trade shows, and other events. Business Development and Strategic Partnerships . We may collect personal information from individuals and third parties to assess and pursue potential business opportunities. Job Applications . We may post job openings and opportunities on our Services. If you reply to one of these postings by submitting your application, CV and/or cover letter to us, we will collect and use your information to assess your qualifications. B. Information Collected Automatically We may collect personal information automatically when you use our Services: Automatic Data Collection . We may collect certain information automatically when you use our Services, such as your Internet protocol (IP) address, user settings, MAC address, cookie identifiers, mobile carrier, mobile advertising and other unique identifiers, browser or device information, location information (including approximate location derived from IP address), and Internet service provider. We may also automatically collect information regarding your use of our Services, such as pages that you visit before, during and after using our Services, information about the links you click, the types of content you interact with, the frequency and duration of your activities, and other information about how you use our Services. In addition, we may collect information that other people provide about you when they use our Services, including information about you when they tag you in their posts. Cookies, Pixel Tags/Web Beacons, and Other Technologies . We, as well as third parties that provide content, advertising, or other functionality on our Services, may use cookies, pixel tags, local storage, and other technologies (" Technologies ") to automatically collect information through your use of our Services. Cookies . Cookies are small text files placed in device browsers that store preferences and facilitate and enhance your experience. Pixel Tags/Web Beacons . A pixel tag (also known as a web beacon) is a piece of code embedded in our Services that collects information about engagement on our Services. The use of a pixel tag allows us to record, for example, that a user has visited a particular web page or clicked on a particular advertisement. We may also include web beacons in e-mails to understand whether messages have been opened, acted on, or forwarded. Our uses of these Technologies fall into the following general categories: Operationally Necessary . This includes Technologies that allow you access to our Services, applications, and tools that are required to identify irregular website behavior, prevent fraudulent activity and improve security or that allow you to make use of our functionality. Performance-Related . We may use Technologies to assess the performance of our Services, including as part of our analytic practices to help us understand how individuals use our Services ( see Analytics below ). Functionality-Related . We may use Technologies that allow us to offer you enhanced functionality when accessing or using our Services. This may include identifying you when you sign into our Services or keeping track of your specified preferences, interests, or past items viewed. Analytics . We may use Technologies and other third-party tools to process analytics information on our Services. Some of our analytics partners include Google Analytics. For more information,please visit Google Analytics' Privacy Policy . To learn more about how to opt-out of Google Analytics' use of your information, please click here . Social Media Platforms . Our Services may contain social media buttons such as Twitter, Facebook, GitHub, Instagram, and Twitch (that might include widgets such as the "share this" button or other interactive mini programs). These features may collect your IP address, which page you are visiting on our Services, and may set a cookie to enable the feature to function properly. Your interactions with these platforms are governed by the privacy policy of the company providing it. See the "Your Privacy Choices and Rights" section below to understand your choices regarding these Technologies. C. Information Collected from Other Sources We may obtain information about you from other sources, including through third-party services and organizations. For example, if you access our Services through a third-party application, such as an app store, a third-party login service (e.g., through Twitter, Apple, or GitHub), or a social networking site, we may collect whatever information about you from that third-party application that you have made available via your privacy settings. 3. HOW WE USE YOUR INFORMATION We use your information for a variety of business purposes, including to provide our Services, for administrative purposes, and to market our products and Services, as described below. A. Provide Our Services We use your information to fulfill our contract with you and provide you with our Services, such as: Managing your information and accounts; Providing access to certain areas, functionalities, and features of our Services; Answering requests for customer or technical support; Communicating with you about your account, activities on our Services, and policy changes; Processing your financial information and other payment methods for products or Services purchased; Processing applications if you apply for a job we post on our Services; and Allowing you to register for events. B. Administrative Purposes We use your information for various administrative purposes, such as: Pursuing our legitimate interests such as direct marketing, research and development (including marketing research), network and information security, and fraud prevention; Detecting security incidents, protecting against malicious, deceptive, fraudulent or illegal activity, and prosecuting those responsible for that activity; Measuring interest and engagement in our Services, including for usage-based billing purposes; Short-term, transient use, such as contextual customization of ads; Improving, optimizing, upgrading, or enhancing our Services; Developing new products and Services; Ensuring internal quality control and safety; Authenticating and verifying individual identities, including requests to exercise your rights under this policy; Debugging to identify and repair errors with our Services; Auditing relating to interactions, transactions and other compliance activities; Enforcing our agreements and policies; and Complying with our legal obligations. C. Marketing and Advertising our Products and Services We may use your personal information to tailor and provide you with content and advertisements for our Services, such as via email. If you have any questions about our marketing practices, you may contact us at any time as set forth in the "Contact Us" section below. D. Other Purposes We also use your information for other purposes as requested by you or as permitted by applicable law. Consent . We may use personal information for other purposes that are clearly disclosed to you at the time you provide personal information or with your consent. Automated Decision Making. We may engage in automated decision making, including profiling, such as to suggest topics or other Users for you to follow. DEV's processing of your personal information will not result in a decision based solely on automated processing that significantly affects you unless such a decision is necessary as part of a contract we have with you, we have your consent, or we are permitted by law to engage in such automated decision making. If you have questions about our automated decision making, you may contact us as set forth in the "Contact Us" section below. De-identified and Aggregated Information . We may use personal information and other information about you to create de-identified and/or aggregated information, such as de-identified demographic information, information about the device from which you access our Services, or other analyses we create. For example, we may collect system-wide information to ensure availability of the platform, or measure aggregate data trends to analyze and optimize our Services. Share Content with Friends or Colleagues. Our Services may offer various tools and functionalities. For example, we may allow you to provide information about your friends through our referral services. Our referral services may allow you to forward or share certain content with a friend or colleague, such as an email inviting your friend to use our Services. Please only share with us contact information of people with whom you have a relationship (e.g., relative, friend neighbor, or co-worker). 4. HOW WE DISCLOSE YOUR INFORMATION We disclose your information to third parties for a variety of business purposes, including to provide our Services, to protect us or others, or in the event of a major business transaction such as a merger, sale, or asset transfer, as described below. A. Disclosures to Provide our Services The categories of third parties with whom we may share your information are described below. Service Providers . We may share your personal information with our third-party service providers who use that information to help us provide our Services. This includes service providers that provide us with IT support, hosting, payment processing, customer service, and related services. For example, our Shop site is run by Shopify, who handle your shipping details on our behalf. Business Partners . We may share your personal information with business partners to provide you with a product or service you have requested. We may also share your personal information to business partners with whom we jointly offer products or services. Other Users . As described above in the "Personal Information We Collect" section of this Privacy Policy, our Service allows Users to share their profiles, and any posts, chats, etc. with other Users and with the general public, including to those who do not use our Services. APIs/SDKs . We may use third-party Application Program Interfaces ("APIs") and Software Development Kits ("SDKs") as part of the functionality of our Services. For more information about our use of APIs and SDKs, please contact us as set forth in the "Contact Us" section below. B . Disclosures to Protect Us or Others We may access, preserve, and disclose any information we store associated with you to external parties if we, in good faith, believe doing so is required or appropriate to: comply with law enforcement or national security requests and legal process, such as a court order or subpoena; protect your, our, or others' rights, property, or safety; enforce our policies or contracts; collect amounts owed to us; or assist with an investigation or prosecution of suspected or actual illegal activity. C. Disclosure in the Event of Merger, Sale, or Other Asset Transfers If we are involved in a merger, acquisition, financing due diligence, reorganization, bankruptcy, receivership, purchase or sale of assets, or transition of service to another provider, your information may be sold or transferred as part of such a transaction, as permitted by law and/or contract. 5. YOUR PRIVACY CHOICES AND RIGHTS Your Privacy Choices . The privacy choices you may have about your personal information are determined by applicable law and are described below. Email Communications . If you receive an unwanted email from us, you can use the unsubscribe link found at the bottom of the email to opt out of receiving future emails. Note that you will continue to receive transaction-related emails regarding products or Services you have requested. We may also send you certain non-promotional communications regarding us and our Services, and you will not be able to opt out of those communications (e.g., communications regarding our Services or updates to our Terms or this Privacy Policy). Mobile Devices . We may send you push notifications through our mobile application. You may opt out from receiving these push notifications by changing the settings on your mobile device. "Do Not Track." Do Not Track (" DNT ") is a privacy preference that users can set in certain web browsers. Please note that we do not respond to or honor DNT signals or similar mechanisms transmitted by web browsers. Cookies and Interest-Based Advertising . You may stop or restrict the placement of Technologies on your device or remove them by adjusting your preferences as your browser or device permits. However, if you adjust your preferences, our Services may not work properly. Please note that cookie-based opt-outs are not effective on mobile applications. Please note you must separately opt out in each browser and on each device. Your Privacy Rights . In accordance with applicable law, you may have the right to: Access Personal Information about you, including: (i) confirming whether we are processing your personal information; (ii) obtaining access to or a copy of your personal information; Request Correction of your personal information where it is inaccurate, incomplete or outdated. In some cases, we may provide self-service tools that enable you to update your personal information; Request Deletion, Anonymization or Blocking of your personal information when processing is based on your consent or when processing is unnecessary, excessive or noncompliant; Request Restriction of or Object to our processing of your personal information when processing is noncompliant; Withdraw Your Consent to our processing of your personal information. If you refrain from providing personal information or withdraw your consent to processing, some features of our Service may not be available; Request Data Portability and Receive an Electronic Copy of Personal Information that You Have Provided to Us; Be Informed about third parties with which your personal information has been shared; and Request the Review of Decisions Taken Exclusively Based on Automated Processing if such decisions could affect your data subject rights. If you would like to exercise any of these rights, please contact us as set forth in "Contact Us" below. We will process such requests in accordance with applicable laws. 6. INTERNATIONAL DATA TRANSFERS All information processed by us may be transferred, processed, and stored anywhere in the world, including, but not limited to, the United States or other countries, which may have data protection laws that are different from the laws where you live. We always strive to safeguard your information consistent with the requirements of applicable laws. 7. RETENTION OF PERSONAL INFORMATION We store the personal information we collect as described in this Privacy Policy for as long as you use our Services or as necessary: to fulfill the purpose or purposes for which it was collected, to provide our Services, to resolve disputes, to establish legal defenses, to conduct audits, to pursue legitimate business purposes, to enforce our agreements, and to comply with applicable laws. 8. SUPPLEMENTAL DISCLOSURES FOR CALIFORNIA RESIDENTS Refer-a-Friend and Similar Incentive Programs . As described above in the How We Use Your Personal Information section ("Share Content with Friends or Colleagues" subsection), we may offer referral programs or other incentivized data collection programs. For example, we may offer incentives to you such as discounts or promotional items or credit in connection with these programs, wherein you provide your personal information in exchange for a reward, or provide personal information regarding your friends or colleagues (such as their email address) and receive rewards when they sign up to use our Services. (The referred party may also receive rewards for signing up via your referral.) These programs are entirely voluntary and allow us to grow our business and provide additional benefits to you. The value of your data to us depends on how you ultimately use our Services, whereas the value of the referred party's data to us depends on whether the referred party ultimately becomes a User or Forem Operator and uses our Services. Said value will be reflected in the incentive offered in connection with each program. Accessibility . This Privacy Policy uses industry-standard technologies and was developed in line with the World Wide Web Consortium's Web Content Accessibility Guidelines, version 2.1* . * If you wish to print this policy, please do so from your web browser or by saving the page as a PDF. California Shine the Light . The California "Shine the Light" law permits users who are California residents to request and obtain from us once a year, free of charge, a list of the third parties to whom we have disclosed their personal information (if any) for their direct marketing purposes in the prior calendar year, as well as the type of personal information disclosed to those parties. Right for Minors to Remove Posted Content . Where required by law, California residents under the age of 18 may request to have their posted content or information removed from the publicly-viewable portions of the Services by contacting us directly as set forth in the "Contact Us" section below or by logging into their account and removing the content or information using our self-service tools. 9. SUPPLEMENTAL NOTICE FOR NEVADA RESIDENTS If you are a resident of Nevada, you have the right to opt-out of the sale of certain Personal Information to third parties who intend to license or sell that Personal Information. You can exercise this right by contacting us as set forth in the "Contact Us\" section below with the subject line "Nevada Do Not Sell Request" and providing us with your name and the email address associated with your account. Please note that we do not currently sell your Personal Information as sales are defined in Nevada Revised Statutes Chapter 603A. If you have any questions, please contact us as set forth below. 10. CHILDREN'S INFORMATION The Services are not directed to children under 13 (or other age as required by local law), and we do not knowingly collect personal information from children. If you are a parent or guardian and believe your child has uploaded personal information to our site without your consent, you may contact us as described in the "Contact Us" section below. If we become aware that a child has provided us with personal information in violation of applicable law, we will delete any personal information we have collected, unless we have a legal obligation to keep it, and terminate the child's account if applicable. 11. OTHER PROVISIONS Third-Party Websites or Applications . The Services may contain links to other websites or applications, and other websites or applications may reference or link to our Services. These third-party services are not controlled by us. We encourage our users to read the privacy policies of each website and application with which they interact. We do not endorse, screen or approve, and are not responsible for, the privacy practices or content of such other websites or applications. Providing personal information to third-party websites or applications is at your own risk. Changes to Our Privacy Policy . We may revise this Privacy Policy from time to time in our sole discretion. If there are any material changes to this Privacy Policy, we will notify you as required by applicable law. You understand and agree that you will be deemed to have accepted the updated Privacy Policy if you continue to use our Services after the new Privacy Policy takes effect. 12. CONTACT US If you have any questions about our privacy practices or this Privacy Policy, or to exercise your rights as detailed in this Privacy Policy, please contact us at: support@dev.to . 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Vibe Coding Forem — Discussing AI software development, and showing off what we're building. Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Vibe Coding Forem © 2025 - 2026. Where anyone can code, with a bit of creativity and some AI help. Log in Create account | 2026-01-13T08:49:37 |
https://vibe.forem.com/privacy#1-what-does-this-privacy-policy-apply-to | Privacy Policy - Vibe Coding Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Vibe Coding Forem Close Privacy Policy Last Updated: September 01, 2023 This Privacy Policy is designed to help you understand how DEV Community Inc. (" DEV ," " we ," or " us ") collects, use, and discloses your personal information. What's With the Defined Terms? You'll notice that some words appear in quotes in this Privacy Policy. They're called "defined terms," and we use them so that we don't have to repeat the same language again and again. They mean the same thing in every instance, to help us make sure that this Privacy Policy is consistent. We've included the defined terms throughout because we want it to be easy for you to read them in context. 1. WHAT DOES THIS PRIVACY POLICY APPLY TO? 2. PERSONAL INFORMATION WE COLLECT 3. HOW WE USE YOUR INFORMATION 4. HOW WE DISCLOSE YOUR INFORMATION 5. YOUR PRIVACY CHOICES AND RIGHTS 6. INTERNATIONAL DATA TRANSFERS 7. RETENTION OF PERSONAL INFORMATION 8. SUPPLEMENTAL DISCLOSURES FOR CALIFORNIA RESIDENTS 9. SUPPLEMENTAL NOTICE FOR NEVADA RESIDENTS 10. CHILDREN'S INFORMATION 11. OTHER PROVISIONS 12. CONTACT US 1. WHAT DOES THIS PRIVACY POLICY APPLY TO? This Privacy Policy applies to personal information processed by us, including on our websites, mobile applications, and other online or offline offerings — basically anything we do. To make this Privacy Policy easier to read, our websites, mobile applications, and other offerings are all collectively called the " Services. " Beyond this Privacy Policy, your use of the Services is subject to our DEV Community Terms and our Forem Terms. The Services include both our own community forum at https://www.dev.to (the " DEV Community ") and the open source tool we provide called " Forem ," available at https://www.forem.com which allows our customers to create and operate their own online forums. We collect personal information from two categories of people: (1) our customers, who use Forem and our hosting services to run and host their own forums (we'll call them " Forem Operators "), and (2) the people who interact with DEV-hosted forums, including forums provided by Forem Operators utilizing Forem and separately our own DEV Community (we'll call them " Users "). An Important Note for Users Since we provide hosting services for Forem Operators, technically we also process your information on their behalf. That processing is governed by the contracts that we have in place with each Forem Operator, not this Privacy Policy. In other words, when you share your data on a DEV-hosted forum operated by a Forem Operator, we at DEV are basically just the "pipes" — we process the data on behalf of the Forem Operator, but don't do anything with it ourselves beyond what we're required to do under our contract (and by law). So, if you post your information on a DEV-powered forum provided by a Forem Operator, that Forem Operator's privacy policy applies, and any questions or requests relating to your data on that service should be directed to that Forem Operator, not us. Likewise, if you use our mobile application, you may also interact with forums that use DEV's open-source tools but do all their hosting and data collection themselves. For those forums, we at DEV have no access to your data, so be sure to read the privacy policy of any third-party hosted forum before posting. 2. PERSONAL INFORMATION WE COLLECT The categories of personal information we collect depend on whether you're a User or Forem Operator, how you interact with us, our Services, and the requirements of applicable law. Breaking it down, we collect three types of information: (1) information that you provide to us directly, (2) information we obtain automatically when you use our Services, and (3) information we get about you from other sources (such as third-party services and organizations). More details are below. A. Information You Provide to Us Directly We may collect the following personal information that you provide to us. Account Creation (for Forem Operators): We'll require your name and email address to get started, as well as some details about the Forem you want to run, such as: whether you're running the Forem on your own behalf or as part of an organization, and details about the community you want to support (how big is it, what topics does it cover, where do members currently communicate, how/if the community earns money, whether the community is open, invite-only or paid, any existing social media accounts, etc.) You'll need to tell us a bit about your personal coding background, and you'll have the option to provide your DEV username as well, if you are a member of the DEV.to community. Account Creation (for Users) : We collect name and email address from users that create an account on DEV Community. For other forums created by Forem Operators using Forem, the Forem Operator determines what information is required for User account creation for their respective forums. Interactive Features (for Users) . Like any other social network, both we and other Users of our Services may collect personal information that you submit or make available through our interactive features (e.g., messaging and chat features, commenting functionalities, forums, blogs, posts, and other social media pages). While we do have private messages that are only between you and the person you're messaging (as well as us and the Forem Operator, as applicable), any information you provide using the public sharing features of the Services, such as the information you post to your public profile or the topics you follow is public, including to recruiters and prospective employers, and is not subject to any of the privacy protections we mention in this Privacy Policy except where legally required. Please exercise caution before revealing any information that may identify you in the real world to others. Purchases . If you buy stuff on our shop site https://shop.dev.to/ (as either a User or Forem Operator), or otherwise if you pay us in connection with your use of the Forem service, we may collect personal information and details associated with your purchases, including payment information. Any payments made via our Services are processed by third-party payment processors, such as Stripe, Shopify, and PayPal. We do not directly collect or store any payment card information entered through our Services, but may receive information associated with your payment card information (e.g., your billing details). Your Communications with Us (Users and Forem Operators) . We may collect personal information, such as email address, phone number, or mailing address when you request information about our Services, register for our newsletter or loyalty program, request customer or technical support, apply for a job, or otherwise communicate with us. Surveys . We may contact you to participate in surveys. If you decide to participate, you may be asked to provide certain information, which may include personal information (for example, your home address). Sweepstakes or Contests . We may collect personal information you provide for any sweepstakes or contests that we offer. In some jurisdictions, we are required to publicly share information of sweepstakes and contest winners. Conferences, Trade Shows, and Other Events . We may collect personal information from individuals when we attend conferences, trade shows, and other events. Business Development and Strategic Partnerships . We may collect personal information from individuals and third parties to assess and pursue potential business opportunities. Job Applications . We may post job openings and opportunities on our Services. If you reply to one of these postings by submitting your application, CV and/or cover letter to us, we will collect and use your information to assess your qualifications. B. Information Collected Automatically We may collect personal information automatically when you use our Services: Automatic Data Collection . We may collect certain information automatically when you use our Services, such as your Internet protocol (IP) address, user settings, MAC address, cookie identifiers, mobile carrier, mobile advertising and other unique identifiers, browser or device information, location information (including approximate location derived from IP address), and Internet service provider. We may also automatically collect information regarding your use of our Services, such as pages that you visit before, during and after using our Services, information about the links you click, the types of content you interact with, the frequency and duration of your activities, and other information about how you use our Services. In addition, we may collect information that other people provide about you when they use our Services, including information about you when they tag you in their posts. Cookies, Pixel Tags/Web Beacons, and Other Technologies . We, as well as third parties that provide content, advertising, or other functionality on our Services, may use cookies, pixel tags, local storage, and other technologies (" Technologies ") to automatically collect information through your use of our Services. Cookies . Cookies are small text files placed in device browsers that store preferences and facilitate and enhance your experience. Pixel Tags/Web Beacons . A pixel tag (also known as a web beacon) is a piece of code embedded in our Services that collects information about engagement on our Services. The use of a pixel tag allows us to record, for example, that a user has visited a particular web page or clicked on a particular advertisement. We may also include web beacons in e-mails to understand whether messages have been opened, acted on, or forwarded. Our uses of these Technologies fall into the following general categories: Operationally Necessary . This includes Technologies that allow you access to our Services, applications, and tools that are required to identify irregular website behavior, prevent fraudulent activity and improve security or that allow you to make use of our functionality. Performance-Related . We may use Technologies to assess the performance of our Services, including as part of our analytic practices to help us understand how individuals use our Services ( see Analytics below ). Functionality-Related . We may use Technologies that allow us to offer you enhanced functionality when accessing or using our Services. This may include identifying you when you sign into our Services or keeping track of your specified preferences, interests, or past items viewed. Analytics . We may use Technologies and other third-party tools to process analytics information on our Services. Some of our analytics partners include Google Analytics. For more information,please visit Google Analytics' Privacy Policy . To learn more about how to opt-out of Google Analytics' use of your information, please click here . Social Media Platforms . Our Services may contain social media buttons such as Twitter, Facebook, GitHub, Instagram, and Twitch (that might include widgets such as the "share this" button or other interactive mini programs). These features may collect your IP address, which page you are visiting on our Services, and may set a cookie to enable the feature to function properly. Your interactions with these platforms are governed by the privacy policy of the company providing it. See the "Your Privacy Choices and Rights" section below to understand your choices regarding these Technologies. C. Information Collected from Other Sources We may obtain information about you from other sources, including through third-party services and organizations. For example, if you access our Services through a third-party application, such as an app store, a third-party login service (e.g., through Twitter, Apple, or GitHub), or a social networking site, we may collect whatever information about you from that third-party application that you have made available via your privacy settings. 