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https://dev.to/kawano_aiyuki | Alyssa - 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 Follow User actions Alyssa Designer, developer, & entrepreneur. Founder of Screenity + other ventures. Best woman maker of 2018 (Maker Mag) & nominated as Maker of The Year (Product Hunt) ✅Discord 🌟alyssa945 Location UK Joined Joined on Dec 4, 2025 Personal website https://github.com/alyssaxuu Education Bachelor’s Degree in Computer Science Pronouns She/her Work CPO More info about @kawano_aiyuki 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 Skills/Languages JavaScript (ES6+), TypeScript,Python,React.js, Next.js,Tailwind CSS, Bootstrap,Responsive & accessible UI design,Node.js, Express,REST APIs,Authentication & Authorization,AI / Data,Cloud fundamentals Currently learning I’m focused on: Advanced Artificial Intelligence & Machine Learning Large Language Models (LLMs) and AI-powered applications Modern full-stack architectures (API-first, cloud-ready) Currently hacking on 🤖 AI-powered web applications 🧠 Smart tools using LLMs 🌍 Scalable full-stack projects 🛠️ Side projects that solve real problems ✍️ Writing about development, AI, and lessons learned Available for 🚀 Startup collaborations 🧠 AI integration & automation Post 1 post published Comment 13 comments written Tag 0 tags followed I Debug Code Like I Debug Life (Spoiler: Both Throw Exceptions) Alyssa Alyssa Alyssa Follow Jan 13 I Debug Code Like I Debug Life (Spoiler: Both Throw Exceptions) # discuss # career # programming # beginners 18 reactions Comments 8 comments 2 min read Want to connect with Alyssa? Create an account to connect with Alyssa. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in 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. Log in Create account | 2026-01-13T08:48:47 |
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Posts Relevant Latest Top Vibecoding as a Legitimate Way to Bring Ideas to Life Jaclyn McMillan Jaclyn McMillan Jaclyn McMillan Follow Jan 10 Vibecoding as a Legitimate Way to Bring Ideas to Life # ai # vibecoding # chatgpt # vscode Comments Add Comment 3 min read I Fired the "One-Click" AI Builders: How I Built a React Portfolio with Gemini (Without Knowing React) Aaditya Thakur Aaditya Thakur Aaditya Thakur Follow Jan 13 I Fired the "One-Click" AI Builders: How I Built a React Portfolio with Gemini (Without Knowing React) # ai # webdev # career # beginners Comments Add Comment 3 min read I made a Meme Creator because I hate watermarks Brian Zavala Brian Zavala Brian Zavala Follow Jan 13 I made a Meme Creator because I hate watermarks # opensource # react # webdev # javascript Comments Add Comment 3 min read PLI 7.10 - Bypassing AI Knowledge Cutoffs with Auto-Data Synthesis seridarivus 13 seridarivus 13 seridarivus 13 Follow Jan 10 PLI 7.10 - Bypassing AI Knowledge Cutoffs with Auto-Data Synthesis # ai # devops # api # tdd 1 reaction Comments Add Comment 1 min read Claude Code Couldn't Fix My Workflows Automatically, So I Built a System to Fix Them Z. Song Z. Song Z. Song Follow Jan 9 Claude Code Couldn't Fix My Workflows Automatically, So I Built a System to Fix Them # claude # skill Comments Add Comment 2 min read Building a SaaS with Claude Code: Why Experience and Framework Choice Matter José José José Follow Jan 8 Building a SaaS with Claude Code: Why Experience and Framework Choice Matter # claude # cloud Comments Add Comment 3 min read 20 Plus AI Coding Tools for Dev Workflows in 2026 Devin Rosario Devin Rosario Devin Rosario