3. HOW WE USE YOUR INFORMATION We use your information for a variety of business purposes, including to provide our Services, for administrative purposes, and to market our products and Services, as described below. A. Provide Our Services We use your information to fulfill our contract with you and provide you with our Services, such as: Managing your information and accounts; Providing access to certain areas, functionalities, and features of our Services; Answering requests for customer or technical support; Communicating with you about your account, activities on our Services, and policy changes; Processing your financial information and other payment methods for products or Services purchased; Processing applications if you apply for a job we post on our Services; and Allowing you to register for events. B. Administrative Purposes We use your information for various administrative purposes, such as: Pursuing our legitimate interests such as direct marketing, research and development (including marketing research), network and information security, and fraud prevention; Detecting security incidents, protecting against malicious, deceptive, fraudulent or illegal activity, and prosecuting those responsible for that activity; Measuring interest and engagement in our Services, including for usage-based billing purposes; Short-term, transient use, such as contextual customization of ads; Improving, optimizing, upgrading, or enhancing our Services; Developing new products and Services; Ensuring internal quality control and safety; Authenticating and verifying individual identities, including requests to exercise your rights under this policy; Debugging to identify and repair errors with our Services; Auditing relating to interactions, transactions and other compliance activities; Enforcing our agreements and policies; and Complying with our legal obligations. C. Marketing and Advertising our Products and Services We may use your personal information to tailor and provide you with content and advertisements for our Services, such as via email. If you have any questions about our marketing practices, you may contact us at any time as set forth in the "Contact Us" section below. D. Other Purposes We also use your information for other purposes as requested by you or as permitted by applicable law. Consent . We may use personal information for other purposes that are clearly disclosed to you at the time you provide personal information or with your consent. Automated Decision Making. We may engage in automated decision making, including profiling, such as to suggest topics or other Users for you to follow. DEV's processing of your personal information will not result in a decision based solely on automated processing that significantly affects you unless such a decision is necessary as part of a contract we have with you, we have your consent, or we are permitted by law to engage in such automated decision making. If you have questions about our automated decision making, you may contact us as set forth in the "Contact Us" section below. De-identified and Aggregated Information . We may use personal information and other information about you to create de-identified and/or aggregated information, such as de-identified demographic information, information about the device from which you access our Services, or other analyses we create. For example, we may collect system-wide information to ensure availability of the platform, or measure aggregate data trends to analyze and optimize our Services. Share Content with Friends or Colleagues. Our Services may offer various tools and functionalities. For example, we may allow you to provide information about your friends through our referral services. Our referral services may allow you to forward or share certain content with a friend or colleague, such as an email inviting your friend to use our Services. Please only share with us contact information of people with whom you have a relationship (e.g., relative, friend neighbor, or co-worker). 4. HOW WE DISCLOSE YOUR INFORMATION We disclose your information to third parties for a variety of business purposes, including to provide our Services, to protect us or others, or in the event of a major business transaction such as a merger, sale, or asset transfer, as described below. A. Disclosures to Provide our Services The categories of third parties with whom we may share your information are described below. Service Providers . We may share your personal information with our third-party service providers who use that information to help us provide our Services. This includes service providers that provide us with IT support, hosting, payment processing, customer service, and related services. For example, our Shop site is run by Shopify, who handle your shipping details on our behalf. Business Partners . We may share your personal information with business partners to provide you with a product or service you have requested. We may also share your personal information to business partners with whom we jointly offer products or services. Other Users . As described above in the "Personal Information We Collect" section of this Privacy Policy, our Service allows Users to share their profiles, and any posts, chats, etc. with other Users and with the general public, including to those who do not use our Services. APIs/SDKs . We may use third-party Application Program Interfaces ("APIs") and Software Development Kits ("SDKs") as part of the functionality of our Services. For more information about our use of APIs and SDKs, please contact us as set forth in the "Contact Us" section below. B . Disclosures to Protect Us or Others We may access, preserve, and disclose any information we store associated with you to external parties if we, in good faith, believe doing so is required or appropriate to: comply with law enforcement or national security requests and legal process, such as a court order or subpoena; protect your, our, or others' rights, property, or safety; enforce our policies or contracts; collect amounts owed to us; or assist with an investigation or prosecution of suspected or actual illegal activity. C. Disclosure in the Event of Merger, Sale, or Other Asset Transfers If we are involved in a merger, acquisition, financing due diligence, reorganization, bankruptcy, receivership, purchase or sale of assets, or transition of service to another provider, your information may be sold or transferred as part of such a transaction, as permitted by law and/or contract. 5. YOUR PRIVACY CHOICES AND RIGHTS Your Privacy Choices . The privacy choices you may have about your personal information are determined by applicable law and are described below. Email Communications . If you receive an unwanted email from us, you can use the unsubscribe link found at the bottom of the email to opt out of receiving future emails. Note that you will continue to receive transaction-related emails regarding products or Services you have requested. We may also send you certain non-promotional communications regarding us and our Services, and you will not be able to opt out of those communications (e.g., communications regarding our Services or updates to our Terms or this Privacy Policy). Mobile Devices . We may send you push notifications through our mobile application. You may opt out from receiving these push notifications by changing the settings on your mobile device. "Do Not Track." Do Not Track (" DNT ") is a privacy preference that users can set in certain web browsers. Please note that we do not respond to or honor DNT signals or similar mechanisms transmitted by web browsers. Cookies and Interest-Based Advertising . You may stop or restrict the placement of Technologies on your device or remove them by adjusting your preferences as your browser or device permits. However, if you adjust your preferences, our Services may not work properly. Please note that cookie-based opt-outs are not effective on mobile applications. Please note you must separately opt out in each browser and on each device. Your Privacy Rights . In accordance with applicable law, you may have the right to: Access Personal Information about you, including: (i) confirming whether we are processing your personal information; (ii) obtaining access to or a copy of your personal information; Request Correction of your personal information where it is inaccurate, incomplete or outdated. In some cases, we may provide self-service tools that enable you to update your personal information; Request Deletion, Anonymization or Blocking of your personal information when processing is based on your consent or when processing is unnecessary, excessive or noncompliant; Request Restriction of or Object to our processing of your personal information when processing is noncompliant; Withdraw Your Consent to our processing of your personal information. If you refrain from providing personal information or withdraw your consent to processing, some features of our Service may not be available; Request Data Portability and Receive an Electronic Copy of Personal Information that You Have Provided to Us; Be Informed about third parties with which your personal information has been shared; and Request the Review of Decisions Taken Exclusively Based on Automated Processing if such decisions could affect your data subject rights. If you would like to exercise any of these rights, please contact us as set forth in "Contact Us" below. We will process such requests in accordance with applicable laws. 6. INTERNATIONAL DATA TRANSFERS All information processed by us may be transferred, processed, and stored anywhere in the world, including, but not limited to, the United States or other countries, which may have data protection laws that are different from the laws where you live. We always strive to safeguard your information consistent with the requirements of applicable laws. 7. RETENTION OF PERSONAL INFORMATION We store the personal information we collect as described in this Privacy Policy for as long as you use our Services or as necessary: to fulfill the purpose or purposes for which it was collected, to provide our Services, to resolve disputes, to establish legal defenses, to conduct audits, to pursue legitimate business purposes, to enforce our agreements, and to comply with applicable laws. 8. SUPPLEMENTAL DISCLOSURES FOR CALIFORNIA RESIDENTS Refer-a-Friend and Similar Incentive Programs . As described above in the How We Use Your Personal Information section ("Share Content with Friends or Colleagues" subsection), we may offer referral programs or other incentivized data collection programs. For example, we may offer incentives to you such as discounts or promotional items or credit in connection with these programs, wherein you provide your personal information in exchange for a reward, or provide personal information regarding your friends or colleagues (such as their email address) and receive rewards when they sign up to use our Services. (The referred party may also receive rewards for signing up via your referral.) These programs are entirely voluntary and allow us to grow our business and provide additional benefits to you. The value of your data to us depends on how you ultimately use our Services, whereas the value of the referred party's data to us depends on whether the referred party ultimately becomes a User or Forem Operator and uses our Services. Said value will be reflected in the incentive offered in connection with each program. Accessibility . This Privacy Policy uses industry-standard technologies and was developed in line with the World Wide Web Consortium's Web Content Accessibility Guidelines, version 2.1* . * If you wish to print this policy, please do so from your web browser or by saving the page as a PDF. California Shine the Light . The California "Shine the Light" law permits users who are California residents to request and obtain from us once a year, free of charge, a list of the third parties to whom we have disclosed their personal information (if any) for their direct marketing purposes in the prior calendar year, as well as the type of personal information disclosed to those parties. Right for Minors to Remove Posted Content . Where required by law, California residents under the age of 18 may request to have their posted content or information removed from the publicly-viewable portions of the Services by contacting us directly as set forth in the "Contact Us" section below or by logging into their account and removing the content or information using our self-service tools. 9. SUPPLEMENTAL NOTICE FOR NEVADA RESIDENTS If you are a resident of Nevada, you have the right to opt-out of the sale of certain Personal Information to third parties who intend to license or sell that Personal Information. You can exercise this right by contacting us as set forth in the "Contact Us\" section below with the subject line "Nevada Do Not Sell Request" and providing us with your name and the email address associated with your account. Please note that we do not currently sell your Personal Information as sales are defined in Nevada Revised Statutes Chapter 603A. If you have any questions, please contact us as set forth below. 10. CHILDREN'S INFORMATION The Services are not directed to children under 13 (or other age as required by local law), and we do not knowingly collect personal information from children. If you are a parent or guardian and believe your child has uploaded personal information to our site without your consent, you may contact us as described in the "Contact Us" section below. If we become aware that a child has provided us with personal information in violation of applicable law, we will delete any personal information we have collected, unless we have a legal obligation to keep it, and terminate the child's account if applicable. 11. OTHER PROVISIONS Third-Party Websites or Applications . The Services may contain links to other websites or applications, and other websites or applications may reference or link to our Services. These third-party services are not controlled by us. We encourage our users to read the privacy policies of each website and application with which they interact. We do not endorse, screen or approve, and are not responsible for, the privacy practices or content of such other websites or applications. Providing personal information to third-party websites or applications is at your own risk. Changes to Our Privacy Policy . We may revise this Privacy Policy from time to time in our sole discretion. If there are any material changes to this Privacy Policy, we will notify you as required by applicable law. You understand and agree that you will be deemed to have accepted the updated Privacy Policy if you continue to use our Services after the new Privacy Policy takes effect. 12. 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https://www.fine.dev/blog/integrate-ai-technical-guide#3-access-and-integrate-apis | How to Integrate AI into Your Startup: A Technical Guide for CTOs Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back How to Integrate AI into Your Startup: A Technical Guide for CTOs Table of Contents Define the Use Case for AI Choose Your AI Model Wisely Access and Integrate APIs Consider Latency and Cost for AI Integration Model Customization and Fine-Tuning for AI Infrastructure Considerations for AI Deployment Testing and Monitoring AI Systems Performance Optimization for AI Integration Ensure a Smooth User Experience with AI Leveraging LiteLLM for Seamless AI Integration Potential Challenges and Solutions in AI Integration Conclusion Integrating artificial intelligence into a startup's offerings is a transformative endeavor that enhances user experience and drives innovation. For CTOs aspiring to embed AI-powered features into their products, this guide provides a comprehensive overview of the technical aspects involved in integrating advanced language models such as OpenAI's GPT-4, Anthropic's Claude, and other leading large language models (LLMs). This document will help you navigate the complexities of incorporating AI, ensuring a successful and technically sound transition. 1. Define the Use Case for AI Before embarking on AI integration, it is essential to precisely define the problem that AI will address for your users. Will AI enhance customer support, summarize complex data, or add conversational capabilities? The specific use case will dictate the appropriate AI architecture and integration strategy. For instance, automating customer support might require real-time natural language understanding and response generation, whereas document analysis could involve batch processing and data summarization. Establishing these requirements upfront helps identify the optimal LLM, the necessary tuning, and the appropriate integration model. While anyone can create a chatbot using Retrieval-Augmented Generation (RAG), the distinction lies in how effectively your AI solution addresses genuine user challenges. A sophisticated AI-driven solution, like Fine’s approach, surpasses basic RAG implementations through advanced model fine-tuning, context-aware management, and a comprehensive integration workflow. This ensures that the AI-generated solutions are accurate, pertinent, and aligned with user needs, thereby delivering actionable insights that enhance user productivity and reduce friction. 2. Choose Your AI Model Wisely Selecting an appropriate large language model (LLM) is paramount for the successful integration of AI capabilities. Different LLMs exhibit distinct strengths: OpenAI's GPT-4 is renowned for its versatility, capable of executing complex tasks such as coding assistance, creative content generation, and language translation. This flexibility makes GPT-4 suitable for a wide range of applications. Anthropic's Claude emphasizes safety and controllability, making it a preferred choice for scenarios demanding rigorous risk mitigation, such as minimizing toxic or biased outputs. Cohere, Mistral, and Llama provide specialized models that excel in domains like multilingual support and cost-effective deployment. The selection of an AI model should align with your application's priorities—whether those are accuracy, safety, efficiency, or a combination of these factors. Real-time applications may benefit from models optimized for responsiveness, whereas batch processing tasks might prioritize throughput efficiency. 3. Access and Integrate APIs Most prominent LLMs offer APIs that facilitate straightforward integration, which is crucial for effective AI deployment. Below is a detailed guide on how to integrate these models, including practical code examples. Set up API Access : Obtain API keys from your preferred LLM provider. Providers like OpenAI and Anthropic offer detailed documentation to guide you through the setup of API access and configuration of usage limits. Python Example : import openai openai.api_key = 'YOUR_OPENAI_API_KEY' response = openai.Completion.create( engine="text-davinci-003", prompt="How do I integrate AI into my startup?", max_tokens=150 ) print(response.choices[0].text) Node.js Example : const { Configuration, OpenAIApi } = require("openai"); const configuration = new Configuration({ apiKey: "YOUR_OPENAI_API_KEY", }); const openai = new OpenAIApi(configuration); async function getResponse() { const response = await openai.createCompletion({ model: "text-davinci-003", prompt: "How do I integrate AI into my startup?", max_tokens: 150, }); console.log(response.data.choices[0].text); } getResponse(); Backend Integration : Employ server-side languages like Python, Node.js, or Go to make API requests. Build a middleware layer that manages API requests, processes responses, and handles errors effectively. This middleware should ensure robustness in the face of API downtime and rate limitations. Python Middleware Example : from flask import Flask, request, jsonify import openai app = Flask(__name__) openai.api_key = 'YOUR_OPENAI_API_KEY' @app.route('/ask', methods=['POST']) def ask(): prompt = request.json.get("prompt") try: response = openai.Completion.create( engine="text-davinci-003", prompt=prompt, max_tokens=150 ) return jsonify(response.choices[0].text) except Exception as e: return jsonify({"error": str(e)}), 500 if __name__ == '__main__': app.run(debug=True) Node.js Middleware Example : const express = require('express'); const { Configuration, OpenAIApi } = require("openai"); const app = express(); const configuration = new Configuration({ apiKey: "YOUR_OPENAI_API_KEY", }); const openai = new OpenAIApi(configuration); app.use(express.json()); app.post('/ask', async (req, res) => { const prompt = req.body.prompt; try { const response = await openai.createCompletion({ model: "text-davinci-003", prompt: prompt, max_tokens: 150, }); res.json(response.data.choices[0].text); } catch (error) { res.status(500).json({ error: error.message }); } }); app.listen(3000, () => { console.log('Server is running on port 3000'); }); Optimize API Requests : To manage costs and improve response times, limit the data sent to the LLM by focusing on critical information. For complex queries, implement pre-processing (e.g., data summarization) and post-processing to enhance usability while minimizing the data payload. Python Example for Pre-processing : def preprocess_data(data): # Simplify data before sending to LLM return data[:500] # Example: trimming data to the first 500 characters prompt = preprocess_data(user_input) response = openai.Completion.create( engine="text-davinci-003", prompt=prompt, max_tokens=150 ) 4. Consider Latency and Cost for AI Integration The costs associated with API usage can escalate rapidly as your application scales. To mitigate these costs while maintaining optimal AI performance, consider the following strategies: Cache Responses : Implement caching for frequently requested responses to minimize redundant API calls. Optimize Context Windows : Large context windows can be beneficial for understanding but come with increased costs. Focus on sending only necessary context to reduce expenses. Utilize Hybrid Models : Combine smaller, open-source models (e.g., Llama 2) for low-stakes interactions with high-accuracy models (e.g., GPT-4) for critical tasks. This hybrid approach helps manage costs while retaining key AI functionalities. 5. Model Customization and Fine-Tuning for AI Pre-trained LLMs are powerful but may require customization to meet specific domain needs effectively. Prompt Engineering : Carefully crafted prompts can often yield the desired output without necessitating model fine-tuning. Experiment with different prompt formats, including few-shot prompting, to guide the model effectively. Fine-Tuning : In cases where deeper domain expertise is necessary, consider fine-tuning the model. OpenAI, among others, offers fine-tuning options. Ensure that you use well-curated datasets to avoid introducing biases during this process. 6. Infrastructure Considerations for AI Deployment AI integration requires robust infrastructure modifications beyond simple API access: Scalability : LLMs can be resource-intensive. Design server infrastructure capable of handling increased traffic and added latency, particularly during peak demand. Data Privacy : Data passing through third-party AI models presents privacy risks. Anonymize user data and implement compliance measures in alignment with relevant data policies and regulations. Edge Deployment : For applications requiring minimal latency, such as IoT, consider deploying lightweight models on edge devices while leveraging cloud-based LLMs for more demanding processing. 7. Testing and Monitoring AI Systems AI systems are dynamic and behave differently from traditional software systems. Rigorous Testing : Test the AI model against edge cases and simulate diverse scenarios to identify potential failure modes. Human-in-the-loop : In high-stakes environments, incorporate mechanisms for human oversight to ensure AI outputs meet quality standards. User feedback should be continuously leveraged to refine model behavior. Continuous Monitoring : Track key metrics such as response latency, error rates, and user satisfaction to ensure ongoing performance optimization. 8. Performance Optimization for AI Integration Effective AI integration demands careful performance tuning to ensure scalability and responsiveness. Asynchronous Processing : Use asynchronous calls to avoid blocking application threads while waiting for LLM responses. This approach allows concurrent task handling, improving overall efficiency. Python Example (Asynchronous) : import openai import asyncio async def get_response(prompt): response = await openai.Completion.acreate( engine="text-davinci-003", prompt=prompt, max_tokens=150 ) return response.choices[0].text loop = asyncio.get_event_loop() prompt = "How can asynchronous processing improve AI performance?" response_text = loop.run_until_complete(get_response(prompt)) print(response_text) Load Balancing : Use load balancers to distribute incoming API requests across multiple servers, preventing any single server from becoming overwhelmed, particularly during periods of high demand. Node.js Example with Load Balancer : Use Nginx as a load balancer to manage and distribute traffic. upstream openai_backend { server server1.example.com; server server2.example.com; } server { listen 80; location /ask { proxy_pass http://openai_backend; } } Containerization with Docker : Docker containers help maintain consistent deployment environments, ensuring easy scaling. Use Kubernetes for orchestrating multiple containers, thereby achieving high availability. Dockerfile Example : # Use an official Python runtime as a parent image FROM python:3.9-slim # Set the working directory in the container WORKDIR /app # Copy the current directory contents into the container at /app COPY . /app # Install any needed packages specified in requirements.txt RUN pip install --no-cache-dir -r requirements.txt # Make port 80 available to the world outside this container EXPOSE 80 # Define environment variable ENV NAME World # Run app.py when the container launches CMD ["python", "app.py"] Kubernetes Deployment Example : apiVersion: apps/v1 kind: Deployment metadata: name: openai-app-deployment spec: replicas: 3 selector: matchLabels: app: openai-app template: metadata: labels: app: openai-app spec: containers: - name: openai-app image: openai-app-image:latest ports: - containerPort: 80 9. Ensure a Smooth User Experience with AI Finally, it’s critical to think about how users will interact with the AI feature. Transparency : Let users know when they’re interacting with an AI model and what its limitations are. This transparency builds trust. Fail Gracefully : In case of a failed API call or confusing AI response, have a fallback ready—such as a templated response or escalation to human support. This ensures the AI adds value rather than creating frustration. 10. Leveraging LiteLLM for Seamless AI Integration For startups looking to efficiently integrate and manage multiple LLMs, LiteLLM offers a powerful framework that simplifies the AI integration process. Here’s how LiteLLM can help: Unified API Access : LiteLLM provides a consistent interface to interact with over 100 LLMs, including those from OpenAI, Anthropic, Hugging Face, and Azure. This simplifies switching between different AI models without altering your codebase, allowing you to be flexible and agile in your AI strategy. Proxy Server (LLM Gateway) : LiteLLM’s proxy server acts as a gateway for centralized AI management. It allows teams to monitor usage, implement guardrails, and customize logging and caching across projects, providing a comprehensive control layer that ensures both security and consistency. Python SDK : The LiteLLM Python SDK helps developers integrate AI functionalities directly into their applications with ease. It standardizes input and output formats, supports retry and fallback mechanisms, and ensures seamless integration with multiple LLM providers. Cost Tracking and Budgeting : LiteLLM enables startups to monitor and manage AI expenditures by tracking usage and setting budgets per project. This feature helps maintain cost efficiency, especially as your AI applications scale. Observability and Logging : With support for tools like Langfuse, Helicone, and PromptLayer, LiteLLM ensures you have comprehensive observability over your AI interactions. This makes debugging easier and helps you track performance metrics to continuously refine your AI integration. Streaming and Asynchronous Support : LiteLLM supports streaming responses and asynchronous operations, which is crucial for real-time AI applications that require high responsiveness. By leveraging LiteLLM, you can simplify the integration of AI capabilities, enhance scalability, and maintain cost-efficiency, making it an excellent choice for startups aiming to incorporate multiple LLMs into their tech stack. 11. Potential Challenges and Solutions in AI Integration Integrating AI into your startup comes with challenges. Here are some common pitfalls and strategies for overcoming them: Common AI Pitfalls Data Privacy Concerns : User data may be exposed during LLM interactions, creating privacy risks. Solution : Implement data anonymization techniques to strip out personally identifiable information (PII) before sending it to third-party AI models. Use encryption for data in transit and consider local processing where possible to limit exposure. Model Bias : AI LLMs can exhibit biases based on the data they were trained on, which may result in unintended consequences in your application. Solution : Conduct regular audits of model outputs to identify biases. Fine-tune AI models using curated datasets that reflect your users' diversity and values. Introduce human-in-the-loop systems to flag and correct problematic outputs. Scalability Issues : As your startup scales, increased API requests can lead to performance bottlenecks. Solution : Implement load balancing and use a combination of asynchronous processing and containerized deployments (e.g., Docker and Kubernetes) to ensure your infrastructure can scale efficiently with growing demand. Risk Management in AI Integration Model Failures : AI models can fail unpredictably, providing incorrect or incomplete responses. Solution : Use fallback strategies—if the AI model fails, implement default responses or escalate to human support. This ensures continuity in service and maintains user satisfaction. Maintaining Uptime : Relying on external LLM APIs can lead to outages that affect your product. Solution : Use redundant AI APIs from multiple providers. Incorporate a caching layer to serve responses for common queries even if the API is down. Compliance with Data Protection Regulations : Handling user data comes with legal responsibilities, including compliance with regulations like GDPR or CCPA. Solution : Work with legal experts to understand the specific data handling requirements in your region. Implement user consent mechanisms, anonymize data, and maintain a data retention policy that aligns with regulatory guidelines. Conclusion Integrating AI into your startup is an exciting journey that requires careful planning and technical rigor. Choosing the right AI model, setting up an efficient infrastructure, mitigating potential challenges, and ensuring high-quality user experience are key to success. With the power of OpenAI, Anthropic, LiteLLM, and other LLMs at your fingertips, you can create smarter, more engaging AI features that will set your startup apart. Fine is an AI coding tool that can help your startup win in the packed race to release new, AI-powered technology. Ship faster, resolve bugs and improve user satisfaction by adopting Fine as your AI coding agent. Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:49:37 |
https://dev.to/devteam/join-the-2024-hacktoberfest-writing-challenge-reflect-on-your-journey-as-a-contributor-or-maintainer-nd0 | Join the 2024 Hacktoberfest Writing Challenge: Reflect on your Journey as a Contributor or Maintainer - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. 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Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse dev.to staff for The DEV Team Posted on Oct 2, 2024 • Edited on Nov 4, 2024 Join the 2024 Hacktoberfest Writing Challenge: Reflect on your Journey as a Contributor or Maintainer # devchallenge # hacktoberfest # opensource Hacktoberfest is officially in full swing! Throughout the month of October, developers from all around the world are coming together to contribute to open-source projects, learn, and grow as a community. This year, we are excited to support this annual celebration of open-source by providing a space for maintainers and contributors to reflect on and write about their 2024 Hacktoberfest journey. Running through November 03 , the Hacktoberfest Writing Challenge is an opportunity to share your Hacktoberfest experience (regardless of whether or not you complete the four PRs required!) and hone in your writing skills. For this challenge, we’ll have a prompt for project maintainers and a prompt for contributors. Each prompt will have at least one winner (possibly more depending on how many people complete the challenge) and all participants who publish a valid submission will receive a completion badge. Prompts Maintainer Experience Maintainers! You are the heart of Hacktoberfest. Without you, this celebration wouldn't be possible! Please use this opportunity to record your 2024 experience, whether it was your first or eleventh time maintaining a project that participated in the celebration. Did you receive valuable contributions? What surprised you this year? How are you doing? Let us know! Maintainer Submission Template Please review all challenge rules on the official challenge page before submitting. Contributor Experience Contributors! You are the lifeblood of Hacktoberfest, ensuring it keeps beating on every year (Sorry, this analogy is getting a bit gross. We’ll stop here). Whether or not you fulfilled all four PRs this year, please take a moment and reflect on your 2024 Hacktoberfest experience. What did you learn? How do you feel? Tell us all about it! Contributor Submission Template Please review all challenge rules on the official challenge page before submitting. Judging Criteria and Prizes Both prompts will be judged on the following: Style and presentation Clarity Originality The winner of each prompt will receive: 6-month DEV++ Membership Exclusive DEV Badge A gift from the DEV Shop All Participants with a valid submission will receive a completion badge on their DEV profile. How To Participate In order to participate, you will need to publish a post using the submission template associated with each prompt. Please review our full rules, guidelines, and FAQ page before submitting so you understand our participation guidelines and official contests rules such eligibility requirements. Important Dates October 02: begins! November 03: Submissions due at 11:59 PM PDT November 05 November 14: Winners Announced We hope you enjoy the freedom to framework, and we can’t wait to see what you build! Questions about the challenge? Ask them below. Good luck and happy coding! Top comments (25) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand Ben Halpern The DEV Team Ben Halpern The DEV Team Ben Halpern Follow A Canadian software developer who thinks he’s funny. Email ben@forem.com Location NY Education Mount Allison University Pronouns He/him Work Co-founder at Forem Joined Dec 27, 2015 • Oct 2 '24 Dropdown menu Copy link Hide Good luck everyone! Like comment: Like comment: 8 likes Like Comment button Reply Collapse Expand Jonas Brømsø Jonas Brømsø Jonas Brømsø Follow Computer programmer, runner, LEGO builder, powernapper, yakshaver and father of 2 boys all squeezed in the few hours available. Location Copenhagen, Denmark Work Product Manager at TüvSüd Joined Jul 15, 2017 • Oct 2 '24 • Edited on Oct 2 • Edited Dropdown menu Copy link Hide Wrote a brief post today on Hacktoberfest 2024, before discovering this challenge - anyway challenge accepted! Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Tanvi Tanvi Tanvi Follow Joined Oct 3, 2024 • Oct 3 '24 Dropdown menu Copy link Hide Hey friends, I'm participating! Can you please do me a favor? Check out my post! I know you're sure gonna love it!😍 dev.to/tanvis001/contributor-exper... Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Ana Maria | @ana.tech.dev Ana Maria | @ana.tech.dev Ana Maria | @ana.tech.dev Follow Criadora de conteúdo sobre tecnologia e IA no Instagram: @ana.tech.dev | Embaixadora PrograMaria e Alura Star Email developer@anamaria.dev.br Education Pós Tech IA para Devs - FIAP Pronouns ela/dela Joined Feb 1, 2021 • Oct 3 '24 Dropdown menu Copy link Hide Hacktoberfest 2024! Vamos contribuir em projetos colaborativos, devs! 🚀 Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Jeeva Ramanathan Jeeva Ramanathan Jeeva Ramanathan Follow Still Figuring out the bio😇 Email jeevaram2000@gmail.com Location Tamil Nadu, India Joined Mar 1, 2022 • Oct 9 '24 • Edited on Oct 18 • Edited Dropdown menu Copy link Hide Hey everyone! 🌟 Just wanted to share a quick tip for showcasing all your Hacktoberfest contributions. You can make use of AI-Powered GitHub PR Tracker to create a single, sharable link that displays all your pull requests submitted for the Hacktoberfest event. 🚀 Check it out here: GitHub PR Tracker Dev Post: AI-Powered GitHub Pull Request Tracker for Your Hacktoberfest (and More!) 📝 Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Ana Maria | @ana.tech.dev Ana Maria | @ana.tech.dev Ana Maria | @ana.tech.dev Follow Criadora de conteúdo sobre tecnologia e IA no Instagram: @ana.tech.dev | Embaixadora PrograMaria e Alura Star Email developer@anamaria.dev.br Education Pós Tech IA para Devs - FIAP Pronouns ela/dela Joined Feb 1, 2021 • Oct 11 '24 Dropdown menu Copy link Hide Escrevi um artigo Hacktoberfest: contribuindo em projetos open source com a comunidade dev sobre Hacktoberfest 2024 e o Hacktoberfest Writing Challenge do @thepracticaldev . Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Alizay Yousfzai Alizay Yousfzai Alizay Yousfzai Follow Joined Sep 29, 2024 • Oct 12 '24 Dropdown menu Copy link Hide I was a bit confuse before where to post the blog but then finally got understand and posted the same blog on the community hope when u read it u enjoy it best of luck everyone one more thing wants to contribute in coding by just knowing html css go through my repo's i will merge ya small tasks tata Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Jeanine Duchaney Jeanine Duchaney Jeanine Duchaney Follow Former marketer turned professional Swiss Army knife at the intersection of business, code, and design. Location Boston, MA Pronouns She/Her Joined Oct 23, 2024 • Oct 28 '24 Dropdown menu Copy link Hide @thepracticaldev I'm working on a series for this prompt. Is it possible for the entire series to be considered as a whole? The rules state you can only submit to each prompt one time. However, for my situation, entering one post out of context wouldn't make much sense. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Jeanine Duchaney Jeanine Duchaney Jeanine Duchaney Follow Former marketer turned professional Swiss Army knife at the intersection of business, code, and design. Location Boston, MA Pronouns She/Her Joined Oct 23, 2024 • Oct 31 '24 Dropdown menu Copy link Hide Gently following up here and looping in the tag moderators, since the deadline is approaching @ben @jess @peter . Thank you! Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Jess Lee The DEV Team Jess Lee The DEV Team Jess Lee Follow Building DEV and Forem with everyone here. Interested in the future. Email jess@forem.com Location USA / TAIWAN Pronouns she/they Work Co-Founder & COO at Forem Joined Jul 29, 2016 • Oct 31 '24 Dropdown menu Copy link Hide @jlduchaney that's fine! Like comment: Like comment: 2 likes Like Thread Thread Jeanine Duchaney Jeanine Duchaney Jeanine Duchaney Follow Former marketer turned professional Swiss Army knife at the intersection of business, code, and design. Location Boston, MA Pronouns She/Her Joined Oct 23, 2024 • Oct 31 '24 Dropdown menu Copy link Hide @jess Thanks for confirming! In that case, I will leave the submission template on all of my posts within the series. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Vaibhav Dwivedi Vaibhav Dwivedi Vaibhav Dwivedi Follow From Product vision to pixel-perfection, I'm a seasoned Product Manager turned iOS App Developer, leveraging Swift and SwiftUI to build iOS Apps with ShipiOS.app project! Location Planet Earth Education M.Sc. Information & Technology Work Product Owner Joined Feb 5, 2018 • Oct 3 '24 Dropdown menu Copy link Hide Looks great. All the best! Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Syed Muhammad Ali Raza Syed Muhammad Ali Raza Syed Muhammad Ali Raza Follow Software Engineer Email smaliraza412@gmail.com Education Master's in Computer Science Work Software Developer Engineer Joined Aug 12, 2019 • Oct 3 '24 Dropdown menu Copy link Hide Best of Luck Dev's Like comment: Like comment: 3 likes Like Comment button Reply View full discussion (25 comments) Some comments may only be visible to logged-in visitors. Sign in to view all comments. Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse The DEV Team Follow The hardworking team behind DEV ❤️ Want to contribute to open source and help make the DEV community stronger? 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https://www.typescriptlang.org/ | TypeScript: JavaScript With Syntax For Types. Skip to main content TypeScript Download Docs Handbook Community Playground Tools in En TypeScript is JavaScript with syntax for types. TypeScript is a strongly typed programming language that builds on JavaScript, giving you better tooling at any scale. Try TypeScript Now Online or via npm Editor Checks Auto-complete Interfaces JSX ts const user = { firstName : "Angela" , lastName : "Davis" , role : "Professor" , } console . log ( user . name ) Property 'name' does not exist on type '{ firstName: string; lastName: string; role: string; }'. 2339 Property 'name' does not exist on type '{ firstName: string; lastName: string; role: string; }'. ts const user = { firstName : "Angela" , lastName : "Davis" , role : "Professor" , } console . log ( user . name ) Property 'name' does not exist on type '{ firstName: string; lastName: string; role: string; }'. 2339 Property 'name' does not exist on type '{ firstName: string; lastName: string; role: string; }'. TypeScript 5.9 is now available What is TypeScript? JavaScript and More TypeScript adds additional syntax to JavaScript to support a tighter integration with your editor . Catch errors early in your editor. A Result You Can Trust TypeScript code converts to JavaScript, which runs anywhere JavaScript runs : In a browser, on Node.js, Deno, Bun and in your apps. Safety at Scale TypeScript understands JavaScript and uses type inference to give you great tooling without additional code. Get Started Handbook Learn the language Playground Try in your browser Download Install TypeScript Adopt TypeScript Gradually Apply types to your JavaScript project incrementally, each step improves editor support and improves your codebase. Let's take this incorrect JavaScript code, and see how TypeScript can catch mistakes in your editor . js function compact ( arr ) { if ( orr . length > 10 ) return arr . trim ( 0 , 10 ) return arr } No editor warnings in JavaScript files This code crashes at runtime! JavaScript file js // @ts-check function compact ( arr ) { if ( orr . length > 10 ) Cannot find name 'orr'. 2304 Cannot find name 'orr'. return arr . trim ( 0 , 10 ) return arr } Adding this to a JS file shows errors in your editor the param is arr, not orr! JavaScript with TS Check js // @ts-check /** @param {any[]} arr */ function compact ( arr ) { if ( arr . .length: number' >length > 10 ) return arr . trim ( 0 , 10 ) Property 'trim' does not exist on type 'any[]'. 2339 Property 'trim' does not exist on type 'any[]'. return arr } Using JSDoc to give type information Now TS has found a bad call. Arrays have slice, not trim. JavaScript with JSDoc ts function compact ( arr : string []) { if ( arr . .length: number' >length > 10 ) return arr . .slice(start?: number | undefined, end?: number | undefined): string[]' >slice ( 0 , 10 ) return arr } TypeScript adds natural syntax for providing types TypeScript file Describe Your Data Describe the shape of objects and functions in your code. Making it possible to see documentation and issues in your editor . ts interface Account { id : number displayName : string version : 1 } function welcome ( user : Account ) { console . log ( user . id ) } ts type Result = "pass" | "fail" function verify ( result : Result ) { if ( result === "pass" ) { console . log ( "Passed" ) } else { console . log ( "Failed" ) } } TypeScript becomes JavaScript via the delete key. ts type Result = "pass" | "fail" function verify ( result : Result ) { if ( result === "pass" ) { console . log ( "Passed" ) } else { console . log ( "Failed" ) } } TypeScript file . ts type Result = "pass" | "fail" function verify ( result : Result ) { if ( result === "pass" ) { console . log ( "Passed" ) } else { console . log ( "Failed" ) } } Types are removed . js function verify ( result ) { if ( result === "pass" ) { console . log ( "Passed" ) } else { console . log ( "Failed" ) } } JavaScript file . TypeScript Testimonials First , we were surprised by the number of small bugs we found when converting our code. Second , we underestimated how powerful the editor integration is. TypeScript was such a boon to our stability and sanity that we started using it for all new code within days of starting the conversion. Felix Rieseberg at Slack covered the transition of their desktop app from JavaScript to TypeScript in their blog Read Open Source with TypeScript Angular Vue Jest Redux Ionic Probot Deno Vercel Yarn GitHub Desktop Loved by Developers Voted 2nd most loved programming language in the Stack Overflow 2020 Developer survey TypeScript was used by 78% of the 2020 State of JS respondents, with 93% saying they would use it again . TypeScript was given the award for “Most Adopted Technology” based on year-on-year growth. Get Started Handbook Learn the language Playground Try in your browser Download Install TypeScript Made with ♥ in Redmond, Boston, SF & Dublin © 2012- 2026 Microsoft Privacy Terms of Use Using TypeScript Get Started Download Community Playground TSConfig Ref Code Samples Why TypeScript Design Community Get Help Blog GitHub Repo Community Chat @TypeScript Mastodon Stack Overflow Web Repo MSG | 2026-01-13T08:49:37 |
https://www.suprsend.com/customers/how-investmint-increased-their-customer-retention-rates-by-30-using-suprsends-real-time-broadcast-capability | How Investmint Increased Their Customer Engagement Rates by 266% Using SuprSend’s Real-Time Broadcast Capability? Platform Workflows Craft notification workflows outside code Templates Powerful WYSIWYG template editors for all channels Analytics Get insights to improve notifications performance in one place Tenants Map your multi-tenant setup to scope notifications per tenant In-app Inbox Drop in a fully customizable, real-time inbox Preferences Allow users to decide which notifications they want to receive and on what channels Observability Get step-by-step detailed logs to debug faster Integrations Connect with the tools & providers you already use Solutions By Usecases Transactional Trigger real-time notifications based on user actions or system events Collaboration Notify users about mentions, comments, or shared activity Multi-tenant Customize templates, preferences & routing for each tenant Batching & Digest Group multiple updates into a single notification Scheduled Alerts Send timely notifications at fixed intervals or specific times Announcements / Newsletters Broadcast product updates or messages to all users Pricing Developers Documentation Quick Start Guides API References SuprSend CLI SDKs System Status Customers Resources Resources Blog Join our Slack Community Change logs Security Featured Blogs A complete guide on Notification Service for Modern Applications Build vs Buy For Notification Service Sign in Get a Demo Get Started How Investmint Increased Their Customer Engagement Rates by 266% Using SuprSend’s Real-Time Broadcast Capability? Industry Financial Services Based in Bengaluru, India Business type B2C Deployment method Cloud Features used In-app Inbox,Preferences,Lists & Broadcast Ready to start? Book a demo Challenge Investmint's growth outpaced Firebase's capabilities (their initial notification system), hindering the maintenance of real-time cohorts and handling multi-channel broadcasting for 100k+ algo model subscribers. They needed a reliable and scalable solution. Solution SuprSend was chosen for its multi-channel broadcast, high uptime, low latency, improved delivery rates, and observability. It provided a single platform to address Investmint's needs. Outcome By leveraging SuprSend, Investmint achieved a remarkable 266% increase in user engagement, resulting in higher retention, boosted cross-selling opportunities, and enhanced user experience through timely notifications. "Real-time alerts are the backbone of our algo trading platform. Any delay impacts performance and trust. We chose SuprSend for its reliable infra, precise delivery, and deep developer-focused design." Aakash Goel Co-Founder and CEO, Investmint Investmint, a systematic signal-based trading app disrupting the stock market landscape, aspires to position itself as the go-to secondary broker for retail investors. With a focus on fixed-time trading and quantitative trading models, Investmint offers scientifically-backed strategies like mean reversion, momentum, and trend following. At the heart of Investmint's business model lies a subscription-based framework. Their 100k+ users subscribe to specific algorithmic trading models that generate time-sensitive notifications for executing targeted trades. The trading recommendations are generated at set cadences, whether it's weekly, monthly, daily, or even hourly. Additionally, knowing when to exit investments is equally vital , and Investmint's models provide guidance on the optimal exit points. "Every subscriber of our algo models needs to recieve alerts simulataneously and instantly. If it's not delivered in real-time, the whole product experience falls apart. So delivering the notifications reliably in real-time is at the heart of what we do." Aakash Goel, Co-Founder and CEO at Investmint Notification Use-Cases for Investmint Presently, Investmint uses notifications for the following use cases: Category Use Cases Broadcasts Trade execution messages, trade exit messages CRONs Market updates, Last day market analysis Transactional Notifications Account updates, Portfolio change messages System Updates System maintenance updates, system fault messages Personalized Broadcasts Based on a user’s activity, the next notifications are finalized, like if the user didn’t execute a trade based on his subscription, then no new notifications have to be sent. What Investmint wanted from SuprSend? Investmint was particularly looking for: Multi-channel broadcasting with the capability to scale quickly Low latency, high deliverability Real-time subscriber lists updation Real-time visibility on failed notifications Choosing SuprSend Over Marketing Automation Tools During their build vs buy evaluation process, Investmint also compared us with marketing automation tools but found them unsuitable for their transactional use cases. "Our requirements were not focused on promotional/marketing, an area where marketing automation tools worked well. We needed a solution to rapidly build and scale our transactional broadcast notifications without requiring significant engineering resources. SuprSend’s developer-first approach and expertise surpassed other solutions we evaluated, making them the ideal choice for our transactional notification system." Aakash Goel, Co-Founder and CEO at Investmint SuprSend Solutions: Giving Investmint a Reliable Broadcasting Capability Getting Started with Time-Sensitive Multi-Channel Broadcasts Investmint's systematic trading models require sending time-sensitive notifications to subscribed users at specific intervals during trading hours. Their initial push-based system had a delivery rate of only 60%, leading to lower engagement. Investmint implemented SuprSend's multi-channel broadcasts with a single API call across three channels to guarantee uninterrupted communication. Initially, they utilized Whatsapp and later expanded user engagement by incorporating in-app inbox , (web/ mobile) push notifications through FCM, APNS, and Xiaomi Mi Push. Setting up these additional channels was quick as they didn't needed to do multiple API integrations. This multi-channel broadcasting approach proved highly beneficial, resulting in a remarkable 266% increase in overall engagement compared to their previous in-house push-based notification system. Though this increase was not just due to going multi-channel but also by one another important factor described below. Delivering 100% Notifications with Low Latency Investmint's users relied on data-laden notifications from their systematic trading models to place trades precisely before trading sessions began. Ensuring low latency in notifications was crucial as users expected timely updates to maintain the accuracy of their trading models. p99 Latency of 4.0 Sec(s) : Users could make real-time decisions as the trading models sent out notifications in almost real-time. Updating Subscribers List in Real-Time on SuprSend based on Subscriber’s Action Investmint leverages SuprSend's Lists functionality to calculate and assign subscribers to relevant lists in real-time to address the real-time subscribers list updation. By accurately segmenting the subscribers associated with each stock model and their further actions taken during trading sessions, Investmint ensures that the right users receive personalized notifications tailored to their specific subscriptions and actions. Lists enabled Investmint to add, remove, and update subscribers in real-time to keep their subscriber lists up-to-date and highly targeted, optimizing the effectiveness of their communication efforts. Creating a sophisticated synchronization system like this in-house would have required approximately 200+ engineering hours. Results: Enhancing Customer Retention without Added Developmental Loads Investmint's relentless pursuit of delivering consistent and accurate forecasting through their systematic signals led to an extraordinary outcome. They achieved a remarkable 30% increase in customer retention. These impressive results were driven by enhancements in their user engagement process, with multi-channel and timely notifications playing a pivotal role. As a result, they experienced increased cross-selling, with existing users subscribing to additional models, thereby boosting customer lifetime value (LTV). Investmint's KPIs and our deliverables “Scaling that (notification) infrastructure and maintaining its reliability would have required significant observability and substantial development time. By partnering with SuprSend, we were able to offload these concerns, allowing us to focus on user acquisition and our core product. SuprSend abstracted away the complexities of notifications and monitoring, providing a seamless solution for our notification needs.” Aakash Goel, Co-Founder and CEO at Investmint Other success stories This is some text inside of a div block. This is some text inside of a div block. Ready to transform your notifications? Join thousands of product & engineering teams using SuprSend to build & ship better notifications faster. 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https://dev.to/devteam/congrats-to-the-latest-kendoreact-free-components-challenge-winners-2b11 | Congrats to the latest KendoReact Free Components Challenge Winners! - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Jess Lee for The DEV Team Posted on Oct 9, 2025 Congrats to the latest KendoReact Free Components Challenge Winners! # devchallenge # kendoreactchallenge # react # webdev Today's the day! We are excited to announce the winners of the KendoReact Free Components Challenge . From mine safety monitoring to DEV Challenge trackers (how meta!) to interactive puzzle games, we were impressed by the creativity and variety of use cases submitted by participants. Each project showcased KendoReact's modern UI components, and many demonstrated how AI tools can accelerate workflows. We hope you enjoyed working on your submission and are proud of what you accomplished, regardless of whether or not you take home the prize. Without further ado, our winners. Congratulations To… Overall Prompt Winner @aryprogrammer created an intelligent student hub that addresses a universal pain point: the chaos of managing academic life across multiple disconnected tools. EduBox - AI Student Hub Arya Pratap Singh ・ Sep 22 #kendoreactchallenge #react #webdev #devchallenge EduBox brings together file management with semantic search, an AI-powered planner, campus life integration, and an AI assistant that can answer questions about your own materials. Code Smarter, Not Harder Winner @kaoutar_benhadine_9c91300 built an engaging game that challenges players to distinguish AI-generated images from real photos. Bot or Not: Can You Spot the AI? 🎨 KAOUTAR BENHADINE ・ Sep 29 #devchallenge #kendoreactchallenge #react #webdev Bot or Not features a Daily Challenge mode with 3 rounds and a Streak Mode with progressive difficulty, plus a complete admin panel for content management. RAGs to Riches Winner @iamceejay tackled a critical healthcare challenge: language barriers that cost lives across Africa, where 1,500 to 3,000 languages create obstacles between patients and providers. Consultify: Your Doctor Speaks Every Language Chijioke Osadebe ・ Sep 28 #devchallenge #kendoreactchallenge #react #webdev Consultify revolutionizes telemedicine through context-aware RAG and multilingual communication. Our three winners will each receive $1,000 USD, an exclusive DEV Badge, and a DEV++ Membership . All participants will receive a completion badge for rising to the challenge! A Special Thanks to Our Sponsor Huge thanks to the team at Progress for sponsoring this challenge! Progress continues to lead the way in React development with KendoReact and their newer Nuclia RAG platform. As always, @kathryngrayson and team were wonderful to work with and we're grateful they chose to do another challenge with us! What's Next? Stay tuned for upcoming challenges by following these tags: # devchallenge Follow This is the official tag for submissions and announcements related to DEV Challenges. We hope you had fun, felt challenged, and maybe added a thing or two to your professional profile. See you next time! Interested in being a volunteer judge for future challenges? Learn more here ! Top comments (11) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand Kathryn Grayson Nanz Kathryn Grayson Nanz Kathryn Grayson Nanz Follow Designer turned Front End Engineer Location Asheville, NC Work Developer Advocate for KendoReact Joined Jan 31, 2017 • Oct 10 '25 Dropdown menu Copy link Hide Congrats to our amazing winners – but also, I want to take a minute to say just how impressed we were with ALL the submissions! You didn't make it easy to pick winners, that's for sure! The KendoReact team had a great time playing with everything you built, and we're going to feature several of them in a new "Built With KendoReact" showcase on our website – coming soon! :) Thank you all so much for participating and sharing your amazing, innovative ideas with us! Like comment: Like comment: 6 likes Like Comment button Reply Collapse Expand Malika Malika Malika Follow Full-stack Ruby on Rails dev. I build scalable apps with Hotwire & PostgreSQL. 5+ years in e-commerce bring a product-minded approach focused on UX and impact. Location paris Education Le Wagon paris Pronouns She/Her Work Full-time opportunities in RoR dev | Freelance projects (e-commerce, SaaS apps, automation) Joined Apr 1, 2023 • Oct 9 '25 Dropdown menu Copy link Hide Congratulations to the winners. Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Nizzad Nizzad Nizzad Follow Data Scientist / AWS Certified (2X) ML Specialist | AWS ABW Grant Recipient '24 | 2 (Masters + Bachelors) | Researcher - NLP (Bias & Fairness) | Attorney-at-Law | Supervised 100+ Location Abu Dhabi, United Arab Emirates Education BIT (UOM), MSc in IT (SLIIT), MBA (SEUSL), LL.B (OUSL), Attorney-at-Law Pronouns He/Him Work Data Scientist, AI Engineer, Machine Learning Engineer, Research Supervisor Joined Jan 9, 2025 • Oct 9 '25 Dropdown menu Copy link Hide Congratulations to the winners. Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand DevForge DevForge DevForge Follow I love programming and learning, especially exploring new technologies. Each discovery is a step into a world of opportunities. My goal is to grow as an IT expert and contribute to technology. Location Lisbon, Portugal Education Currently studying Computer Science and expanding skills in programming. Joined Sep 14, 2025 • Oct 9 '25 Dropdown menu Copy link Hide I’ll congratulate the winners, but we’ll take our revenge soon! 😎 Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand Alphonse Kazadi Alphonse Kazadi Alphonse Kazadi Follow Full Stack Developer & ML Enthusiast. I love turning ideas into real-world apps, solving tough problems & exploring new tech. Always pushing boundaries, always eager to collaborate globally! Location Mbujimayi, DRC Education Official University of Mbujimayi Pronouns He/Him Joined Apr 5, 2024 • Oct 9 '25 Dropdown menu Copy link Hide It was a pleasure to participate. Unfortunately, I couldn't be counted among the winners. It was my first challenge and I loved it.I hope to do even better soon! Congratulations to the winners. Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Parag Nandy Roy Parag Nandy Roy Parag Nandy Roy Follow CEO & Founder at Think to Share. Empowering Businesses with tailored Artificial Intelligence solutions. AI Software Enthusiast. Location Kolkata, West Bengal, India Work CEO & Founder at Think to Share Joined May 24, 2025 • Oct 10 '25 Dropdown menu Copy link Hide Love seeing how people push what’s possible with KendoReact... Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand anesmeftah anesmeftah anesmeftah Follow Joined Sep 29, 2025 • Oct 10 '25 Dropdown menu Copy link Hide Congrats Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand KAOUTAR BENHADINE KAOUTAR BENHADINE KAOUTAR BENHADINE Follow Software Engineer Location Morocco Joined Jul 6, 2025 • Oct 9 '25 Dropdown menu Copy link Hide Big thanks to the Dev team and Progress for running the challenge! Really appreciate the opportunity. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Web Developer Hyper Web Developer Hyper Web Developer Hyper Follow "Having fun with IT technology" is my No.1 priority.🥳🎉 Let's enjoy and grow at the same time.🤝 #AI #ClaudeCode #Codex #Cursor #Cline #MCP #React #Nextjs #AWS #WebDev #FullStackDev Location Japan Joined Dec 27, 2024 • Oct 10 '25 Dropdown menu Copy link Hide Hooray for all the participants!💯 Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Aliou Thiam Aliou Thiam Aliou Thiam Follow I'm a computer engeneering student Joined Nov 25, 2025 • Nov 25 '25 Dropdown menu Copy link Hide Congratulations Like comment: Like comment: 1 like Like Comment button Reply View full discussion (11 comments) Some comments may only be visible to logged-in visitors. Sign in to view all comments. Code of Conduct • Report abuse Are you sure you want to hide this comment? 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https://lev.engineer/blog/vercel-v0-first-impressions | Vercel v0 First Impressions About Me Services Projects Companies Resources Blog Contact me ≡ Blog For solo engineers, but not only. Vercel v0 First Impressions October 13, 2023 • Lev Gelfenbuim • 3 min. read Yesterday, after a long wait, I received private access to the new version of v0! If you live on Mars and don’t know what v0 is, it’s a product by Vercel that allows you to create UI interfaces and components using generative AI (e.g. prompts). Given my fascination with generative artificial intelligence, I decided to take it for a ride! So let’s dive in! If you get access to the Alpha product, you get 200 credits for your account, as well as a minimal user interface that basically only lets you browse user-generated UIs, as well as an input field that you can use to formulate an idea for a component or layout. Test #1: Music Player # Prompt: A modern music player that shows album image, artist name, song title and basic music controls. Cost: 30 (10x3) credits. Result #1: # https://v0.dev/t/mHWFry53YIo Code: 1 ** 2 * v0 by Vercel . 3 * @ see https : / / v0 . dev / t / mHWFry53YIo 4 * / 5 import { Button } from "@/components/ui/button" 6 7 export default function Component ( ) { 8 return ( 9 < div className = "flex flex-col items-center justify-center bg-white dark:bg-zinc-800 min-h-screen" > 10 < div className = "p-4 sm:p-8 lg:p-16" > 11 < div className = "relative rounded-lg overflow-hidden aspect-w-1 aspect-h-1 bg-zinc-200 dark:bg-zinc-700" > 12 < img 13 alt = "Album cover" 14 height = "500" 15 layout = "fill" 16 objectFit = "cover" 17 src = "/placeholder.svg" 18 style = { { 19 aspectRatio : "500/500" , 20 objectFit : "cover" , 21 } } 22 width = "500" 23 / > 24 < / div > 25 < h2 className = "text-2xl mt-8 text-center font-semibold text-zinc-900 dark:text-zinc-50" > Song Title < / h2 > 26 < p className = "text-lg text-center text-zinc-600 dark:text-zinc-400" > Artist Name < / p > 27 < div className = "flex items-center justify-center gap-8 mt-8" > 28 < Button size = "icon" variant = "ghost" > 29 < svg 30 className = " h-6 w-6" 31 fill = "none" 32 height = "24" 33 stroke = "currentColor" 34 strokeLinecap = "round" 35 strokeLinejoin = "round" 36 strokeWidth = "2" 37 viewBox = "0 0 24 24" 38 width = "24" 39 xmlns = "http://www.w3.org/2000/svg" 40 > 41 < path d = "m15 18-6-6 6-6" / > 42 < / svg > 43 < span className = "sr-only" > Previous < / span > 44 < / Button > 45 < Button className = "text-white bg-zinc-900 dark:bg-zinc-50" size = "icon" variant = "primary" > 46 < svg 47 className = " h-6 w-6" 48 fill = "none" 49 height = "24" 50 stroke = "currentColor" 51 strokeLinecap = "round" 52 strokeLinejoin = "round" 53 strokeWidth = "2" 54 viewBox = "0 0 24 24" 55 width = "24" 56 xmlns = "http://www.w3.org/2000/svg" 57 > 58 < polygon points = "5 3 19 12 5 21 5 3" / > 59 < / svg > 60 < span className = "sr-only" > Play < / span > 61 < / Button > 62 < Button size = "icon" variant = "ghost" > 63 < svg 64 className = " h-6 w-6" 65 fill = "none" 66 height = "24" 67 stroke = "currentColor" 68 strokeLinecap = "round" 69 strokeLinejoin = "round" 70 strokeWidth = "2" 71 viewBox = "0 0 24 24" 72 width = "24" 73 xmlns = "http://www.w3.org/2000/svg" 74 > 75 < path d = "m9 18 6-6-6-6" / > 76 < / svg > 77 < span className = "sr-only" > Next < / span > 78 < / Button > 79 < / div > 80 < / div > 81 < / div > 82 ) 83 } Result #2: # https://v0.dev/t/ZgxbJ7ggtKb Code: 1 /** 2 * v0 by Vercel. 3 * @see https://v0.dev/t/ZgxbJ7ggtKb 4 */ 5 import { Button } from "@/components/ui/button" 6 7 export default function Component ( ) { 8 return ( 9 < div className = "flex flex-col items-center justify-center min-h-screen bg-gray-200 text-gray-900 dark:bg-gray-800 dark:text-gray-100" > 10 < div className = "w-80 h-80 rounded-lg overflow-hidden shadow-lg" > 11 < img 12 alt = "Album cover" 13 height = "320" 14 src = "/placeholder.svg" 15 style = { { 16 aspectRatio : "320/320" , 17 objectFit : "cover" , 18 } } 19 width = "320" 20 / > 21 < / div > 22 < h2 className = "mt-4 text-2xl font-bold" > Song Title < / h2 > 23 < h3 className = "mt-2 text-xl text-gray-500 dark:text-gray-400" > Artist Name < / h3 > 24 < div className = "mt-8 w-full flex items-center justify-center" > 25 < Button size = "icon" variant = "ghost" > 26 < svg 27 className = " h-6 w-6" 28 fill = "none" 29 height = "24" 30 stroke = "currentColor" 31 strokeLinecap = "round" 32 strokeLinejoin = "round" 33 strokeWidth = "2" 34 viewBox = "0 0 24 24" 35 width = "24" 36 xmlns = "http://www.w3.org/2000/svg" 37 > 38 < polygon points = "11 19 2 12 11 5 11 19" / > 39 < polygon points = "22 19 13 12 22 5 22 19" / > 40 < / svg > 41 < span className = "sr-only" > Previous < / span > 42 < / Button > 43 < Button className = "mx-4" color = "primary" variant = "solid" > 44 < svg 45 className = " h-6 w-6" 46 fill = "none" 47 height = "24" 48 stroke = "currentColor" 49 strokeLinecap = "round" 50 strokeLinejoin = "round" 51 strokeWidth = "2" 52 viewBox = "0 0 24 24" 53 width = "24" 54 xmlns = "http://www.w3.org/2000/svg" 55 > 56 < polygon points = "5 3 19 12 5 21 5 3" / > 57 < / svg > 58 < span className = "sr-only" > Play < / span > 59 < / Button > 60 < Button size = "icon" variant = "ghost" > 61 < svg 62 className = " h-6 w-6" 63 fill = "none" 64 height = "24" 65 stroke = "currentColor" 66 strokeLinecap = "round" 67 strokeLinejoin = "round" 68 strokeWidth = "2" 69 viewBox = "0 0 24 24" 70 width = "24" 71 xmlns = "http://www.w3.org/2000/svg" 72 > 73 < polygon points = "13 19 22 12 13 5 13 19" / > 74 < polygon points = "2 19 11 12 2 5 2 19" / > 75 < / svg > 76 < span className = "sr-only" > Next < / span > 77 < / Button > 78 < / div > 79 < div className = "mt-4 w-full h-1 bg-gray-300 dark:bg-gray-700 rounded-full" > 80 < div 81 className = "h-full bg-primary-600 rounded-full" 82 style = { { 83 width : "50%" , 84 } } 85 / > 86 < / div > 87 < div className = "mt-8 w-full flex items-center justify-between" > 88 < Button size = "icon" variant = "ghost" > 89 < svg 90 className = " h-6 w-6" 91 fill = "none" 92 height = "24" 93 stroke = "currentColor" 94 strokeLinecap = "round" 95 strokeLinejoin = "round" 96 strokeWidth = "2" 97 viewBox = "0 0 24 24" 98 width = "24" 99 xmlns = "http://www.w3.org/2000/svg" 100 > 101 < polygon points = "11 5 6 9 2 9 2 15 6 15 11 19 11 5" / > 102 < path d = "M15.54 8.46a5 5 0 0 1 0 7.07" / > 103 < path d = "M19.07 4.93a10 10 0 0 1 0 14.14" / > 104 < / svg > 105 < span className = "sr-only" > Volume < / span > 106 < / Button > 107 < Button size = "icon" variant = "ghost" > 108 < svg 109 className = " h-6 w-6" 110 fill = "none" 111 height = "24" 112 stroke = "currentColor" 113 strokeLinecap = "round" 114 strokeLinejoin = "round" 115 strokeWidth = "2" 116 viewBox = "0 0 24 24" 117 width = "24" 118 xmlns = "http://www.w3.org/2000/svg" 119 > 120 < path d = "M2 18h1.4c1.3 0 2.5-.6 3.3-1.7l6.1-8.6c.7-1.1 2-1.7 3.3-1.7H22" / > 121 < path d = "m18 2 4 4-4 4" / > 122 < path d = "M2 6h1.9c1.5 0 2.9.9 3.6 2.2" / > 123 < path d = "M22 18h-5.9c-1.3 0-2.6-.7-3.3-1.8l-.5-.8" / > 124 < path d = "m18 14 4 4-4 4" / > 125 < / svg > 126 < span className = "sr-only" > Shuffle < / span > 127 < / Button > 128 < / div > 129 < / div > 130 ) 131 } Result #3: # https://v0.dev/t/QaHy0BaZ97d Code: 1 /** 2 * v0 by Vercel. 3 * @see https://v0.dev/t/QaHy0BaZ97d 4 */ 5 import { Button } from "@/components/ui/button" 6 7 export default function Component ( ) { 8 return ( 9 < div className = "bg-white dark:bg-zinc-800 rounded-lg overflow-hidden shadow-lg max-w-md mx-auto" > 10 < img 11 alt = "Album cover" 12 className = "object-cover w-full h-64" 13 height = "300" 14 src = "/placeholder.svg" 15 style = { { 16 aspectRatio : "300/300" , 17 objectFit : "cover" , 18 } } 19 width = "300" 20 / > 21 < div className = "p-4" > 22 < h3 className = "font-bold text-xl mb-1" > Song Title < / h3 > 23 < p className = "text-zinc-500 dark:text-zinc-400" > Artist Name < / p > 24 < div className = "mt-4 flex justify-between items-center" > 25 < Button size = "icon" variant = "ghost" > 26 < svg 27 className = " h-6 w-6" 28 fill = "none" 29 height = "24" 30 stroke = "currentColor" 31 strokeLinecap = "round" 32 strokeLinejoin = "round" 33 strokeWidth = "2" 34 viewBox = "0 0 24 24" 35 width = "24" 36 xmlns = "http://www.w3.org/2000/svg" 37 > 38 < path d = "m17 2 4 4-4 4" / > 39 < path d = "M3 11v-1a4 4 0 0 1 4-4h14" / > 40 < path d = "m7 22-4-4 4-4" / > 41 < path d = "M21 13v1a4 4 0 0 1-4 4H3" / > 42 < / svg > 43 < / Button > 44 < Button size = "icon" variant = "ghost" > 45 < svg 46 className = " h-6 w-6" 47 fill = "none" 48 height = "24" 49 stroke = "currentColor" 50 strokeLinecap = "round" 51 strokeLinejoin = "round" 52 strokeWidth = "2" 53 viewBox = "0 0 24 24" 54 width = "24" 55 xmlns = "http://www.w3.org/2000/svg" 56 > 57 < path d = "m12 19-7-7 7-7" / > 58 < path d = "M19 12H5" / > 59 < / svg > 60 < / Button > 61 < Button className = "px-4" variant = "outline" > 62 < svg 63 className = " h-6 w-6" 64 fill = "none" 65 height = "24" 66 stroke = "currentColor" 67 strokeLinecap = "round" 68 strokeLinejoin = "round" 69 strokeWidth = "2" 70 viewBox = "0 0 24 24" 71 width = "24" 72 xmlns = "http://www.w3.org/2000/svg" 73 > 74 < polygon points = "5 3 19 12 5 21 5 3" / > 75 < / svg > 76 < / Button > 77 < Button size = "icon" variant = "ghost" > 78 < svg 79 className = " h-6 w-6" 80 fill = "none" 81 height = "24" 82 stroke = "currentColor" 83 strokeLinecap = "round" 84 strokeLinejoin = "round" 85 strokeWidth = "2" 86 viewBox = "0 0 24 24" 87 width = "24" 88 xmlns = "http://www.w3.org/2000/svg" 89 > 90 < path d = "M5 12h14" / > 91 < path d = "m12 5 7 7-7 7" / > 92 < / svg > 93 < / Button > 94 < Button size = "icon" variant = "ghost" > 95 < svg 96 className = " h-6 w-6" 97 fill = "none" 98 height = "24" 99 stroke = "currentColor" 100 strokeLinecap = "round" 101 strokeLinejoin = "round" 102 strokeWidth = "2" 103 viewBox = "0 0 24 24" 104 width = "24" 105 xmlns = "http://www.w3.org/2000/svg" 106 > 107 < path d = "M2 18h1.4c1.3 0 2.5-.6 3.3-1.7l6.1-8.6c.7-1.1 2-1.7 3.3-1.7H22" / > 108 < path d = "m18 2 4 4-4 4" / > 109 < path d = "M2 6h1.9c1.5 0 2.9.9 3.6 2.2" / > 110 < path d = "M22 18h-5.9c-1.3 0-2.6-.7-3.3-1.8l-.5-.8" / > 111 < path d = "m18 14 4 4-4 4" / > 112 < / svg > 113 < / Button > 114 < / div > 115 < div className = "mt-4 flex items-center" > 116 < p className = "text-zinc-500 dark:text-zinc-400" > 0 : 00 < / p > 117 < div className = "mx-2 flex-1 bg-zinc-200 rounded-full h-1" > 118 < div 119 className = "bg-zinc-900 rounded-full h-1" 120 style = { { 121 width : "50%" , 122 } } 123 / > 124 < / div > 125 < p className = "text-zinc-500 dark:text-zinc-400" > 3 : 30 < / p > 126 < / div > 127 < div className = "mt-4 flex items-center justify-between" > 128 < div className = "flex items-center gap-4" > 129 < svg 130 className = " h-6 w-6" 131 fill = "none" 132 height = "24" 133 stroke = "currentColor" 134 strokeLinecap = "round" 135 strokeLinejoin = "round" 136 strokeWidth = "2" 137 viewBox = "0 0 24 24" 138 width = "24" 139 xmlns = "http://www.w3.org/2000/svg" 140 > 141 < polygon points = "11 5 6 9 2 9 2 15 6 15 11 19 11 5" / > 142 < path d = "M15.54 8.46a5 5 0 0 1 0 7.07" / > 143 < path d = "M19.07 4.93a10 10 0 0 1 0 14.14" / > 144 < / svg > 145 < div className = "bg-zinc-200 rounded-full h-1 w-20" > 146 < div 147 className = "bg-zinc-900 rounded-full h-1" 148 style = { { 149 width : "75%" , 150 } } 151 / > 152 < / div > 153 < / div > 154 < Button size = "icon" variant = "ghost" > 155 < svg 156 className = " h-6 w-6" 157 fill = "none" 158 height = "24" 159 stroke = "currentColor" 160 strokeLinecap = "round" 161 strokeLinejoin = "round" 162 strokeWidth = "2" 163 viewBox = "0 0 24 24" 164 width = "24" 165 xmlns = "http://www.w3.org/2000/svg" 166 > 167 < path d = "M21 15V6" / > 168 < path d = "M18.5 18a2.5 2.5 0 1 0 0-5 2.5 2.5 0 0 0 0 5Z" / > 169 < path d = "M12 12H3" / > 170 < path d = "M16 6H3" / > 171 < path d = "M12 18H3" / > 172 < / svg > 173 < / Button > 174 < / div > 175 < / div > 176 < / div > 177 ) 178 } The third variation was the one I liked most, but it felt a bit monotonous and too minimalistic. Luckily, v0 does allow you to fine-tune the results by adding more context. In this case, I asked AI to add bold colors. Now let’s see the result: Add bold colors and change the font that will make the layout more appealing to gen-z. There was a cost of 10 additional credits for this. Here is what the AI came up with: https://v0.dev/t/7TIGMatZcW6 In order to add functionality to the layout, all I have to do is run the following command in my development environment: 1 npx v0 add 7TIGMatZcW6 Neat! Test #2: Blog Layout # Prompt: layout for a fintech blog Cost: 30 (10x3) credits. Result #1: # https://v0.dev/t/8lwwCW9LvTo Result #2: # https://v0.dev/t/OJtUaN62nP6 Result #3: # https://v0.dev/t/oOfkGOkOks2 It seems like the second variation makes the most sense to me, and so I will continue to play with it as I continue with this test. In all layouts and 2nd variation, the social icons are aligned vertically. With the “pick and edit” feature, it’s easy to adjust that alignment. Let’s change that by using the “pick and edit” feature. The pick and edit operation is going to cost you an additional 10 credits, but it will be totally worth it when you see how perfectly aligned the social icons are now: My Conclusions and key takeaways # At its current stage, v0 is not a plug-n-play solution. Its current price ranges from $10 to $50. In my opinion, the 200 credits a month plan isn’t sufficient for enough iterations to come up with an effective design. But don’t get me wrong — v0 can save your team hours of tedious work by generating a baseline layout that they can take and work on. I am confident that with time, Vercel’s AI model will become much smarter and generate better and more precise results. The code generator used in v0 includes the use of best practices and takes advantage of frameworks such as TailwindCSS in order to generate modern code. However, having said that, due to some reason, v0 does not use a framework for icon creation and instead uses SVG files. It could easily leverage react-icons or the infamous font-awesome frameworks. The v0 CLI tool is really cool! With a single command, it adds your creation to your project. Can’t be more convenient. It would be even cooler if I could edit the generated code and work with the AI companion on it. If you are not a Vercel user, v0 will let you fork the code and work with it directly in a clean repository. In conclusion, the direction of taking advantage in generative AI in web development is a game changer for everyone involved: designers, developers and product managers. It opens the doors for non-tech savvy people to express their requirements more precisely, build functional wireframes and mockups. For us, the developers, it will soon be possible to concentrate on functionality and write high-quality code, and not waste precious time playing around with pixels. The future is bright! Article last update: February 9, 2024 AI Vercel v0 Webdev Programming Latest Posts | 2026-01-13T08:49:37 |
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https://www.zdnet.com/article/the-open-source-initiatives-executive-director-departs-what-it-means-for-the-osaid-debate/ | The Open Source Initiative's executive director departs - what it means for the OSAID debate | ZDNET X Trending CES live updates 2026: TVs, laptops, and weird gadgets These smart glasses beat the Meta Ray-Bans 6 most exciting products at CES that you can already buy today 5 most exciting TVs we saw at CES 2026 This handheld e-reader has effectively replaced my Kindle The most exciting AI wearable at CES 2026 might not be smart glasses after all I wore the world's first HDR10 smart glasses TCL's new E Ink tablet beats the Remarkable and Kindle Anker's new charger is one of the most unique I've ever seen Best laptop cooling pads Best flip phones Roku TV vs Fire Stick Galaxy Buds 3 Pro vs Apple AirPods Pro 3 M5 MacBook Pro vs M4 MacBook Air Linux Mint vs Zorin OS 4 quick steps to make your Android phone run like new again How much RAM does your Linux PC need How to 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Guidelines Trending CES live updates 2026: TVs, laptops, and weird gadgets These smart glasses beat the Meta Ray-Bans 6 most exciting products at CES that you can already buy today 5 most exciting TVs we saw at CES 2026 This handheld e-reader has effectively replaced my Kindle The most exciting AI wearable at CES 2026 might not be smart glasses after all I wore the world's first HDR10 smart glasses TCL's new E Ink tablet beats the Remarkable and Kindle Anker's new charger is one of the most unique I've ever seen Best laptop cooling pads Best flip phones Roku TV vs Fire Stick Galaxy Buds 3 Pro vs Apple AirPods Pro 3 M5 MacBook Pro vs M4 MacBook Air Linux Mint vs Zorin OS 4 quick steps to make your Android phone run like new again How much RAM does your Linux PC need How to clear your Android phone cache How to disable ACR on your TV How to turn on Private DNS mode on Android ZDNET Recommends Tech Gaming Headphones Laptops Mobile Accessories Networking PCs Printers Smartphones Smart Watches Speakers Streaming Devices Streaming Services Tablets TVs Wearables Kitchen & Household Office Furniture Office Hardware & Appliances Smart Home Smart Lighting Yard & Outdoors Innovation Artificial Intelligence AR + VR Cloud Digital Transformation Energy Robotics Sustainability Transportation Work Life Accelerate your tech game Paid Content How the New Space Race Will Drive Innovation How the metaverse will change the future of work and society Managing the Multicloud The Future of the Internet The New Rules of Work The Tech Trends to Watch in 2023 Business See all Business Amazon Apple Developer E-Commerce Edge Computing Enterprise Software Executive Google Microsoft Professional Development Social Media SMB Windows How AI is transforming organizations everywhere The intersection of generative AI and engineering Software development: Emerging trends and changing roles Security See all Security Cyber Threats Password Manager Ransomware VPN Cybersecurity: Let's get tactical Securing the Cloud Advice Deals How-to Product Comparisons Product Spotlights Reviews Buying Guides See all Buying Guides Best Samsung phones Best Android phones Best smart rings Best blood pressure watches Best headphones for sleeping Best robot vacuum mops Best web hosting services Best travel VPNs Best VPNs Best AI image generators Best AI chatbots Best 75-inch TVs Best smartphones Best iPhones Best MagSafe battery packs Best digital notebooks Best TV antennas Best TVs Best laptops Best tablets Best smartwatches Best headphones Best live TV streaming services More See all Topics Finance Education Health Special Features ZDNET In Depth ZDNET Recommends Newsletters Videos Editorial Guidelines Innovation Home Innovation Artificial Intelligence The Open Source Initiative's executive director departs - what it means for the OSAID debate Will the OSI continue with its current AI definition path? This issue continues to be debated in both AI and open-source circles. Written by Steven Vaughan-Nichols, Senior Contributing Editor Senior Contributing Editor Sept. 16, 2025 at 7:52 a.m. PT Iana Kunitsa/Moment/Getty Images Follow ZDNET:  Add us as a preferred source  on Google. ZDNET's key takeaways Stefano Maffulli, the OSI's first executive director, is leaving. His biggest challenge was working on AI and open source software. Under his leadership, the OSI created the Open-Source AI Definition. The Open Source Initiative (OSI) is facing a major leadership transition as it launches the search for a new executive director. Stefano Maffulli, the group's first executive director, is set to step down in October to pursue work in open-source AI and data governance. Under Maffulli's leadership since 2021, OSI moved from a volunteer-centric group to a globally recognized nonprofit, notably releasing the Open Source AI Definition (OSAID) 1.0 , which, like the name suggests, established a standard for open-source AI licensing. The OSI, founded in February 1998 , successfully advocated for open-source principles and stewarded the Open Source Definition (OSD) . For the last few years, however, the organization has grown slowly, even though new open-source challenges have emerged. When Maffulli took the position as the organization's first executive director , he faced the rise of difficult issues.  Also: Linus Torvalds warns Linux devs: Stop cluttering patches with automated, useless links As Maffulli said when he was appointed, "Open source software is everywhere, but its definition is constantly being challenged. The zombies of shared source, limited-use, and proprietary software are emerging from the graves."  When he took the job in 2021, he recalled, "Some people thought OSI's work was done. The Open Source Definition had 'won,' embraced even by organizations that once resisted it." He went on to say they thought, "there was nothing left to do. I didn't see it that way." He was right.  Open source challenges in the 2020s For example, as Maffulli pointed out, the launch of the Apple Store for the iPhone in 2008 made it impossible for users to modify and run open-source applications on the smartphone . In October 2021, GitHub announced Copilot . Maffulli said it posed an even bigger challenge: "In a world where systems aren't traditionally 'programmed,' what does 'source code' mean?" It would be this last issue, the role of AI in open source, that would bedevil the OSI for years.  Maffulli's tenure culminated in the release of OSAID 1.0 , a widely endorsed framework defining what constitutes an "Open Source AI." According to the official OSI definition, open-source AI systems must grant users the freedom to use, study, modify, and share the system -- including models, weights, and code -- for any purpose. However, pragmatists influenced the definition to allow for sufficiently detailed information about the data used for training, instead of requiring complete open access to datasets. This compromise balances transparency against legal and ethical concerns, such as proprietary or sensitive data. Also: AI is creeping into the Linux kernel - and official policy is needed ASAP Leading open source figures and foundations, including Mozilla, SUSE, Bloomberg Engineering, and the Cloud Native Computing Foundation, have endorsed the OSAID . Critics and supporters alike acknowledge its importance as a foundation for AI licensing, transparency, and code accessibility. That said, the OSI freely admits that the OSAID is "a work in progress." This view is echoed across academic, industry, and policy circles. The consensus is that the definition represents a significant, if imperfect, advance for open-source principles in the complex world of AI. Indeed, many open-source developers and leaders, such as Richard Fontana, Red Hat's principal commercial counsel, disagree with this definition. They want the data and weights to be more open than they are under the OSAID 1.0.  As Luca Antiga, CTO at AI agent company Lightning, and a top contributor to the vital AI library PyTorch, wrote in The New Stack, by not incorporating weights into the OSAID, " The OSI is leaving a gaping hole  that will make licenses less effective in determining whether OSI-licensed AI systems can be adopted in real-world contexts."  Where OSAID goes from here They're not alone with such concerns. Peter Zaitsev, CEO of the open-source data company Percona, believes " OSI continues with its flawed 'one size fits all' approach rather than helping to better define the 'spectrum' for open source and AI." In addition, when "training data is not freely available for everyone, it is not the same as 'open source.'" This debate shows every sign of continuing. The new OSI Executive Director will need to deal with these issues. What both supporters and opponents of the OSAID can agree on is that many AI companies, such as Meta with Llama, X with Grok, and Microsoft's Phi-2, claim to be open source, but they're not. They want to redefine open-source AI for their own profits  while restricting anyone else from commercially using their code, weights, and data.  Also: You can get Nvidia's CUDA on three popular enterprise Linux distros now - why it matters OSI's board is committed to continuing its emphasis on licensing, policy, and building the future of open source AI. Deborah Bryant has been named interim executive director during the transition. The organization credits Maffulli for modernizing its operations, expanding international partnerships, and strengthening OSI's voice in global technology policy.  As Tracy Hinds, chair of the OSI board of directors, said in a statement, "Stefano helped build a strong and resilient foundation for OSI during a time of extraordinary change in the tech world. We are grateful for his dedication to OSI's mission and to the global open source community. The board is committed to maintaining our course and continuing the important work underway -- especially around licensing, policy, and the future of open source AI." Want to follow my work?  Add ZDNET as a trusted source on Google . Featured How to remove Copilot AI from Windows 11 today Five CES 2026 products I'd buy as soon as they'd take my money I tried the new Linux Mint 22.3 - it's a masterclass in polish and quality-of-life fixes Is iOS 26 a flop? Why so many people are sticking with iOS 18 in 2026 How to remove Copilot AI from Windows 11 today Five CES 2026 products I'd buy as soon as they'd take my money I tried the new Linux Mint 22.3 - it's a masterclass in polish and quality-of-life fixes Is iOS 26 a flop? 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https://www.fsf.org/facebook | Why you should #DeleteFacebook — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search You are here: Home › The dangers of Facebook Info Why you should #DeleteFacebook by Free Software Foundation Contributions — Published on Jan 18, 2019 11:50 AM The Free Software Foundation does not use Facebook -- and neither should you. Here are some reasons why. It may feel as if everyone you know uses Facebook. But there are many compelling reasons not to do so. When you use Facebook, you give up control over your computing to a server run by someone else -- it's Service as a Software Substitute . The parts of it that do run on your local system are nonfree JavaScript (or other kinds of nonfree software, if you use the mobile app). Because you cannot inspect or modify either the code on Facebook's servers, nor the nonfree code running on your system, you are expected to trust that code only Facebook can read does what Facebook says it does. Using the unethical power of SaaSS and nonfree software, Facebook disregards your privacy by tracking, recording, and selling as much of your data as it can get. The site's user "privacy" settings are anti-privacy by default. In the wake of the Cambridge Analytica scandal of 2018, Facebook made it easier for users to decide who and what got access to their personal information -- but that's too little, too late. The fact is, if you use Facebook, you can virtually guarantee that you are being tracked and your information is being turned over to companies, and even governments, to use as they please. Facebook's power comes from its users. By using Facebook, you help them gather information about you and the people in your life -- not the other way around. Organizations that share information on Facebook draw others to use the site, too. Even if you don't use Facebook, your privacy is at risk if others share information or photos including you on the site. You might brush this off, believing that being tracked while using the Internet is an inevitability. But even the most jaded person would be stunned by the extraordinary amount of personal information that Facebook gathers. Their tracking may change as they attempt to placate those who have turned a critical eye on Facebook's laissez-faire attitude toward user privacy, but Facebook has collected mobile phone metadata , along with information on all of users' activity performed on the site. Even people who refuse to use Facebook aren't safe , because their friends may have shared their contact information by giving Facebook permission to access their phone contacts, tagged them in photos, or discussed them by name in a post or a private message. But being subjugated by nonfree software and tracked on the Internet aren't inevitable! Fortunately, there are many efforts underway to provide distributed, user-controlled, free software services to facilitate connection between people, including GNU social , Mastodon , and Diaspora . Free software is software that gives you, the user, the freedom to share, study, and modify it -- with free software, the user is free! The Free Software Directory offers an up-to-date listing of replacements for Service as a Software Substitute , including a comprehensive listing of free software-based social network services. These services will not have the same kinds of problems, because both the communication-handling code and the communication data will be in the hands of the people doing the communicating. (Government regulation prohibiting privacy violations is important because your privacy is at risk even when you use decentralized, free software for social networking, but social media technology itself still should have respect for user privacy built in to its foundation: read more about decentralized and federated software on the FSF High Priority Projects list .) To keep up with the FSF on free software-based, distributed social media platforms, follow us on GNU social (which can talk to Mastodon) and Diaspora . You can self-host on one of these platforms, or create an account on one of the public instances listed for GNU social , Mastodon , or Diaspora . Copy and paste this code for your own website! <a href="https://www.fsf.org/fb"><img src="https://static.fsf.org/nosvn/no-facebook-me.png" alt="Not f'd — you won't find me on Facebook" /></a> You can encourage people not to give up their freedom, privacy, and control over their computing while thinking that they are connecting with you, by putting this button on your blog or web site, with a link to whatever method you would prefer they use to contact you directly -- maybe your GNU social or Mastodon account. Alternatively, you could point it at this post. Our button, of course, is not linked to any surveillance database or tracking system. Note: You may find some pages about the FSF or GNU on Facebook, because anyone can create pages there. Know that these pages are unofficial and not maintained by FSF staff or the GNU Project, nor did we ask for them to be created. Download our dislike button and put it on your website, or print your own dislike stickers. All buttons released under a Creative Commons Attribution-ShareAlike license . Please feel free to change the buttons, but keep both of the creator names intact, and make sure your buttons are under the same license. Sticker SVG Sticker PDF You won't find me on Facebook SVG More about Facebook Finding a free software silver lining to the Facebook Cambridge Analytica scandal , June 2018 Clear history? Why not #DeleteFacebook instead? , May 2018 RMS: A radical proposal to keep your data safe , April 2018 April Fool's: FSF to crowdfund the purchase of Facebook , April 2018 PRISM program allows US government to access personal data from Facebook, others , 2013 Read our criticism of Facebook and Time magazine's decision to name Facebook's founder Mark Zuckerberg "Person of the Year" in 2010. Document Actions Share on social networks Syndicate: News Events Blogs Jobs GNU 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN Sign up Enter your email address to receive our monthly newsletter, the Free Software Supporter News Eko K. A. Owen joins the FSF board as the union staff pick Dec 29, 2025 Free Software Foundation receives historic private donations Dec 24, 2025 Free Software Awards winners announced: Andy Wingo, Alx Sa, Govdirectory Dec 09, 2025 More news… Recent blogs Turning freedom values into freedom practice with the FSF tech team December GNU Spotlight with Amin Bandali featuring sixteen new GNU releases: GnuPG, a2ps, and more! Celebrate the new year: join the free software community! A message from FSF president Ian Kelling Recent blogs - More… Upcoming Events Free Software Directory meeting on IRC: Friday, January 16, starting at 12:00 EST (17:00 UTC) Jan 16, 2026 12:00 PM - 03:00 PM — #fsf on libera.chat Previous events… Upcoming events… The FSF is a charity with a worldwide mission to advance software freedom — learn about our history and work. Copyright © 2004-2026 Free Software Foundation , Inc. Privacy Policy . This work is licensed under a Creative Commons Attribution-No Derivative Works 3.0 license (or later version) — Why this license? 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Hacktoberfest Follow Hide Happy hacking! 🎃 Create Post about #hacktoberfest Join the Hacktoberfest 2025 Writing Challenge ! Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Hacktoberfest as a First-Time Maintainer Hacktoberfest: Open Source Reflections Eric Portis Eric Portis Eric Portis Follow for Cloudinary Dec 19 '25 Hacktoberfest as a First-Time Maintainer # hacktoberfest # opensource # community 5 reactions Comments 1 comment 6 min read On the Ignorance and Negligence of Bugcrowd Staff – When Security Becomes a Joke! 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https://open.forem.com/ava_mendes/energia-solar-mercado-livre-para-mei-requisitos-tecnicos-em-2025-1l6a | Energia Solar + Mercado Livre para MEI: Requisitos Técnicos em 2025 - Open Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Open Forem Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Ava Mendes Posted on Dec 25, 2025 Energia Solar + Mercado Livre para MEI: Requisitos Técnicos em 2025 # freelance # news # security Energia Solar + Mercado Livre para MEI: Requisitos Técnicos em 2025 Se você é MEI e está pensando em instalar energia solar ou migrar para o mercado livre de energia, precisa saber: as regras mudaram em 2025 . A nova NBR 17193:2025 estabeleceu requisitos de segurança muito mais rigorosos para sistemas fotovoltaicos, e a padronização dos processos de conexão pelas distribuidoras criou tanto oportunidades quanto exigências técnicas que você não pode ignorar. Neste guia prático, você vai descobrir exatamente o que é necessário para implementar energia solar ou portabilidade no seu negócio, quais normas aplicam, quanto tempo leva e — o mais importante — como evitar erros caros que comprometem sua economia. NBR 17193:2025: A Nova Realidade da Segurança Fotovoltaica A ABNT publicou em fevereiro de 2025 a NBR 17193:2025, uma norma que mudou significativamente o cenário da geração solar distribuída no Brasil. Essa norma é obrigatória para todos os novos sistemas fotovoltaicos conectados à rede, incluindo pequenas instalações em telhados de MEIs. O que mudou na prática? Antes, muitos requisitos eram opcionais. Agora, são mandatórios: Proteção contra falhas à terra com dispositivos específicos Disjuntores e fusíveis em corrente contínua (não é o disjuntor comum da sua casa) Aterramento conforme NBR 5410 e proteção contra surtos (NBR 5419) Afastamentos mínimos entre subarranjos e barreiras corta-fogo Documentação técnica completa entregue ao cliente: diagramas, certificados, laudos de testes, manual de operação Essa elevação de padrão é positiva para segurança, mas significa que você não pode simplesmente chamar "um eletricista" para instalar painéis. Precisa de um engenheiro eletricista registrado no CREA que elabore o projeto conforme NBR 16690:2019 e emita a Anotação de Responsabilidade Técnica (ART). NBR 16690: O Projeto Técnico Obrigatório A NBR 16690:2019 é a norma que define como projetar sistemas fotovoltaicos conectados à rede. Ela estabelece: Dimensionamento correto de módulos, inversores e cabos Especificação de proteções elétricas adequadas Cálculo de aterramento Toda a documentação técnica necessária Para um MEI, isso significa: você não pode instalar energia solar por conta própria ou com mão de obra desqualificada. A lei exige projeto de engenheiro, ART de projeto e ART de execução. A distribuidora não homologa sistemas sem essa documentação. O tempo para elaborar um projeto é tipicamente 2 a 4 semanas , dependendo da complexidade. Depois, você envia à distribuidora, que analisa em cerca de 15 dias (prazo típico em 2025, com tendência de padronização). NR-10: Quem Pode Instalar? A Norma Regulamentadora 10 (NR-10) estabelece que qualquer trabalho com eletricidade — incluindo montagem de sistemas fotovoltaicos — deve ser executado por profissional habilitado, capacitado e autorizado . Isso significa: Treinamento formal em eletricidade e segurança Conhecimento específico de normas técnicas Uso de equipamentos de proteção individual (EPI) Atuação sob responsabilidade de engenheiro registrado Para o MEI: contratar um instalador "amigo" ou sem qualificação formal viola a NR-10 e coloca você em risco legal, além de comprometer a segurança da instalação. A distribuidora pode rejeitar a homologação se constatar falta de conformidade com NR-10. Lei 14.300/2022: O Marco Legal da Geração Distribuída Essa lei, publicada em janeiro de 2022, é a base legal que permite microgeração (até 75 kW) e minigeração (de 75 kW a 5 MW) distribuída no Brasil. Ela define: Como você compensa energia excedente (sistema de créditos) Cronograma de transição tarifária para uso da rede Direitos e deveres do pequeno gerador Para o MEI de 2025: a Lei 14.300 garante que você pode instalar painéis e injetar energia na rede. Porém, há mudanças nas tarifas de uso da rede (TUSD) que estão sendo implementadas gradualmente. Consumidores que entrarem agora têm condições melhores que novos geradores daqui a alguns anos. Passo a Passo Prático: Como Instalar Energia Solar como MEI 1. Levante Seu Consumo e Perfil Reúna as faturas de energia dos últimos 12 meses. Identifique: Consumo médio mensal (kWh) Valor médio da conta (R$) Picos de consumo (há sazonalidade?) Horários de operação do seu negócio Tempo: 1-7 dias Documentos: Faturas de energia + dados do imóvel 2. Consulte a Distribuidora Entre em contato com sua distribuidora local e solicite o manual técnico de acesso para microgeração distribuída . Cada distribuidora tem formulários e requisitos específicos, mas em 2025 há uma tendência de padronização nacional. Pergunte: Qual é o procedimento exato para sua região? Quais formulários precisam ser preenchidos? Qual é o prazo estimado de análise? Tempo: 1-5 dias Documentos: Número da unidade consumidora, dados do titular 3. Contrate Responsável Técnico Habilitado Procure empresa ou profissional que possua engenheiro eletricista registrado no CREA . Verifique: Se emitem ART de projeto e de execução Se conhecem NBR 16690, NBR 17193, NBR 5410 e NBR 5419 Se acompanham o processo de homologação junto à distribuidora Peça referências e orçamentos de pelo menos 2-3 fornecedores. Tempo: 1-3 semanas Documentos: Dados cadastrais, fotos e medições do local 4. Elabore o Projeto Conforme Normas O engenheiro vai desenvolver: Diagrama unifilar do sistema Memorial descritivo Certificados de todos os equipamentos Análise de risco de incêndio (NBR 17193) ART de projeto assinada Isso é não-negociável. A qualidade do projeto determina se a distribuidora aprova. Tempo: 2-4 semanas Custos: Variam, mas é um investimento essencial 5. Protocole na Distribuidora Envie o projeto completo com ART e formulários preenchidos. A distribuidora analisa em torno de 15 dias (prazo típico em 2025). Pode haver pedidos de complementação — responda rapidamente. Tempo: 15-30 dias Documentos: Projeto, ART, formulários, dados do titular 6. Execução e Comissionamento Após aprovação, o instalador executa a obra seguindo o projeto. Ao final: Testes elétricos e de desempenho Laudos de conformidade Manual de operação e manutenção Roteiro de desligamento de emergência (segurança) A NBR 17193:2025 exige toda essa documentação entregue ao cliente. Tempo: 3-10 dias de instalação + testes 7. Avalie Alternativas: Solar por Assinatura Antes de decidir por instalação própria, considere energia solar por assinatura . Você não investe em painéis, mas recebe créditos de usinas remotas. Vantagens: Zero investimento inicial em equipamentos Sem obras no imóvel Sem necessidade de projeto com ART Sem complexidade técnica Economia imediata Para MEIs com consumo baixo ou que mudem frequentemente de endereço, essa pode ser a opção mais prática. Microgeração vs. Energia Solar por Assinatura: Qual Escolher? Critério Microgeração Própria Solar por Assinatura Investimento inicial Alto (R$ 15k-40k+) Nenhum Projeto com ART Obrigatório Não necessário Complexidade técnica Alta Baixa Prazo para economizar 60-90 dias (ativação) Imediato Propriedade do ativo Sim, você é dono Não, é da empresa Prazo de retorno 5-8 anos N/A (sem investimento) Ideal para MEIs com horizonte longo no imóvel MEIs com consumo baixo ou alta mobilidade Para MEIs de baixo consumo (até R$ 200-300/mês), energia solar por assinatura costuma fazer mais sentido. Para MEIs de consumo maior que planejam ficar no mesmo local por anos, microgeração própria compensa no longo prazo. Portabilidade de Energia: Uma Alternativa Complementar Você também pode combinar microgeração com portabilidade de energia — migrar para fornecedor de energia 100% renovável no mercado livre. Isso é diferente de instalar painéis: você continua usando a rede da distribuidora, mas compra energia de outro fornecedor. A portabilidade oferece: Até 20% de economia para consumidores de baixa tensão (Grupo B) Preço único durante todo o dia (sem bandeira vermelha) Energia 100% renovável (solar e eólica) Processo 100% digital e gratuito Plataformas como energialex.app simplificam essa migração. Você faz simulação gratuita em 2 minutos, envia uma foto da sua conta de energia e assina digitalmente. A ativação leva 60-90 dias, e você acompanha tudo pelo app. Vantagem: não requer projeto técnico, ART ou engenheiro. É muito mais simples que instalar painéis, e a economia começa assim que o contrato ativa. Dúvidas Frequentes P: A NBR 17193:2025 é obrigatória mesmo para sistemas pequenos em telhado? R: Sim. A norma se aplica a todos os novos sistemas fotovoltaicos conectados à rede , independentemente do porte. Fontes técnicas especializadas confirmam que não há exceção para microgeração de pequeno porte. A obrigatoriedade começou em fevereiro de 2025. P: Posso contratar qualquer eletricista para instalar meu sistema? R: Não. O projeto precisa ser assinado por engenheiro eletricista com registro no CREA e ART. A instalação deve ser executada por profissional capacitado conforme NR-10. Contratar profissional desqualificado coloca você em risco legal e pode resultar em rejeição pela distribuidora. P: Quanto tempo leva do projeto até economizar? R: Tipicamente, 60-90 dias após aprovação na distribuidora. O processo é: levantamento (1-2 semanas) → projeto (2-4 semanas) → análise distribuidora (2-4 semanas) → instalação (1-2 semanas) → ativação (até 30 dias). Total: 3-4 meses. P: Vale a pena para MEI com consumo baixo? R: Depende. Se seu consumo é menor que R$ 200/mês, energia solar por assinatura ou portabilidade podem ser mais vantajosas. Se é R$ 300-500/mês e você fica no mesmo local por 5+ anos, microgeração própria compensa. Tendências 2025: O Que Esperar Padronização de requisitos de acesso: Distribuidoras estão harmonizando formulários e prazos. Isso reduz incertezas e burocracia para pequenos geradores. Maior rigor em segurança: NBR 17193 eleva padrões, mas protege você e sua propriedade contra riscos de incêndio. Crescimento de energia solar por assinatura: Modelos de baixo investimento ganham espaço entre MEIs, oferecendo economia sem complexidade técnica. Abertura gradual do mercado livre: Discussões regulatórias indicam ampliação futura para pequenos consumidores de baixa tensão, criando novas oportunidades de economia. Conclusão: Comece Agora, mas Comece Certo A energia solar e a portabilidade de energia são ferramentas reais para economizar na conta de luz. Mas em 2025, não é mais possível improvisar. As normas técnicas, as exigências das distribuidoras e a complexidade regulatória exigem planejamento cuidadoso. Seu passo inicial: avalie qual modelo faz mais sentido para seu MEI: Microgeração própria (investimento maior, economia de longo prazo) Energia solar por assinatura (sem investimento, economia imediata) Portabilidade de energia (mudança de fornecedor, economia rápida) Se você quer explorar a portabilidade — que é a opção mais simples e rápida — energialex.app oferece simulação gratuita em menos de 2 minutos. Não custa nada verificar quanto você pode economizar, e o processo é 100% online, sem burocracia e sem compromisso. Muitos MEIs estão descobrindo que podem reduzir a conta de luz em até 20% apenas mudando de fornecedor. Qualquer que seja sua escolha, o momento é agora. As tarifas de energia seguem subindo, e as oportunidades para pequenos negócios economizarem estão mais acessíveis que nunca em 2025. Metadados Sobre a autora Ava Mendes é especialista em energia renovável e economia doméstica. Ajuda consumidores residenciais e empresariais a reduzirem custos com eletricidade através de portabilidade de energia. Conheça soluções gratuitas em energialex.app Descubra como economizar em energialex.app Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Ava Mendes Follow ⚡ Especialista em portabilidade de energia elétrica | Fundadora @ energialex.app | Ajudo brasileiros a economizarem até 20% na conta de luz | Energia limpa, economia inteligente e sustentabilidade Location Brasil Joined Oct 20, 2025 More from Ava Mendes MP 1.300/2025: o que muda no mercado livre de energia até 2027 # discuss # news 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Open Forem — A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://www.fine.dev/blog/ai-coding-tools-all#snyk | The Top AI Coding Tools and Assistants in 2024 Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back The Top AI Coding Tools and Assistants in 2024 Do you find yourself going crazy with all the different AI coding tools available? There are so many (here we list 32, but more are announced every week), it's hard to cut through the noise and understand which are the most useful AI coding tools. One thing is for certain: in today's fast-evolving software development landscape, AI coding tools are becoming essential for enhancing productivity, streamlining workflows, and improving code quality. Startups and agencies are looking to adopt the best AI coding tool to help them ship faster, better software and gain a competitive edge. This guide reviews 32 AI coding assistants available in 2024, discussing their features, pricing, and accessibility. Of course, we encourage you to check out Fine , the end-to-end AI coding tool designed to slot in to your team's collaborative workflows. Whilst many of the platforms listed focus on one aspect (code gen, testing, etc) - Fine is the AI Coding tool offering it all. Table of Contents Introduction Top 32 AI Coding Tools and Assistants Available for Immediate Use Fine.dev GitHub Copilot ChatGPT Amazon CodeWhisperer Tabnine Replit AI (Ghostwriter) Codiga Sourcery DeepCode (Snyk) CodeWP AIXcoder Cody (Sourcegraph) Figstack Android Studio Bot Amazon CodeGuru Security Mutable AI Ponicode Otter.ai Snyk Cursor Bolt Codium Qodo Void Editor Honeycomb Pear AI Magic AlphaCode Code Llama StableCode Visual Copilot Devin Conclusion FAQs Introduction Artificial Intelligence (AI) has revolutionized software development, with a plethora of coding tools now available to assist developers. Whether it's automating repetitive tasks, suggesting code improvements, or enhancing security, AI coding assistants have something to offer for every level of developer. Top 32 AI Coding Tools and Assistants Here’s a comprehensive list of the top AI coding assistants in 2024, divided into categories based on availability. Available for Immediate Use Fine - End-to-end AI coding assistant for every stage of the dev lifecycle, with full context awareness. Fine learns your codebase via the GitHub integration to minimize errors and maximize usefulness. It can turn issues into PRs; add docs, tests and logs; answer questions about your code; make revisions to PRs or summarize them; review your code and more. Based in the cloud, it's available via mobile as well as desktop. GitHub Copilot – Offers real-time code suggestions using OpenAI Codex. It helps developers write code more efficiently by predicting entire lines or blocks of code based on the context and the developer's intent. GitHub Copilot supports a wide range of programming languages and is integrated into popular development environments like Visual Studio Code, making it accessible and easy to use. Available plans start at $10/month. Pricing : $10/month (individual), $19/month (business) ChatGPT – Versatile AI assistant capable of code generation and debugging. A free version is available, while ChatGPT Plus costs $20/month. ChatGPT doesn't integrate with your codebase, so you'll need to copy and paste between your editor and the site. Pricing : Free, $20/month for Plus Amazon CodeWhisperer – Integrates seamlessly with AWS services, providing real-time code completions. Free tier available; Pro plan starts at $19/user per month. Pricing : Free, $19/user per month for Pro Tabnine – AI-powered code completion with a focus on privacy. Pricing : Free, $12/month for Pro Replit AI (Ghostwriter) – Collaborative cloud-based IDE offering code generation and debugging features, particularly useful for those with no coding experience or already using Replit. Pricing : $10/month for Core, $33/user per month for Teams Codiga – Real-time static code analysis tool with a free tier; Pro plan costs $14/month. Pricing : Free, $14/month for Pro Sourcery – AI code reviewer. Improves code quality through automated refactoring. Uses GPT4-turbo Pricing : Free for open-source, $12/month for Pro DeepCode (Snyk) – Detects security vulnerabilities in real-time. Free for individuals, with team plans starting at $27/month. Pricing : Free for individuals, $27/month per user CodeWP – AI-powered code generator specifically for WordPress. Pricing starts at $18/month. Pricing : Free, $18/month for Pro AIXcoder – Offers intelligent code completion with support for multiple IDEs. Free and custom enterprise plans available. Pricing : Free, custom pricing for enterprises Cody (Sourcegraph) – Supports project-wide code assistance, offering features like code navigation, large-scale search, and contextual help across entire projects, ensuring that developers can maintain consistency and quality across their entire codebase. Pricing : Free option available, paid plans start at $9 per month. Figstack – Assists with code documentation and optimization, priced at $10/month after a free trial. Pricing : $10/month after free trial Android Studio Bot – Available for free as part of Android Studio. Pricing : Free Amazon CodeGuru Security – Helps optimize code security, free for the first 90 days. Post-trial pricing is $10/month. Pricing : $10/month after first 90 days Mutable AI – Creates a wiki for your codebase. Pricing : Free for open source, basic plan starts at $2 per month. Snyk – Offers code and dependency vulnerability detection. Free for individuals; team plans start at $25/month. Pricing : Free for individuals, $27/month for teams Cursor – Cursor is a powerful AI coding assistant designed to streamline the software development process by providing intelligent code completions, contextual code suggestions, and explanations. It supports a wide range of programming languages and integrates smoothly with popular IDEs, making it an efficient tool for both individual developers and teams. Cursor aims to enhance productivity by reducing the time spent on repetitive coding tasks, offering automated code fixes, and facilitating collaboration. Free for basic use; premium features pricing varies. – Free for basic use; premium features pricing varies. Pricing : Varies Bolt – Although commonly described as a Cursor and V0 killer, Bolt seems to be a ChatGPT for front-end development. It's built by Stackblitz, the cloud-based web-development platform that lets you write, run and debug frontend code in your browser. Pricing : Free to start with paid subscriptions available in the app. Codeium – In-IDE AI coding assistant. Offers autocomplete, chat, and inline commands. Pricing : Free plan available, paid plans start at $10 per month. Qodo – AI coding tool that emphasis quality code, helping developers generate, test and review code. Pricing : Free version available, or $19 per month. Enterprise options available. Void Editor – Void describe themselves as an Open-Source alternative to Cursor offering greater privacy. Their logo seems similar to squarespace. Offers the ability to use the tab button to autocomplete the code you're writing - similar to GitHub Copilot. Waitlist access only, no pricing information available. Honeycomb – AI coding tool announced in August 2024 as a YC-backed startup, but the announcement and website have since disappeared. Still viewable on X . Pear AI – AI-powered coding assistant focused on improving development workflows, available at Pear AI. Built as a fork of Continue, which is a fork of VSCode, leading to controversy during their launch. Pricing : Free plan available requiring your own API keys. "Junior" plan for $15 per month includes limited credits for Claude and GPT4o with more credits available for purchase.. Magic – Requires a waitlist to access during the early access phase. AlphaCode – Limited to research and special projects. Code Llama – Open-source, but some hosted services may be restricted. Stable Code Alpha – Available as part of stability.ai membership. Visual Copilot – AI coding assistant for design-to-code. Import designs from Figma and turn into code. Free plan available with 4K context window and 20 code generations; Basic plan $19 per month, Growth plan $39 per month. Devin – Available only in early access; requires joining the waitlist. Conclusion AI coding tools continue to evolve, offering unique features to boost developer productivity. From real-time code suggestions to comprehensive security checks, developers can choose from a variety of options based on their needs and budget. FAQs Q: Are there any free AI coding tools? A: Yes, many tools offer free tiers or trials, including Fine. Q: How can I access Devin or Magic? A: Both tools require joining a waitlist for early access. Q: Are these tools suitable for beginners? A: Yes, many of these tools cater to all skill levels, providing resources and support for new developers. Important note: Information about platforms, their availability, features and pricing, is based on an automated internet search and may be inaccurate or out-of-date. Last updated: 2024-10-10 Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:49:37 |
https://www.fine.dev/blog/ai-coding-tools-all#codewp | The Top AI Coding Tools and Assistants in 2024 Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back The Top AI Coding Tools and Assistants in 2024 Do you find yourself going crazy with all the different AI coding tools available? There are so many (here we list 32, but more are announced every week), it's hard to cut through the noise and understand which are the most useful AI coding tools. One thing is for certain: in today's fast-evolving software development landscape, AI coding tools are becoming essential for enhancing productivity, streamlining workflows, and improving code quality. Startups and agencies are looking to adopt the best AI coding tool to help them ship faster, better software and gain a competitive edge. This guide reviews 32 AI coding assistants available in 2024, discussing their features, pricing, and accessibility. Of course, we encourage you to check out Fine , the end-to-end AI coding tool designed to slot in to your team's collaborative workflows. Whilst many of the platforms listed focus on one aspect (code gen, testing, etc) - Fine is the AI Coding tool offering it all. Table of Contents Introduction Top 32 AI Coding Tools and Assistants Available for Immediate Use Fine.dev GitHub Copilot ChatGPT Amazon CodeWhisperer Tabnine Replit AI (Ghostwriter) Codiga Sourcery DeepCode (Snyk) CodeWP AIXcoder Cody (Sourcegraph) Figstack Android Studio Bot Amazon CodeGuru Security Mutable AI Ponicode Otter.ai Snyk Cursor Bolt Codium Qodo Void Editor Honeycomb Pear AI Magic AlphaCode Code Llama StableCode Visual Copilot Devin Conclusion FAQs Introduction Artificial Intelligence (AI) has revolutionized software development, with a plethora of coding tools now available to assist developers. Whether it's automating repetitive tasks, suggesting code improvements, or enhancing security, AI coding assistants have something to offer for every level of developer. Top 32 AI Coding Tools and Assistants Here’s a comprehensive list of the top AI coding assistants in 2024, divided into categories based on availability. Available for Immediate Use Fine - End-to-end AI coding assistant for every stage of the dev lifecycle, with full context awareness. Fine learns your codebase via the GitHub integration to minimize errors and maximize usefulness. It can turn issues into PRs; add docs, tests and logs; answer questions about your code; make revisions to PRs or summarize them; review your code and more. Based in the cloud, it's available via mobile as well as desktop. GitHub Copilot – Offers real-time code suggestions using OpenAI Codex. It helps developers write code more efficiently by predicting entire lines or blocks of code based on the context and the developer's intent. GitHub Copilot supports a wide range of programming languages and is integrated into popular development environments like Visual Studio Code, making it accessible and easy to use. Available plans start at $10/month. Pricing : $10/month (individual), $19/month (business) ChatGPT – Versatile AI assistant capable of code generation and debugging. A free version is available, while ChatGPT Plus costs $20/month. ChatGPT doesn't integrate with your codebase, so you'll need to copy and paste between your editor and the site. Pricing : Free, $20/month for Plus Amazon CodeWhisperer – Integrates seamlessly with AWS services, providing real-time code completions. Free tier available; Pro plan starts at $19/user per month. Pricing : Free, $19/user per month for Pro Tabnine – AI-powered code completion with a focus on privacy. Pricing : Free, $12/month for Pro Replit AI (Ghostwriter) – Collaborative cloud-based IDE offering code generation and debugging features, particularly useful for those with no coding experience or already using Replit. Pricing : $10/month for Core, $33/user per month for Teams Codiga – Real-time static code analysis tool with a free tier; Pro plan costs $14/month. Pricing : Free, $14/month for Pro Sourcery – AI code reviewer. Improves code quality through automated refactoring. Uses GPT4-turbo Pricing : Free for open-source, $12/month for Pro DeepCode (Snyk) – Detects security vulnerabilities in real-time. Free for individuals, with team plans starting at $27/month. Pricing : Free for individuals, $27/month per user CodeWP – AI-powered code generator specifically for WordPress. Pricing starts at $18/month. Pricing : Free, $18/month for Pro AIXcoder – Offers intelligent code completion with support for multiple IDEs. Free and custom enterprise plans available. Pricing : Free, custom pricing for enterprises Cody (Sourcegraph) – Supports project-wide code assistance, offering features like code navigation, large-scale search, and contextual help across entire projects, ensuring that developers can maintain consistency and quality across their entire codebase. Pricing : Free option available, paid plans start at $9 per month. Figstack – Assists with code documentation and optimization, priced at $10/month after a free trial. Pricing : $10/month after free trial Android Studio Bot – Available for free as part of Android Studio. Pricing : Free Amazon CodeGuru Security – Helps optimize code security, free for the first 90 days. Post-trial pricing is $10/month. Pricing : $10/month after first 90 days Mutable AI – Creates a wiki for your codebase. Pricing : Free for open source, basic plan starts at $2 per month. Snyk – Offers code and dependency vulnerability detection. Free for individuals; team plans start at $25/month. Pricing : Free for individuals, $27/month for teams Cursor – Cursor is a powerful AI coding assistant designed to streamline the software development process by providing intelligent code completions, contextual code suggestions, and explanations. It supports a wide range of programming languages and integrates smoothly with popular IDEs, making it an efficient tool for both individual developers and teams. Cursor aims to enhance productivity by reducing the time spent on repetitive coding tasks, offering automated code fixes, and facilitating collaboration. Free for basic use; premium features pricing varies. – Free for basic use; premium features pricing varies. Pricing : Varies Bolt – Although commonly described as a Cursor and V0 killer, Bolt seems to be a ChatGPT for front-end development. It's built by Stackblitz, the cloud-based web-development platform that lets you write, run and debug frontend code in your browser. Pricing : Free to start with paid subscriptions available in the app. Codeium – In-IDE AI coding assistant. Offers autocomplete, chat, and inline commands. Pricing : Free plan available, paid plans start at $10 per month. Qodo – AI coding tool that emphasis quality code, helping developers generate, test and review code. Pricing : Free version available, or $19 per month. Enterprise options available. Void Editor – Void describe themselves as an Open-Source alternative to Cursor offering greater privacy. Their logo seems similar to squarespace. Offers the ability to use the tab button to autocomplete the code you're writing - similar to GitHub Copilot. Waitlist access only, no pricing information available. Honeycomb – AI coding tool announced in August 2024 as a YC-backed startup, but the announcement and website have since disappeared. Still viewable on X . Pear AI – AI-powered coding assistant focused on improving development workflows, available at Pear AI. Built as a fork of Continue, which is a fork of VSCode, leading to controversy during their launch. Pricing : Free plan available requiring your own API keys. "Junior" plan for $15 per month includes limited credits for Claude and GPT4o with more credits available for purchase.. Magic – Requires a waitlist to access during the early access phase. AlphaCode – Limited to research and special projects. Code Llama – Open-source, but some hosted services may be restricted. Stable Code Alpha – Available as part of stability.ai membership. Visual Copilot – AI coding assistant for design-to-code. Import designs from Figma and turn into code. Free plan available with 4K context window and 20 code generations; Basic plan $19 per month, Growth plan $39 per month. Devin – Available only in early access; requires joining the waitlist. Conclusion AI coding tools continue to evolve, offering unique features to boost developer productivity. From real-time code suggestions to comprehensive security checks, developers can choose from a variety of options based on their needs and budget. FAQs Q: Are there any free AI coding tools? A: Yes, many tools offer free tiers or trials, including Fine. Q: How can I access Devin or Magic? A: Both tools require joining a waitlist for early access. Q: Are these tools suitable for beginners? A: Yes, many of these tools cater to all skill levels, providing resources and support for new developers. Important note: Information about platforms, their availability, features and pricing, is based on an automated internet search and may be inaccurate or out-of-date. Last updated: 2024-10-10 Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:49:37 |
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https://www.fine.dev/blog/about-devcontainers#3-define-clear-extension-requirements | Everything you need to know about Dev Containers Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Everything you need to know about Dev Containers Table of Contents What Are Dev Containers? Key Components of Dev Containers Why Use Dev Containers? Consistency Across Environments Simplified Setup Isolation Portability Enhanced Productivity How to Get Started with Dev Containers 1. Install Necessary Tools 2. Create Configuration Files 3. Launch the Dev Container Best Practices for Using Dev Containers 1. Keep Configuration Files Under Version Control 2. Optimize Dockerfile for Performance 3. Define Clear Extension Requirements 4. Manage Secrets Securely Common Use Cases for Dev Containers 1. Multi-language Projects 2. Open Source Contributions 3. Continuous Integration/Continuous Deployment (CI/CD) 4. Experimentation and Prototyping Troubleshooting Common Issues with Dev Containers 1. Container Fails to Build 2. Extensions Not Installing 3. Port Forwarding Not Working 4. Performance Issues 5. Volume Mounting Problems 6. Dependency Conflicts 7. Container Not Starting 8. SSH/Authentication Problems Conclusion What Are Dev Containers? A dev container (short for development container ) is an isolated, reproducible environment tailored for software development. Leveraging containerization technologies like Docker, dev containers encapsulate all the necessary tools, libraries, dependencies, and configurations required for a project. This ensures that your development environment remains consistent, regardless of the underlying host system. Key Components of Dev Containers Container Image : A lightweight, standalone package that includes everything needed to run the application—code, runtime, system tools, libraries, and settings. Dockerfile : A script containing a series of instructions to build the container image. It specifies the base image and outlines steps to install dependencies and configure the environment. devcontainer.json : A configuration file used by development tools (like Visual Studio Code) to customize the container setup. It defines settings such as extensions, port mappings, and environment variables. Why Use Dev Containers? Adopting dev containers offers numerous advantages, especially for developers new to the concept: 1. Consistency Across Environments Dev containers ensure that every team member works in the same environment, eliminating the notorious "it works on my machine" problem. This consistency reduces bugs and streamlines collaboration. 2. Simplified Setup Onboarding new developers becomes a breeze. Instead of manually installing dependencies and configuring environments, newcomers can get started quickly by simply using the predefined dev container configuration. 3. Isolation Dev containers keep project dependencies isolated from the host system. This prevents conflicts between different projects and maintains a clean local environment. 4. Portability Containers are platform-agnostic. Whether you're on Windows, macOS, or Linux, dev containers behave the same way, making it easy to switch between different development setups or collaborate with others. 5. Enhanced Productivity Integration with popular IDEs, like Visual Studio Code, allows developers to work seamlessly inside containers. Features such as debugging, version control, and extensions work as if you were working on a local machine. How to Get Started with Dev Containers Setting up a dev container is straightforward, especially with tools like Visual Studio Code (VS Code) and Docker. Here's a step-by-step guide to help you get started: 1. Install Necessary Tools Docker : Install Docker from docker.com . Docker is essential for creating and managing containers. Visual Studio Code : Download and install VS Code from code.visualstudio.com . Dev Containers Extension : In VS Code, navigate to the Extensions marketplace and install the Dev Containers extension . 2. Create Configuration Files Within your project directory, create a .devcontainer folder. This folder will house the necessary configuration files: Dockerfile : Defines the base image and instructions to set up the container environment. # Use an official Node.js runtime as the base image FROM node:14 # Set the working directory inside the container WORKDIR /usr/src/app # Copy package.json and package-lock.json COPY package*.json ./ # Install project dependencies RUN npm install # Copy the rest of the application code COPY . . # Expose port 3000 EXPOSE 3000 # Define the command to run the application CMD ["npm", "start"] 3. Launch the Dev Container Open your project in VS Code. Press Ctrl+Shift+P (Windows/Linux) or Cmd+Shift+P (macOS) to open the Command Palette. Type Remote-Containers: Open Folder in Container and select it. VS Code will build the container based on your configuration files. This process might take a few minutes, especially the first time. Once built, your project will open inside the container, ready for development. Best Practices for Using Dev Containers To maximize the benefits of dev containers, consider the following best practices: 1. Keep Configuration Files Under Version Control Include your .devcontainer folder in your version control system (e.g., Git). This ensures that all team members use the same environment setup. 2. Optimize Dockerfile for Performance Leverage Caching : Order your Dockerfile instructions to take advantage of Docker's layer caching. For instance, copy package.json and run npm install before copying the rest of the code. This minimizes rebuild times when only code changes. Use Lightweight Base Images : Choose base images that are lightweight to reduce build times and resource usage. 3. Define Clear Extension Requirements Specify only the necessary VS Code extensions in devcontainer.json . This keeps the container lean and ensures faster startup times. 4. Manage Secrets Securely Avoid hardcoding sensitive information in configuration files. Use environment variables or secret management tools to handle credentials securely. Common Use Cases for Dev Containers Dev containers are versatile and can be beneficial in various scenarios: 1. Multi-language Projects Projects that use multiple programming languages or frameworks can define a dev container that includes all necessary tools and dependencies, streamlining the development process. Dev containers are versatile and can be beneficial in various scenarios: 1. Multi-language Projects Projects that use multiple programming languages or frameworks can define a dev container that includes all necessary tools and dependencies, streamlining the development process. 2. Open Source Contributions Open source projects often attract contributors from diverse backgrounds. Providing a dev container setup allows contributors to get started quickly without worrying about environment configurations. 3. Continuous Integration/Continuous Deployment (CI/CD) Ensuring that the development environment matches the production environment reduces deployment issues. Dev containers can be integrated into CI/CD pipelines to maintain consistency. 4. Experimentation and Prototyping Developers can experiment with new technologies or configurations within isolated containers without affecting their primary development setup. Troubleshooting Common Issues with Dev Containers While dev containers simplify the development workflow, you might encounter some common issues during setup and usage. Below are typical problems developers face with dev containers and straightforward solutions to resolve them. 1. Container Fails to Build Issue: During the build process, the container fails to build, often due to errors in the Dockerfile or missing dependencies. Solution: Check the Dockerfile for syntax errors and ensure all necessary dependencies are correctly specified. Review the build logs to identify the exact step causing the failure and adjust the configurations accordingly. Updating Docker to the latest version can also resolve compatibility issues. 2. Extensions Not Installing Issue: VS Code extensions specified in devcontainer.json are not being installed inside the container. Solution: Verify that the extension identifiers in devcontainer.json are correct and compatible with the container's environment. Ensure that the postCreateCommand is properly configured to install extensions. Restarting VS Code and rebuilding the container can also help apply the changes. 3. Port Forwarding Not Working Issue: Ports exposed in the container are not accessible from the host machine, hindering the ability to test web applications or APIs. Solution: Ensure that the ports are correctly specified in the forwardPorts section of devcontainer.json . Check for any firewall or network settings on the host that might be blocking the ports. Additionally, confirm that the application inside the container is listening on the correct network interface (e.g., 0.0.0.0 ). 4. Performance Issues Issue: Developers experience slow performance or lag when working inside the dev container, affecting productivity. Solution: Optimize the Dockerfile by minimizing the number of layers and using lightweight base images to reduce build times. Allocate sufficient resources (CPU, memory) to Docker through its settings. Avoid unnecessary processes running inside the container to enhance responsiveness. 5. Volume Mounting Problems Issue: Source code or other volumes are not mounting correctly into the container, preventing access to the latest code changes. Solution: Check the mounts configuration in devcontainer.json to ensure paths are correctly specified. Verify that Docker has the necessary permissions to access the directories being mounted. Restarting the container can also help apply any recent changes to the mounting configurations. 6. Dependency Conflicts Issue: Conflicts arise between dependencies required by the project and those installed in the container, leading to build or runtime errors. Solution: Use a clean and specific base image that matches the project's requirements to minimize conflicts. Explicitly define dependency versions in configuration files like package.json or requirements.txt . Consider using virtual environments or dependency managers to isolate and manage dependencies effectively. 7. Container Not Starting Issue: The dev container fails to start, leaving the development environment inaccessible. Solution: Inspect the Docker daemon to ensure it is running correctly and that there are no issues with Docker itself. Review the devcontainer.json and Dockerfile for any misconfigurations or missing commands that could prevent the container from initializing. Rebuilding the container from scratch can often resolve startup issues. 8. SSH/Authentication Problems Issue: Authentication failures occur when trying to access services or repositories from within the dev container. Solution: Ensure that SSH keys and authentication tokens are correctly mounted or copied into the container. Verify that environment variables related to authentication are properly set in devcontainer.json . Using SSH agent forwarding can also help manage secure access without exposing sensitive credentials inside the container. Conclusion Dev containers represent a significant advancement in modern software development, offering consistency, portability, and efficiency. By encapsulating your development environment, you ensure that your projects are reproducible and free from environmental discrepancies. Whether you're working solo or as part of a team, integrating dev containers into your workflow can streamline development processes, reduce setup times, and enhance overall productivity. If you haven't explored dev containers yet, now is the perfect time to dive in. With tools like Docker and Visual Studio Code making setup seamless, embracing dev containers can elevate your development experience to new heights. Start experimenting today and discover the myriad benefits that dev containers have to offer. Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:49:37 |
https://www.fine.dev/blog/about-devcontainers#conclusion | Everything you need to know about Dev Containers Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Everything you need to know about Dev Containers Table of Contents What Are Dev Containers? Key Components of Dev Containers Why Use Dev Containers? Consistency Across Environments Simplified Setup Isolation Portability Enhanced Productivity How to Get Started with Dev Containers 1. Install Necessary Tools 2. Create Configuration Files 3. Launch the Dev Container Best Practices for Using Dev Containers 1. Keep Configuration Files Under Version Control 2. Optimize Dockerfile for Performance 3. Define Clear Extension Requirements 4. Manage Secrets Securely Common Use Cases for Dev Containers 1. Multi-language Projects 2. Open Source Contributions 3. Continuous Integration/Continuous Deployment (CI/CD) 4. Experimentation and Prototyping Troubleshooting Common Issues with Dev Containers 1. Container Fails to Build 2. Extensions Not Installing 3. Port Forwarding Not Working 4. Performance Issues 5. Volume Mounting Problems 6. Dependency Conflicts 7. Container Not Starting 8. SSH/Authentication Problems Conclusion What Are Dev Containers? A dev container (short for development container ) is an isolated, reproducible environment tailored for software development. Leveraging containerization technologies like Docker, dev containers encapsulate all the necessary tools, libraries, dependencies, and configurations required for a project. This ensures that your development environment remains consistent, regardless of the underlying host system. Key Components of Dev Containers Container Image : A lightweight, standalone package that includes everything needed to run the application—code, runtime, system tools, libraries, and settings. Dockerfile : A script containing a series of instructions to build the container image. It specifies the base image and outlines steps to install dependencies and configure the environment. devcontainer.json : A configuration file used by development tools (like Visual Studio Code) to customize the container setup. It defines settings such as extensions, port mappings, and environment variables. Why Use Dev Containers? Adopting dev containers offers numerous advantages, especially for developers new to the concept: 1. Consistency Across Environments Dev containers ensure that every team member works in the same environment, eliminating the notorious "it works on my machine" problem. This consistency reduces bugs and streamlines collaboration. 2. Simplified Setup Onboarding new developers becomes a breeze. Instead of manually installing dependencies and configuring environments, newcomers can get started quickly by simply using the predefined dev container configuration. 3. Isolation Dev containers keep project dependencies isolated from the host system. This prevents conflicts between different projects and maintains a clean local environment. 4. Portability Containers are platform-agnostic. Whether you're on Windows, macOS, or Linux, dev containers behave the same way, making it easy to switch between different development setups or collaborate with others. 5. Enhanced Productivity Integration with popular IDEs, like Visual Studio Code, allows developers to work seamlessly inside containers. Features such as debugging, version control, and extensions work as if you were working on a local machine. How to Get Started with Dev Containers Setting up a dev container is straightforward, especially with tools like Visual Studio Code (VS Code) and Docker. Here's a step-by-step guide to help you get started: 1. Install Necessary Tools Docker : Install Docker from docker.com . Docker is essential for creating and managing containers. Visual Studio Code : Download and install VS Code from code.visualstudio.com . Dev Containers Extension : In VS Code, navigate to the Extensions marketplace and install the Dev Containers extension . 2. Create Configuration Files Within your project directory, create a .devcontainer folder. This folder will house the necessary configuration files: Dockerfile : Defines the base image and instructions to set up the container environment. # Use an official Node.js runtime as the base image FROM node:14 # Set the working directory inside the container WORKDIR /usr/src/app # Copy package.json and package-lock.json COPY package*.json ./ # Install project dependencies RUN npm install # Copy the rest of the application code COPY . . # Expose port 3000 EXPOSE 3000 # Define the command to run the application CMD ["npm", "start"] 3. Launch the Dev Container Open your project in VS Code. Press Ctrl+Shift+P (Windows/Linux) or Cmd+Shift+P (macOS) to open the Command Palette. Type Remote-Containers: Open Folder in Container and select it. VS Code will build the container based on your configuration files. This process might take a few minutes, especially the first time. Once built, your project will open inside the container, ready for development. Best Practices for Using Dev Containers To maximize the benefits of dev containers, consider the following best practices: 1. Keep Configuration Files Under Version Control Include your .devcontainer folder in your version control system (e.g., Git). This ensures that all team members use the same environment setup. 2. Optimize Dockerfile for Performance Leverage Caching : Order your Dockerfile instructions to take advantage of Docker's layer caching. For instance, copy package.json and run npm install before copying the rest of the code. This minimizes rebuild times when only code changes. Use Lightweight Base Images : Choose base images that are lightweight to reduce build times and resource usage. 3. Define Clear Extension Requirements Specify only the necessary VS Code extensions in devcontainer.json . This keeps the container lean and ensures faster startup times. 4. Manage Secrets Securely Avoid hardcoding sensitive information in configuration files. Use environment variables or secret management tools to handle credentials securely. Common Use Cases for Dev Containers Dev containers are versatile and can be beneficial in various scenarios: 1. Multi-language Projects Projects that use multiple programming languages or frameworks can define a dev container that includes all necessary tools and dependencies, streamlining the development process. Dev containers are versatile and can be beneficial in various scenarios: 1. Multi-language Projects Projects that use multiple programming languages or frameworks can define a dev container that includes all necessary tools and dependencies, streamlining the development process. 2. Open Source Contributions Open source projects often attract contributors from diverse backgrounds. Providing a dev container setup allows contributors to get started quickly without worrying about environment configurations. 3. Continuous Integration/Continuous Deployment (CI/CD) Ensuring that the development environment matches the production environment reduces deployment issues. Dev containers can be integrated into CI/CD pipelines to maintain consistency. 4. Experimentation and Prototyping Developers can experiment with new technologies or configurations within isolated containers without affecting their primary development setup. Troubleshooting Common Issues with Dev Containers While dev containers simplify the development workflow, you might encounter some common issues during setup and usage. Below are typical problems developers face with dev containers and straightforward solutions to resolve them. 1. Container Fails to Build Issue: During the build process, the container fails to build, often due to errors in the Dockerfile or missing dependencies. Solution: Check the Dockerfile for syntax errors and ensure all necessary dependencies are correctly specified. Review the build logs to identify the exact step causing the failure and adjust the configurations accordingly. Updating Docker to the latest version can also resolve compatibility issues. 2. Extensions Not Installing Issue: VS Code extensions specified in devcontainer.json are not being installed inside the container. Solution: Verify that the extension identifiers in devcontainer.json are correct and compatible with the container's environment. Ensure that the postCreateCommand is properly configured to install extensions. Restarting VS Code and rebuilding the container can also help apply the changes. 3. Port Forwarding Not Working Issue: Ports exposed in the container are not accessible from the host machine, hindering the ability to test web applications or APIs. Solution: Ensure that the ports are correctly specified in the forwardPorts section of devcontainer.json . Check for any firewall or network settings on the host that might be blocking the ports. Additionally, confirm that the application inside the container is listening on the correct network interface (e.g., 0.0.0.0 ). 4. Performance Issues Issue: Developers experience slow performance or lag when working inside the dev container, affecting productivity. Solution: Optimize the Dockerfile by minimizing the number of layers and using lightweight base images to reduce build times. Allocate sufficient resources (CPU, memory) to Docker through its settings. Avoid unnecessary processes running inside the container to enhance responsiveness. 5. Volume Mounting Problems Issue: Source code or other volumes are not mounting correctly into the container, preventing access to the latest code changes. Solution: Check the mounts configuration in devcontainer.json to ensure paths are correctly specified. Verify that Docker has the necessary permissions to access the directories being mounted. Restarting the container can also help apply any recent changes to the mounting configurations. 6. Dependency Conflicts Issue: Conflicts arise between dependencies required by the project and those installed in the container, leading to build or runtime errors. Solution: Use a clean and specific base image that matches the project's requirements to minimize conflicts. Explicitly define dependency versions in configuration files like package.json or requirements.txt . Consider using virtual environments or dependency managers to isolate and manage dependencies effectively. 7. Container Not Starting Issue: The dev container fails to start, leaving the development environment inaccessible. Solution: Inspect the Docker daemon to ensure it is running correctly and that there are no issues with Docker itself. Review the devcontainer.json and Dockerfile for any misconfigurations or missing commands that could prevent the container from initializing. Rebuilding the container from scratch can often resolve startup issues. 8. SSH/Authentication Problems Issue: Authentication failures occur when trying to access services or repositories from within the dev container. Solution: Ensure that SSH keys and authentication tokens are correctly mounted or copied into the container. Verify that environment variables related to authentication are properly set in devcontainer.json . Using SSH agent forwarding can also help manage secure access without exposing sensitive credentials inside the container. Conclusion Dev containers represent a significant advancement in modern software development, offering consistency, portability, and efficiency. By encapsulating your development environment, you ensure that your projects are reproducible and free from environmental discrepancies. Whether you're working solo or as part of a team, integrating dev containers into your workflow can streamline development processes, reduce setup times, and enhance overall productivity. If you haven't explored dev containers yet, now is the perfect time to dive in. With tools like Docker and Visual Studio Code making setup seamless, embracing dev containers can elevate your development experience to new heights. Start experimenting today and discover the myriad benefits that dev containers have to offer. Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:49:37 |
https://www.fine.dev/blog/about-devcontainers#4-experimentation-and-prototyping | Everything you need to know about Dev Containers Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Everything you need to know about Dev Containers Table of Contents What Are Dev Containers? Key Components of Dev Containers Why Use Dev Containers? Consistency Across Environments Simplified Setup Isolation Portability Enhanced Productivity How to Get Started with Dev Containers 1. Install Necessary Tools 2. Create Configuration Files 3. Launch the Dev Container Best Practices for Using Dev Containers 1. Keep Configuration Files Under Version Control 2. Optimize Dockerfile for Performance 3. Define Clear Extension Requirements 4. Manage Secrets Securely Common Use Cases for Dev Containers 1. Multi-language Projects 2. Open Source Contributions 3. Continuous Integration/Continuous Deployment (CI/CD) 4. Experimentation and Prototyping Troubleshooting Common Issues with Dev Containers 1. Container Fails to Build 2. Extensions Not Installing 3. Port Forwarding Not Working 4. Performance Issues 5. Volume Mounting Problems 6. Dependency Conflicts 7. Container Not Starting 8. SSH/Authentication Problems Conclusion What Are Dev Containers? A dev container (short for development container ) is an isolated, reproducible environment tailored for software development. Leveraging containerization technologies like Docker, dev containers encapsulate all the necessary tools, libraries, dependencies, and configurations required for a project. This ensures that your development environment remains consistent, regardless of the underlying host system. Key Components of Dev Containers Container Image : A lightweight, standalone package that includes everything needed to run the application—code, runtime, system tools, libraries, and settings. Dockerfile : A script containing a series of instructions to build the container image. It specifies the base image and outlines steps to install dependencies and configure the environment. devcontainer.json : A configuration file used by development tools (like Visual Studio Code) to customize the container setup. It defines settings such as extensions, port mappings, and environment variables. Why Use Dev Containers? Adopting dev containers offers numerous advantages, especially for developers new to the concept: 1. Consistency Across Environments Dev containers ensure that every team member works in the same environment, eliminating the notorious "it works on my machine" problem. This consistency reduces bugs and streamlines collaboration. 2. Simplified Setup Onboarding new developers becomes a breeze. Instead of manually installing dependencies and configuring environments, newcomers can get started quickly by simply using the predefined dev container configuration. 3. Isolation Dev containers keep project dependencies isolated from the host system. This prevents conflicts between different projects and maintains a clean local environment. 4. Portability Containers are platform-agnostic. Whether you're on Windows, macOS, or Linux, dev containers behave the same way, making it easy to switch between different development setups or collaborate with others. 5. Enhanced Productivity Integration with popular IDEs, like Visual Studio Code, allows developers to work seamlessly inside containers. Features such as debugging, version control, and extensions work as if you were working on a local machine. How to Get Started with Dev Containers Setting up a dev container is straightforward, especially with tools like Visual Studio Code (VS Code) and Docker. Here's a step-by-step guide to help you get started: 1. Install Necessary Tools Docker : Install Docker from docker.com . Docker is essential for creating and managing containers. Visual Studio Code : Download and install VS Code from code.visualstudio.com . Dev Containers Extension : In VS Code, navigate to the Extensions marketplace and install the Dev Containers extension . 2. Create Configuration Files Within your project directory, create a .devcontainer folder. This folder will house the necessary configuration files: Dockerfile : Defines the base image and instructions to set up the container environment. # Use an official Node.js runtime as the base image FROM node:14 # Set the working directory inside the container WORKDIR /usr/src/app # Copy package.json and package-lock.json COPY package*.json ./ # Install project dependencies RUN npm install # Copy the rest of the application code COPY . . # Expose port 3000 EXPOSE 3000 # Define the command to run the application CMD ["npm", "start"] 3. Launch the Dev Container Open your project in VS Code. Press Ctrl+Shift+P (Windows/Linux) or Cmd+Shift+P (macOS) to open the Command Palette. Type Remote-Containers: Open Folder in Container and select it. VS Code will build the container based on your configuration files. This process might take a few minutes, especially the first time. Once built, your project will open inside the container, ready for development. Best Practices for Using Dev Containers To maximize the benefits of dev containers, consider the following best practices: 1. Keep Configuration Files Under Version Control Include your .devcontainer folder in your version control system (e.g., Git). This ensures that all team members use the same environment setup. 2. Optimize Dockerfile for Performance Leverage Caching : Order your Dockerfile instructions to take advantage of Docker's layer caching. For instance, copy package.json and run npm install before copying the rest of the code. This minimizes rebuild times when only code changes. Use Lightweight Base Images : Choose base images that are lightweight to reduce build times and resource usage. 3. Define Clear Extension Requirements Specify only the necessary VS Code extensions in devcontainer.json . This keeps the container lean and ensures faster startup times. 4. Manage Secrets Securely Avoid hardcoding sensitive information in configuration files. Use environment variables or secret management tools to handle credentials securely. Common Use Cases for Dev Containers Dev containers are versatile and can be beneficial in various scenarios: 1. Multi-language Projects Projects that use multiple programming languages or frameworks can define a dev container that includes all necessary tools and dependencies, streamlining the development process. Dev containers are versatile and can be beneficial in various scenarios: 1. Multi-language Projects Projects that use multiple programming languages or frameworks can define a dev container that includes all necessary tools and dependencies, streamlining the development process. 2. Open Source Contributions Open source projects often attract contributors from diverse backgrounds. Providing a dev container setup allows contributors to get started quickly without worrying about environment configurations. 3. Continuous Integration/Continuous Deployment (CI/CD) Ensuring that the development environment matches the production environment reduces deployment issues. Dev containers can be integrated into CI/CD pipelines to maintain consistency. 4. Experimentation and Prototyping Developers can experiment with new technologies or configurations within isolated containers without affecting their primary development setup. Troubleshooting Common Issues with Dev Containers While dev containers simplify the development workflow, you might encounter some common issues during setup and usage. Below are typical problems developers face with dev containers and straightforward solutions to resolve them. 1. Container Fails to Build Issue: During the build process, the container fails to build, often due to errors in the Dockerfile or missing dependencies. Solution: Check the Dockerfile for syntax errors and ensure all necessary dependencies are correctly specified. Review the build logs to identify the exact step causing the failure and adjust the configurations accordingly. Updating Docker to the latest version can also resolve compatibility issues. 2. Extensions Not Installing Issue: VS Code extensions specified in devcontainer.json are not being installed inside the container. Solution: Verify that the extension identifiers in devcontainer.json are correct and compatible with the container's environment. Ensure that the postCreateCommand is properly configured to install extensions. Restarting VS Code and rebuilding the container can also help apply the changes. 3. Port Forwarding Not Working Issue: Ports exposed in the container are not accessible from the host machine, hindering the ability to test web applications or APIs. Solution: Ensure that the ports are correctly specified in the forwardPorts section of devcontainer.json . Check for any firewall or network settings on the host that might be blocking the ports. Additionally, confirm that the application inside the container is listening on the correct network interface (e.g., 0.0.0.0 ). 4. Performance Issues Issue: Developers experience slow performance or lag when working inside the dev container, affecting productivity. Solution: Optimize the Dockerfile by minimizing the number of layers and using lightweight base images to reduce build times. Allocate sufficient resources (CPU, memory) to Docker through its settings. Avoid unnecessary processes running inside the container to enhance responsiveness. 5. Volume Mounting Problems Issue: Source code or other volumes are not mounting correctly into the container, preventing access to the latest code changes. Solution: Check the mounts configuration in devcontainer.json to ensure paths are correctly specified. Verify that Docker has the necessary permissions to access the directories being mounted. Restarting the container can also help apply any recent changes to the mounting configurations. 6. Dependency Conflicts Issue: Conflicts arise between dependencies required by the project and those installed in the container, leading to build or runtime errors. Solution: Use a clean and specific base image that matches the project's requirements to minimize conflicts. Explicitly define dependency versions in configuration files like package.json or requirements.txt . Consider using virtual environments or dependency managers to isolate and manage dependencies effectively. 7. Container Not Starting Issue: The dev container fails to start, leaving the development environment inaccessible. Solution: Inspect the Docker daemon to ensure it is running correctly and that there are no issues with Docker itself. Review the devcontainer.json and Dockerfile for any misconfigurations or missing commands that could prevent the container from initializing. Rebuilding the container from scratch can often resolve startup issues. 8. SSH/Authentication Problems Issue: Authentication failures occur when trying to access services or repositories from within the dev container. Solution: Ensure that SSH keys and authentication tokens are correctly mounted or copied into the container. Verify that environment variables related to authentication are properly set in devcontainer.json . Using SSH agent forwarding can also help manage secure access without exposing sensitive credentials inside the container. Conclusion Dev containers represent a significant advancement in modern software development, offering consistency, portability, and efficiency. By encapsulating your development environment, you ensure that your projects are reproducible and free from environmental discrepancies. Whether you're working solo or as part of a team, integrating dev containers into your workflow can streamline development processes, reduce setup times, and enhance overall productivity. If you haven't explored dev containers yet, now is the perfect time to dive in. With tools like Docker and Visual Studio Code making setup seamless, embracing dev containers can elevate your development experience to new heights. Start experimenting today and discover the myriad benefits that dev containers have to offer. Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:49:37 |
https://www.wired.com/story/openai-announces-4-1-ai-model-coding/#:~:text=All%20of%20the%20new%20models,flashcard%20app%20for%20language%20learning | OpenAI’s New GPT 4.1 Models Excel at Coding | WIRED Skip to main content Menu SECURITY POLITICS THE BIG STORY BUSINESS SCIENCE CULTURE REVIEWS Menu Account Account Newsletters Security Politics The Big Story Business Science Culture Reviews Chevron More Expand The Big Interview Magazine Events WIRED Insider WIRED Consulting Newsletters Podcasts Video Merch Search Search Sign In Sign In Will Knight Business Apr 14, 2025 1:40 PM OpenAI’s New GPT 4.1 Models Excel at Coding GPT 4.1, GPT 4.1 Mini, and GPT 4.1 Nano are all available now—and will help OpenAI compete with Google and Anthropic. PHOTO COLLAGE: J.D. REEVES; GETTY IMAGES Save Story Save this story Save Story Save this story OpenAI announced today that it is releasing a new family of artificial intelligence models optimized to excel at coding, as it ramps up efforts to fend off increasingly stiff competition from companies like Google and Anthropic. The models are available to developers through OpenAI’s application programming interface (API). OpenAI is releasing three sizes of models: GPT 4.1, GPT 4.1 Mini, and GPT 4.1 Nano. Kevin Weil, chief product officer at OpenAI, said on a livestream that the new models are better than OpenAI’s most widely used model, GPT-4o, and better than its largest and most powerful model, GPT-4.5, in some ways. GPT-4.1 scored 55 percent on SWE-Bench, a widely used benchmark for gauging the prowess of coding models. The score is several percentage points above that of other OpenAI models. The new models are “great at coding, they’re great at complex instruction following, they’re fantastic for building agents,” Weil said. The capacity for AI models to write and edit code has improved significantly in recent months, enabling more automated ways of prototyping software and improving the abilities of so-called AI agents . Rivals like Anthropic and Google have both introduced models that are especially good at writing code. The arrival of GPT-4.1 has been widely rumored for weeks. OpenAI apparently tested the model on some popular leaderboards under the pseudonym Alpha Quasar, sources say. Some users of the “stealth” model reported impressive coding abilities. “Quasar fixed all the open issues I had with other code genarated [sic] via llms’s which was incomplete,” one person wrote on Reddit. All of the new models can analyze eight times more code at once, which improves their ability to make improvements and fix bugs. The new models are also better at following instructions given by users, reducing the need to repeat commands in different ways to get the desired result. OpenAI showed demos of GPT-4.1 building different apps including a flashcard app for language learning. “Developers care a lot about coding, and we've been improving our model's ability to write functional code,” Michelle Pokrass, who works on post-training at OpenAI, said during the Monday livestream. “We've been working on making it follow different formats and better explore repos, run unit tests, and write code that compiles.” GPT-4.1 is 40 percent faster than GPT.4o, OpenAI’s most widely used model for developers. The cost of users inputting queries has been reduced by 80 percent in this latest version, OpenAI says. On today’s livestream, Varun Mohan, CEO of Windsurf, a popular tool for AI coding, said that the company had been testing GPT-4.1 and found that the new model was “60 percent” better than GPT-4o according to its own benchmarks. “We found that GPT-4.1 has substantially fewer cases of degenerate behavior,” Mohan said, noting that the new model spends less time reading and editing irrelevant files by mistake. Over the past couple of years, OpenAI has parlayed feverish interest in ChatGPT , a remarkable chatbot first unveiled in late 2022 , into a growing business selling access to more advanced chatbots and AI models. In a TED interview last week, Altman said that OpenAI had 500 million weekly active users, and that usage was “growing very rapidly.” OpenAI now offers a smorgasbord of different models with different capabilities and different pricing. The company’s largest and most powerful model, called GPT-4.5, was launched in February, though OpenAI called the launch a “research preview” because the product is still experimental. The company also offers models called o1 and o3 that are capable of performing a simulated kind of reasoning , breaking a problem down into parts in order to solve it. These models also take longer to respond to queries and are more expensive for users. ChatGPT’s success has inspired an army of imitators, and rival AI players have ramped up their investments in research in an effort to catch up to OpenAI in recent years. A report on the state of AI published by Stanford University this month found that models from Google and DeepSeek now have similar capabilities to models from OpenAI. It also showed a gaggle of other firms including Anthropic, Meta, and the French firm Mistral in close pursuit. Oren Etzioni, a professor emeritus at the University of Washington who previously led the Allen Institute for AI (AI2), says it is unlikely that any single model or company will be dominant in the future. “We will see even more models over time as cost drops, open source increases, and specialized models win out in different arenas including biology, chip design, and more,” he says. Etzioni adds that he would like to see companies focus on reducing the cost and environmental impact of training powerful models in the years ahead. OpenAI faces pressure to show that it can build a sustained and profitable business by selling access to its AI models to other companies. The company’s chief operating officer, Brad Lightcap, told CNBC in February that the company had more than 400 million weekly active users, a 30 percent increase from December 2024. But the company is still losing billions as it invests heavily in research and infrastructure. In January, OpenAI announced that it would create a new company called Stargate in collaboration with SoftBank, Oracle, and MGX. The group collectively promised to invest $500 billion in new AI data center infrastructure. In recent weeks, OpenAI has teased a flurry of new models and features. Last week, Altman announced that ChatGPT would receive a memory upgrade allowing the chatbot to better remember and refer back to previous conversations. In late March, Altman announced that OpenAI plans to release an open-weight model , which developers will be able to download and modify for free, in the summer. The company said it would begin testing the model in the coming weeks. Open-weight models are already popular with researchers, developers, and startups because they can be tailored for different uses and are often cheaper to use. This is a developing story. Please check back for updates . You Might Also Like In your inbox: The week’s biggest tech news in perspective The dominance of the dollar is coming to an end Big Story: Understanding Trump’s retro coup in Venezuela Billion-dollar data centers are taking over the world What say you? Parkinson’s might be in the water Will Knight is a senior writer for WIRED, covering artificial intelligence. He writes the AI Lab newsletter , a weekly dispatch from beyond the cutting edge of AI— sign up here . He was previously a senior editor at MIT Technology Review, where he wrote about fundamental advances in AI and China’s AI ... Read More Senior Writer X Topics artificial intelligence OpenAI Sam Altman chatbots ChatGPT Google Anthropic DeepSeek Read More Nvidia Becomes a Major Model Maker With Nemotron 3 The world’s top chipmaker wants open source AI to succeed—perhaps because closed models increasingly run on its rivals’ silicon. OpenAI’s Chief Communications Officer Is Leaving the Company Hannah Wong told staff she is moving on to her “next chapter.” The company will be running an executive search to find a replacement, according to a memo. AI Devices Are Coming. Will Your Favorite Apps Be Along for the Ride? Tech companies are calling AI the next platform. But some developers are reluctant to let AI agents stand between them and their users. Google’s and OpenAI’s Chatbots Can Strip Women in Photos Down to Bikinis Users of AI image generators are offering each other instructions on how to use the tech to alter pictures of women into realistic, revealing deepfakes. So Long, GPT-5. Hello, Qwen In the AI boom, chatbots and GPTs come and go quickly. (Remember Llama?) GPT-5 had a big year, but 2026 will be all about Qwen. Jensen Huang Says Nvidia’s New Vera Rubin Chips Are in ‘Full Production’ The chip giant says Vera Rubin will sharply cut the cost of training and running AI models, strengthening the appeal of its integrated computing platform. OpenAI Rolls Back ChatGPT’s Model Router System for Most Users As OpenAI scrambles to improve ChatGPT, it's ditching a feature in its free tier that contributed to last summer's user revolt. 6 Scary Predictions for AI in 2026 Could the AI industry be on the verge of its first major layoffs? Will China spread propaganda to slow the US data-center building boom? Where are AI agents headed? Google Gemini Is Taking Control of Humanoid Robots on Auto Factory Floors Google DeepMind and Boston Dynamics are teaming up to integrate Gemini into a humanoid robot called Atlas. People Are Paying to Get Their Chatbots High on ‘Drugs’ An online marketplace is selling code modules that simulate the effects of cannabis, ketamine, cocaine, ayahuasca, and alcohol when they are uploaded to ChatGPT. Why Are Grok and X Still Available in App Stores? Elon Musk’s chatbot has been used to generate thousands of sexualized images of adults and apparent minors. Apple and Google have removed other “nudify” apps—but continue to host X and Grok. Google Is Adding an ‘AI Inbox’ to Gmail That Summarizes Emails New Gmail features, powered by the Gemini model, are part of Google’s continued push for users to incorporate AI into their daily life and conversations. WIRED is obsessed with what comes next. Through rigorous investigations and game-changing reporting, we tell stories that don’t just reflect the moment—they help create it. When you look back in 10, 20, even 50 years, WIRED will be the publication that led the story of the present, mapped the people, products, and ideas defining it, and explained how those forces forged the future. WIRED: For Future Reference. Subscribe Newsletters Travel FAQ WIRED Staff WIRED Education Editorial Standards Archive RSS Site Map Accessibility Help Reviews Buying Guides Streaming Guides Wearables Coupons Gift Guides Advertise Contact Us Manage Account Jobs Press Center Condé Nast Store User Agreement Privacy Policy Your California Privacy Rights © 2026 Condé Nast. All rights reserved. WIRED may earn a portion of sales from products that are purchased through our site as part of our Affiliate Partnerships with retailers. The material on this site may not be reproduced, distributed, transmitted, cached or otherwise used, except with the prior written permission of Condé Nast. 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| 2026-01-13T08:49:37 |
https://www.fine.dev/blog/ai-coding-tools-all#cody-sourcegraph | The Top AI Coding Tools and Assistants in 2024 Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back The Top AI Coding Tools and Assistants in 2024 Do you find yourself going crazy with all the different AI coding tools available? There are so many (here we list 32, but more are announced every week), it's hard to cut through the noise and understand which are the most useful AI coding tools. One thing is for certain: in today's fast-evolving software development landscape, AI coding tools are becoming essential for enhancing productivity, streamlining workflows, and improving code quality. Startups and agencies are looking to adopt the best AI coding tool to help them ship faster, better software and gain a competitive edge. This guide reviews 32 AI coding assistants available in 2024, discussing their features, pricing, and accessibility. Of course, we encourage you to check out Fine , the end-to-end AI coding tool designed to slot in to your team's collaborative workflows. Whilst many of the platforms listed focus on one aspect (code gen, testing, etc) - Fine is the AI Coding tool offering it all. Table of Contents Introduction Top 32 AI Coding Tools and Assistants Available for Immediate Use Fine.dev GitHub Copilot ChatGPT Amazon CodeWhisperer Tabnine Replit AI (Ghostwriter) Codiga Sourcery DeepCode (Snyk) CodeWP AIXcoder Cody (Sourcegraph) Figstack Android Studio Bot Amazon CodeGuru Security Mutable AI Ponicode Otter.ai Snyk Cursor Bolt Codium Qodo Void Editor Honeycomb Pear AI Magic AlphaCode Code Llama StableCode Visual Copilot Devin Conclusion FAQs Introduction Artificial Intelligence (AI) has revolutionized software development, with a plethora of coding tools now available to assist developers. Whether it's automating repetitive tasks, suggesting code improvements, or enhancing security, AI coding assistants have something to offer for every level of developer. Top 32 AI Coding Tools and Assistants Here’s a comprehensive list of the top AI coding assistants in 2024, divided into categories based on availability. Available for Immediate Use Fine - End-to-end AI coding assistant for every stage of the dev lifecycle, with full context awareness. Fine learns your codebase via the GitHub integration to minimize errors and maximize usefulness. It can turn issues into PRs; add docs, tests and logs; answer questions about your code; make revisions to PRs or summarize them; review your code and more. Based in the cloud, it's available via mobile as well as desktop. GitHub Copilot – Offers real-time code suggestions using OpenAI Codex. It helps developers write code more efficiently by predicting entire lines or blocks of code based on the context and the developer's intent. GitHub Copilot supports a wide range of programming languages and is integrated into popular development environments like Visual Studio Code, making it accessible and easy to use. Available plans start at $10/month. Pricing : $10/month (individual), $19/month (business) ChatGPT – Versatile AI assistant capable of code generation and debugging. A free version is available, while ChatGPT Plus costs $20/month. ChatGPT doesn't integrate with your codebase, so you'll need to copy and paste between your editor and the site. Pricing : Free, $20/month for Plus Amazon CodeWhisperer – Integrates seamlessly with AWS services, providing real-time code completions. Free tier available; Pro plan starts at $19/user per month. Pricing : Free, $19/user per month for Pro Tabnine – AI-powered code completion with a focus on privacy. Pricing : Free, $12/month for Pro Replit AI (Ghostwriter) – Collaborative cloud-based IDE offering code generation and debugging features, particularly useful for those with no coding experience or already using Replit. Pricing : $10/month for Core, $33/user per month for Teams Codiga – Real-time static code analysis tool with a free tier; Pro plan costs $14/month. Pricing : Free, $14/month for Pro Sourcery – AI code reviewer. Improves code quality through automated refactoring. Uses GPT4-turbo Pricing : Free for open-source, $12/month for Pro DeepCode (Snyk) – Detects security vulnerabilities in real-time. Free for individuals, with team plans starting at $27/month. Pricing : Free for individuals, $27/month per user CodeWP – AI-powered code generator specifically for WordPress. Pricing starts at $18/month. Pricing : Free, $18/month for Pro AIXcoder – Offers intelligent code completion with support for multiple IDEs. Free and custom enterprise plans available. Pricing : Free, custom pricing for enterprises Cody (Sourcegraph) – Supports project-wide code assistance, offering features like code navigation, large-scale search, and contextual help across entire projects, ensuring that developers can maintain consistency and quality across their entire codebase. Pricing : Free option available, paid plans start at $9 per month. Figstack – Assists with code documentation and optimization, priced at $10/month after a free trial. Pricing : $10/month after free trial Android Studio Bot – Available for free as part of Android Studio. Pricing : Free Amazon CodeGuru Security – Helps optimize code security, free for the first 90 days. Post-trial pricing is $10/month. Pricing : $10/month after first 90 days Mutable AI – Creates a wiki for your codebase. Pricing : Free for open source, basic plan starts at $2 per month. Snyk – Offers code and dependency vulnerability detection. Free for individuals; team plans start at $25/month. Pricing : Free for individuals, $27/month for teams Cursor – Cursor is a powerful AI coding assistant designed to streamline the software development process by providing intelligent code completions, contextual code suggestions, and explanations. It supports a wide range of programming languages and integrates smoothly with popular IDEs, making it an efficient tool for both individual developers and teams. Cursor aims to enhance productivity by reducing the time spent on repetitive coding tasks, offering automated code fixes, and facilitating collaboration. Free for basic use; premium features pricing varies. – Free for basic use; premium features pricing varies. Pricing : Varies Bolt – Although commonly described as a Cursor and V0 killer, Bolt seems to be a ChatGPT for front-end development. It's built by Stackblitz, the cloud-based web-development platform that lets you write, run and debug frontend code in your browser. Pricing : Free to start with paid subscriptions available in the app. Codeium – In-IDE AI coding assistant. Offers autocomplete, chat, and inline commands. Pricing : Free plan available, paid plans start at $10 per month. Qodo – AI coding tool that emphasis quality code, helping developers generate, test and review code. Pricing : Free version available, or $19 per month. Enterprise options available. Void Editor – Void describe themselves as an Open-Source alternative to Cursor offering greater privacy. Their logo seems similar to squarespace. Offers the ability to use the tab button to autocomplete the code you're writing - similar to GitHub Copilot. Waitlist access only, no pricing information available. Honeycomb – AI coding tool announced in August 2024 as a YC-backed startup, but the announcement and website have since disappeared. Still viewable on X . Pear AI – AI-powered coding assistant focused on improving development workflows, available at Pear AI. Built as a fork of Continue, which is a fork of VSCode, leading to controversy during their launch. Pricing : Free plan available requiring your own API keys. "Junior" plan for $15 per month includes limited credits for Claude and GPT4o with more credits available for purchase.. Magic – Requires a waitlist to access during the early access phase. AlphaCode – Limited to research and special projects. Code Llama – Open-source, but some hosted services may be restricted. Stable Code Alpha – Available as part of stability.ai membership. Visual Copilot – AI coding assistant for design-to-code. Import designs from Figma and turn into code. Free plan available with 4K context window and 20 code generations; Basic plan $19 per month, Growth plan $39 per month. Devin – Available only in early access; requires joining the waitlist. Conclusion AI coding tools continue to evolve, offering unique features to boost developer productivity. From real-time code suggestions to comprehensive security checks, developers can choose from a variety of options based on their needs and budget. FAQs Q: Are there any free AI coding tools? A: Yes, many tools offer free tiers or trials, including Fine. Q: How can I access Devin or Magic? A: Both tools require joining a waitlist for early access. Q: Are these tools suitable for beginners? A: Yes, many of these tools cater to all skill levels, providing resources and support for new developers. Important note: Information about platforms, their availability, features and pricing, is based on an automated internet search and may be inaccurate or out-of-date. Last updated: 2024-10-10 Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:49:37 |
https://dev.to/ftwoli/event-driven-architecture-why-your-app-should-stop-talking-to-itself-and-start-listening-4mp1 | Event-Driven Architecture: Why Your App Should Stop Talking to Itself (And Start Listening) - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Felix Twoli Posted on Jan 1 Event-Driven Architecture: Why Your App Should Stop Talking to Itself (And Start Listening) # systemdesign # eventdriven # microservices # distributedsystems Reading time: 8 minutes You know what's wild? Most applications today are basically playing telephone. Service A calls Service B, which calls Service C, which calls Service D... and suddenly your innocent "add to cart" button takes 3 seconds to respond because seventeen different services need to have a meeting about it. There's a better way. It's called Event-Driven Architecture, and once you understand it, you'll see why companies like Netflix, Uber, and Amazon have bet their entire infrastructure on it. The Aha Moment Let me paint you a picture. You're building an e-commerce app. When someone places an order, you need to: Save the order to the database Send a confirmation email Update inventory Notify the warehouse Create a shipping label Update analytics Charge the payment method Send a notification to the mobile app The traditional way? Your order service calls each of these services one by one. If the email service is slow, everyone waits. If the analytics service is down, your entire order fails. It's a house of cards. The event-driven way? Your order service says "Hey everyone, an order was placed!" and goes back to sleep. Every interested service hears about it and handles their part independently. The user gets instant feedback, and everything else happens in the background. Mind. Blown. 🤯 What Actually Is Event-Driven Architecture? At its core, EDA is dead simple: services communicate by producing and consuming events instead of calling each other directly. Think of it like a radio station. The DJ (producer) doesn't call each listener personally. They just broadcast, and whoever's tuned in (consumers) hears it. If someone's radio is off, the show goes on. Traditional: "Hey Inventory Service, I need you to reduce stock NOW." Event-Driven: "📢 ORDER_PLACED happened. Anyone who cares, do your thing." Enter fullscreen mode Exit fullscreen mode The Three Core Concepts 1. Events (The Messages) An event is just something that happened. Past tense. Immutable. Done. { "eventType" : "OrderPlaced" , "timestamp" : "2024-01-02T10:30:00Z" , "orderId" : "ORD-12345" , "userId" : "user-789" , "items" : [ ... ], "total" : 99.99 } Enter fullscreen mode Exit fullscreen mode Notice it's "OrderPlaced" not "PlaceOrder". That's not a typo. Events describe what happened, not what should happen. This subtle shift changes everything. 2. Producers (The Broadcasters) Producers emit events when something interesting happens. They don't know or care who's listening. They just publish and move on. // Order service (producer) async function createOrder ( orderData ) { const order = await saveToDatabase ( orderData ); // Publish event and forget await eventBus . publish ( ' OrderPlaced ' , { orderId : order . id , userId : orderData . userId , total : order . total }); return order ; // User gets instant response } Enter fullscreen mode Exit fullscreen mode 3. Consumers (The Listeners) Consumers subscribe to events they care about. They process events independently, at their own pace. // Email service (consumer) eventBus . subscribe ( ' OrderPlaced ' , async ( event ) => { await sendConfirmationEmail ( event . userId , event . orderId ); }); // Inventory service (consumer) eventBus . subscribe ( ' OrderPlaced ' , async ( event ) => { await reduceStock ( event . items ); }); // Analytics service (consumer) eventBus . subscribe ( ' OrderPlaced ' , async ( event ) => { await trackPurchase ( event ); }); Enter fullscreen mode Exit fullscreen mode See the beauty? Each service minds its own business. If the email service is slow, inventory doesn't care. If analytics crashes, orders still process. Real-World Example: Building a Notification System Let's build something practical. Imagine you're creating a social media app where users need notifications for various actions. The Old Way (Request-Response Hell) // Post service calling everything async function createPost ( postData ) { const post = await db . posts . create ( postData ); // Oh god, here we go... await notificationService . notifyFollowers ( post . userId ); await searchService . indexPost ( post ); await analyticsService . trackPost ( post ); await recommendationService . updateFeed ( post ); await moderationService . checkContent ( post ); // 5 seconds later... return post ; } Enter fullscreen mode Exit fullscreen mode Users wait forever, and if any service fails, your entire post creation fails. Not fun. The Event-Driven Way // Post service stays simple async function createPost ( postData ) { const post = await db . posts . create ( postData ); // One event to rule them all await events . publish ( ' PostCreated ' , { postId : post . id , userId : post . userId , content : post . content , timestamp : new Date () }); return post ; // Instant response! } // Meanwhile, everyone does their thing independently... // Notification service events . subscribe ( ' PostCreated ' , async ( event ) => { const followers = await getFollowers ( event . userId ); await sendNotifications ( followers , event . postId ); }); // Search service events . subscribe ( ' PostCreated ' , async ( event ) => { await elasticSearch . index ( event ); }); // Analytics service events . subscribe ( ' PostCreated ' , async ( event ) => { await trackEngagement ( event ); }); Enter fullscreen mode Exit fullscreen mode The Tools That Make It Happen You can't do event-driven architecture without the right infrastructure. Here are the MVPs: Message Brokers Apache Kafka is the heavyweight champion. It's fast, durable, and can handle millions of events per second. Companies like LinkedIn and Netflix run their entire infrastructure on it. // Publishing to Kafka await kafka . producer . send ({ topic : ' orders ' , messages : [{ value : JSON . stringify ( orderEvent ) }] }); // Consuming from Kafka await kafka . consumer . subscribe ({ topic : ' orders ' }); kafka . consumer . run ({ eachMessage : async ({ message }) => { await handleOrder ( JSON . parse ( message . value )); } }); Enter fullscreen mode Exit fullscreen mode RabbitMQ is more traditional but incredibly reliable. It's perfect for task queues and has great routing features. AWS SNS/SQS combo is fantastic if you're already on AWS. SNS broadcasts, SQS queues messages. Together they're powerful and require zero maintenance. Google Pub/Sub is Google's answer. Simple, scalable, and integrates beautifully with other GCP services. Redis Streams works great for simpler use cases. If you're already using Redis, this is a no-brainer starting point. Event Streaming Platforms Apache Pulsar is like Kafka but more flexible. Multi-tenancy built in, geo-replication is easier. NATS is incredibly lightweight and fast. Perfect for microservices that need to chat quickly. Patterns That'll Save Your Life 1. Event Sourcing Instead of storing current state, store every event that led to that state. Your database becomes an append-only log of everything that happened. // Traditional: Store current balance { userId : 123 , balance : 1000 } // Event Sourcing: Store every transaction [ { type : ' AccountCreated ' , userId : 123 , initialBalance : 0 }, { type : ' MoneyDeposited ' , amount : 1000 }, { type : ' MoneyWithdrawn ' , amount : 50 }, { type : ' MoneyDeposited ' , amount : 50 } ] // Balance = sum of events = 1000 Enter fullscreen mode Exit fullscreen mode Why? You get complete audit trail, time travel (replay to any point), and perfect debugging. Made a mistake? Just replay events with a fix. 2. CQRS (Command Query Responsibility Segregation) Separate reads from writes. Write to one database optimized for writes, read from another optimized for reads. // Write side: Process commands, emit events async function placeOrder ( command ) { const order = createOrder ( command ); await events . publish ( ' OrderPlaced ' , order ); } // Read side: Build optimized views from events events . subscribe ( ' OrderPlaced ' , async ( event ) => { await readDB . orders . create ( event ); // Optimized for queries }); Enter fullscreen mode Exit fullscreen mode This pattern lets you scale reads and writes independently. Most apps read 10x more than they write, so this is huge. 3. Saga Pattern For distributed transactions across services, use sagas. Each step publishes events, and compensating transactions handle failures. // Booking flow events . publish ( ' BookingRequested ' ); ↓ events . subscribe ( ' BookingRequested ' ) → Reserve flight ↓ events . publish ( ' FlightReserved ' ); ↓ events . subscribe ( ' FlightReserved ' ) → Charge payment ↓ ( fails ! ) events . publish ( ' PaymentFailed ' ); ↓ events . subscribe ( ' PaymentFailed ' ) → Cancel flight reservation Enter fullscreen mode Exit fullscreen mode No distributed transactions needed. Each step is independent and compensatable. The Gotchas (Because Nothing's Perfect) Eventual Consistency Events don't happen instantly. There's a delay between event publication and processing. Your user places an order, but it takes 100ms for inventory to update. Solution: Design your UI to handle this. Show "Processing..." states. Set user expectations. Event Ordering Events might arrive out of order. User updates their profile twice, but the old update arrives last. Now their profile is wrong. Solution: Use timestamps or version numbers. Process events idempotently. async function handleProfileUpdate ( event ) { const current = await db . profiles . get ( event . userId ); // Only update if this event is newer if ( event . version > current . version ) { await db . profiles . update ( event ); } } Enter fullscreen mode Exit fullscreen mode Debugging Is Harder When something breaks, you can't just follow a stack trace. Events bounce around asynchronously. Solution: Correlation IDs. Tag every event with a unique ID that tracks the entire flow. const correlationId = uuid (); await events . publish ( ' OrderPlaced ' , { correlationId , orderId : order . id }); // Every subsequent event carries the same ID await events . publish ( ' PaymentProcessed ' , { correlationId , // Same ID! orderId : order . id }); Enter fullscreen mode Exit fullscreen mode Now you can grep logs and see the entire journey of a single order. Duplicate Events Network issues, retries, and bugs can cause events to be processed twice. Solution: Make your consumers idempotent. Processing the same event twice should have the same effect as processing it once. async function handleOrderPlaced ( event ) { // Check if already processed const exists = await db . processedEvents . exists ( event . eventId ); if ( exists ) return ; // Skip duplicates // Process event await processOrder ( event ); // Mark as processed await db . processedEvents . create ({ eventId : event . eventId }); } Enter fullscreen mode Exit fullscreen mode When to Use Event-Driven Architecture EDA isn't always the answer. Here's when it shines: ✅ Use EDA when: Multiple services need to react to the same action You need loose coupling between services You have async workflows (emails, notifications, reports) You need audit trails and event history You're building microservices You need to scale different parts independently ❌ Avoid EDA when: You have a simple CRUD app with one database You need immediate consistency everywhere Your team isn't ready for the complexity You're just starting out (seriously, start simple) Getting Started: Your First Event-Driven Feature Don't rebuild your entire app. Start small. Pick one feature that's async and annoying. Step 1: Choose a message broker. If you're new, start with Redis Streams or AWS SQS. They're simple. Step 2: Identify one event. Maybe "UserRegistered" or "OrderPlaced". Step 3: Create one producer and one consumer. Just get events flowing. // Producer await redis . xadd ( ' events ' , ' * ' , ' type ' , ' UserRegistered ' , ' userId ' , user . id ); // Consumer const events = await redis . xread ( ' BLOCK ' , 0 , ' STREAMS ' , ' events ' , ' 0 ' ); for ( const event of events ) { await handleUserRegistered ( event ); } Enter fullscreen mode Exit fullscreen mode Step 4: Add more consumers as needed. Each one independent. Step 5: Add monitoring. Track event lag, processing time, failures. That's it. You're event-driven now. Congratulations! 🎉 The Real-World Impact I've seen teams transform their architecture with EDA: Before: Deployment took 2 hours because everything was coupled. One bug broke everything. Scaling meant scaling everything. After: Deploy individual services independently. Bugs are isolated. Scale only what needs scaling. New features take days, not weeks. One team I worked with reduced their API response time from 3 seconds to 200ms by making background tasks event-driven. Users were thrilled. Common Questions Q: Isn't this just message queues? Sort of, but EDA is the pattern. Message queues are the tool. You can do EDA with queues, streams, or even webhooks. Q: Do I need Kafka for this? No! Start simple. Redis Streams, RabbitMQ, or cloud services work great. Kafka is for when you're processing millions of events. Q: What about transactions? Use sagas for distributed transactions. Each step is a local transaction that emits events. Q: How do I test this? Unit test individual handlers. Integration test with a real message broker (use Docker). E2E test the entire flow. Resources to Level Up Books: "Designing Event-Driven Systems" by Ben Stopford "Enterprise Integration Patterns" by Gregor Hohpe Online: Martin Fowler's event-driven articles AWS's event-driven architecture patterns Confluent's Kafka tutorials Tools to Try: LocalStack (AWS services locally) Kafka in Docker RabbitMQ tutorials Final Thoughts Event-Driven Architecture isn't just a buzzword. It's a fundamental shift in how we think about building software. Instead of services commanding each other around, they simply announce what happened and let others decide how to react. It's more resilient, more scalable, and honestly more fun to work with once you get the hang of it. Start small. Pick one async workflow in your app. Make it event-driven. See how it feels. Then gradually expand. Before you know it, you'll be designing everything event-first. The future is event-driven. Might as well get comfortable with it now. What's your experience with event-driven architecture? Have you tried it? What challenges did you face? Drop your thoughts in the comments. Let's learn from each other. If this helped you understand EDA, share it with your team. And follow me for more deep dives into software architecture and engineering. Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Felix Twoli Follow Felix, an aspiring software developer with a passion for creating efficient and user-friendly applications. Always eager to learn and improve, driven to turn ideas into reality with code. Location Kenya, Riara Road,Nairobi Education Computer Science, Jomo Kenyatta University of Agriculture and Technology Work Software developer at Code Particles Joined Sep 21, 2020 Trending on DEV Community Hot Stop Overengineering: How to Write Clean Code That Actually Ships 🚀 # discuss # javascript # programming # webdev Google's LEGO tribute 🧩 # computerscience # dataengineering # google # systemdesign What was your win this week??? # weeklyretro # discuss 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://www.fsf.org/campaigns/surveillance/ | Protect your freedom and privacy; join us in creating an Internet that's safer from surveillance — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search You are here: Home › Campaigns › Protect your freedom and privacy; join us in creating an Internet that's safer from surveillance Info Protect your freedom and privacy; join us in creating an Internet that's safer from surveillance by Zak Rogoff Contributions — Published on Jul 18, 2013 05:10 PM One of the goals of the GNU Project is to build decentralized, free software Web platforms that are harder to surveill. Photo CC BY SA 2.0 greenoid . Mass-scale surveillance like PRISM is disturbing, but is an unsurprising effect of how centralized the Web is today. For years, people have been trusting more and more of their data to remotely hosted systems. Users are also giving up control of their computing to Service as a Software Substitute (SaaSS) , remotely-hosted programs that exchange data with users to do computing that they could do on their own machines. In both cases, there's no way to see what these servers are doing with your data, so you have to take the host's word for it that they are being responsible. But these companies submit to governments when they ask for your information, whether it's ostensibly to fight terrorism or to stop unauthorized copying. If we want to defang surveillance programs like PRISM, we need to stop using centralized systems and come together to build an Internet that's decentralized, trustworthy, and free "as in freedom." The good news is that the seeds of such a network are already out there; as we wrote in our statement on PRISM , ethical developers have been working for years on free software social media, communication, publishing, and more. Being decentralized means that these programs don't concentrate everyone's data into a honeypot to attract snooping corporations and governments. Being free software means that it's harder for them to keep secrets from users, and that anyone can modify them to remove features they aren't comfortable with. In fact, those interested in surveillance have been known to require people to use proprietary programs to make it easier to keep tabs on them. We have the tools to build a better Internet. All that's missing is for a large number of people to leave the systems and services that make us vulnerable and put their energy and passion to work. The more of us who get on board with safer platforms and modes of communication, the stronger we all become. What you can do Actions for developers Bring safe Web platforms to more people by setting up an instance of software designed for network services, such as Mastodon or GNU social . Contribute to the code base of a GNUnet or another free software project created with users' privacy in mind . Use encryption to encode your electronic communication so that nobody but the intended recipients can read it. Get started at Email Self-Defense , the FSF's beginner guide to use email encryption with free software. Encrypt everything you can: if you only encrypt sensitive communication, those messages raise extra suspicion from surveillance programs. Don't use Service as a Software Substitute . Close your accounts with systems that can't be trusted with your data. Switch to free, safer replacements like the ones listed in the PRISM collection on the Free Software Directory and prism-break.org . Bring your friends with you! Donate to the teams working on free software systems that protect your privacy or to the FSF . Start using encryption to make your communication harder to snoop. GPG for email and OTR for instant messaging are great places to start. Hang our "Privacy is impossible without free software" poster in your home, workplace, or local hangout. Learn more about privacy and freedom on the Web Free software against surveillance We have nothing to hide, only everything to protect Take action! Protect end-to-end encryption From pro-democracy activists to minorities: Why people use Tor and encrypted chats Parents, domestic violence victims, lawyers: Read about people who protect their privacy with free software Privacy and freedom should be the legacy we leave, not the opposite Unjust algorithms EARN-IT threatens encryption and therefore user freedom January 2018: Oppose renewal of FISA Section 702 July 2016: Resist mass cracking by US law enforcement "How free software can protect us from surveillance" by Zak Rogoff "Who does that server really serve?" by Richard Stallman "How to block the NSA from your friends list," a Slate article co-authored by FSF campaigns manager Libby Reinish How mass surveillance works, socially and technically John Sullivan on Surveillance & Privacy "How Much Surveillance Can Democracy Withstand?" by Richard Stallman Security expert Bruce Schneier on "Government secrets and the need for whistle-blowers" Interactive timeline of information about government surveillance leaked by Edward Snowden, a former NSA contractor TAO, the NSA's internal cracking unit Tools used by the NSA for surveillance British intelligence agency spies on Yahoo Web cam images The FBI's unfinished mass facial recognition system produces many false positives Edward Snowden interview: 'Smartphones can be taken over' Related work by the FSF FSF calls on the IRS and governments anywhere on earth to provide free as in freedom tax filing Reform Corporate Surveillance : While major technology companies voice their support for legislative changes they think will address the problem, they continue to drive technology which is on face damaging to everyone's privacy, freedom, and security. FSF's response to Microsoft's privacy and encryption announcement : If the NSA revelations have taught us anything, it is that journalists, governments, schools, advocacy organizations, companies, and individuals, must be using operating systems whose code can be reviewed and modified without Microsoft or any other third party's blessing. FSF's call to action to protect free software that respects our privacy against legislative attempts to install a backdoor Document Actions Share on social networks Syndicate: News Events Blogs Jobs GNU 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN Help the FSF stay strong Ring in the new year by supporting software freedom and helping us reach our goal of 100 new associate members ! 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A message from FSF president Ian Kelling Recent blogs - More… Upcoming Events Free Software Directory meeting on IRC: Friday, January 16, starting at 12:00 EST (17:00 UTC) Jan 16, 2026 12:00 PM - 03:00 PM — #fsf on libera.chat Previous events… Upcoming events… The FSF is a charity with a worldwide mission to advance software freedom — learn about our history and work. Copyright © 2004-2026 Free Software Foundation , Inc. Privacy Policy . This work is licensed under a Creative Commons Attribution-No Derivative Works 3.0 license (or later version) — Why this license? Skip sitemap or skip to licensing items About Staff and Board Contact Us Press Information Jobs Volunteering and Internships History Privacy Policy JavaScript Licenses Hardware Database Free Software Directory Free Software Resources Copyright Infringement Notification Skip to general items Campaigns Freedom Ladder Fight to Repair Free JavaScript High Priority Free Software Projects Secure Boot vs Restricted Boot Surveillance Upgrade from Windows Working Together for Free Software GNU Operating System Defective by Design End Software Patents OpenDocument Free BIOS Connect with free software users Skip to philosophical items Licensing Education Licenses GNU GPL GNU AGPL GNU LGPL GNU FDL Licensing FAQ Compliance How to use GNU licenses for your own software Latest News Upcoming Events FSF Blogs Skip list Donate to the FSF Join the FSF Patrons Associate Members My Account Working Together for Free Software Fund Philosophy The Free Software Definition Copyleft: Pragmatic Idealism Free Software and Free Manuals Selling Free Software Motives for Writing Free Software The Right To Read Why Open Source Misses the Point of Free Software Complete Sitemap fsf.org is powered by: Plone Zope Python CiviCRM HTML5 Arabic Belarussian Bulgarian Catalan Chinese Cornish Czech Danish English French German Greek Hebrew Hindi Italian Japanese Korean Norwegian Polish Portuguese Portuguese (Brazil) Romanian Russian Slovak Spanish Swedish Turkish Urdu Welsh Send your feedback on our translations and new translations of pages to campaigns@fsf.org . | 2026-01-13T08:49:37 |
https://www.fine.dev/blog/remote-first-tech-startup#6-measure-team-performance-effectively | How to Build a Remote-First Tech Team as a Startup CTO: Tools and Tactics Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back How to Build a Remote-First Tech Team as a Startup CTO: Tools and Tactics Building a successful remote-first tech team requires the right tools and tactics. Some startups thrive off of remote workers around the world - others are sunk by inefficiency and communication failures. In this post, we'll explore essential steps and technologies to help you build a high-performing remote-first team. Table of Contents Establish a Strong Communication Foundation Use the Right Collaboration Tools Create an Inclusive Team Culture Hire for Remote-Friendly Qualities Focus on Employee Well-Being Measure Team Performance Effectively Prioritize Security and Data Protection Choose a Collaborative AI Platform Stay on Top of Code Reviews 1. Establish a Strong Communication Foundation Communication is the lifeline of any remote-first tech team. Ensuring that everyone stays connected and informed requires a blend of asynchronous and real-time communication tools. As a startup CTO, consider investing in: Slack or Microsoft Teams for real-time messaging and updates. Zoom or Google Meet for video calls, meetings, and check-ins. Loom for recording walkthroughs and sharing asynchronous video updates. The key to building a cohesive team is setting clear expectations about how and when different tools should be used. Creating guidelines for communication not only helps streamline workflow but also reduces burnout by ensuring team members can disconnect after work hours. 2. Use the Right Collaboration Tools Your tech stack is crucial to enabling effective collaboration among remote engineers. Select tools that encourage transparency and make collaboration as seamless as possible. Here are some must-have tools for remote-first tech teams: GitHub or GitLab for version control and managing code collaboratively. Jira or Linear for tracking tasks and sprint planning. Confluence or Notion for documenting processes, creating shared knowledge bases, and improving accessibility to resources. A well-documented codebase and clearly defined processes empower developers to operate independently, minimizing bottlenecks and improving productivity. 3. Create an Inclusive Team Culture Fostering an inclusive and collaborative culture is essential to the success of a remote-first team. This starts with ensuring all voices are heard, regardless of geographic location. Here are a few tactics that can help: Regular Virtual Meetups : Schedule weekly check-ins or team-building events where team members can share updates, ask questions, and bond. Async Standups : Consider using tools like Geekbot to automate daily standups, enabling each member to share their progress and blockers asynchronously. Recognition and Feedback : Use platforms like 15Five to gather feedback and recognize individual contributions. It helps foster a positive work environment where team members feel valued. 4. Hire for Remote-Friendly Qualities Hiring for a remote-first tech team requires different criteria compared to an on-site environment. It’s crucial to look for qualities such as excellent written communication, self-motivation, and the ability to work autonomously. During the interview process, assess candidates for their comfort level with remote work by asking questions about their previous remote experiences, how they manage their time, and how they communicate asynchronously. Tools like HireVue can assist in conducting initial screenings through video interviews, allowing you to see how well candidates adapt to remote-first communication. Remember, some people thrive on the office atmosphere and are less efficient working from home, surrounded by distractions ranging from laundry to kids. Ask for an honest self-assessment: where do you perform better? When working from home, what does your day look like? 5. Focus on Employee Well-Being Employee well-being is fundamental for retaining top talent in a remote-first setup. As a startup CTO, your team's health should be a priority. Encourage employees to establish work-life balance, take breaks, and avoid overworking. Here are some ways to promote well-being: Flexible Work Hours : Give your team flexibility to work when they are most productive, keeping in mind that different time zones require adjustments. Wellness Programs : Platforms like Headspace or Calm can offer resources to help employees reduce stress and improve their mental health. No-Meeting Days : Designate a day of the week for no meetings to help everyone focus on deep work without interruptions. Context switching is a huge productivity killer. 6. Measure Team Performance Effectively Measuring performance in a remote-first environment can be tricky. Instead of relying on metrics like hours worked, focus on output-based performance indicators. Use tools like GitPrime to understand productivity metrics without micro-managing. Set clear, outcome-based goals for each team member and evaluate success based on these targets. Regular one-on-ones are also key for providing guidance, discussing blockers, and keeping each team member aligned with the broader business goals. 7. Prioritize Security and Data Protection Security is a non-negotiable aspect of building a remote-first tech team. Your remote employees will be accessing company resources from various locations, which presents unique challenges in terms of data protection. VPN and Endpoint Protection : Make sure that your team uses a secure VPN and endpoint protection software when accessing company servers. Password Managers : Tools like 1Password or LastPass can help keep team credentials secure. Multi-Factor Authentication : Enforce MFA to ensure that access to sensitive data is protected. Establishing best practices for security and ensuring that everyone understands the importance of cybersecurity is critical to preventing data breaches and protecting your business. 8. Choose a Collaborative AI Platform Selecting the right AI platform is essential for boosting productivity and collaboration among your remote team. Fine is designed specifically for teams, offering seamless integration with tools like Linear and GitHub, making it ideal for remote work. Unlike IDE-based AI assistants that are more suited for solo developers, Fine provides an all-in-one AI coding agent that enhances teamwork and accelerates startup growth. 9. Stay on Top of Code Reviews When working remotely, it can be easy for developers to finish writing code and leave it sitting, waiting for review for days or even weeks. Code reviews are essential for maintaining quality and ensuring knowledge sharing across the team. Use tools like Linear and GitHub to keep track of open tickets and close them efficiently. Setting up automated reminders for reviewers can help ensure that reviews are completed promptly, keeping the team moving forward and avoiding bottlenecks. Conclusion Building a remote-first tech team as a startup CTO is no easy feat, but with the right tools and strategies, it can lead to a more diverse and efficient development team. By focusing on communication, collaboration, culture, and security, you can create an environment where your remote team can thrive and innovate. The success of a remote-first team lies not just in the tools you use, but in how you nurture your team culture and make everyone feel connected despite the distance. Start small, iterate, and adapt as you learn more about your team’s needs—that’s how you’ll build a resilient and agile remote-first team ready for anything. Are you looking to streamline your development processes with collaborative AI coding? Discover how Fine can help your remote team collaborate better to ship software and boost productivity. Sign up today and see what AI-driven development can do for you! Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:49:37 |
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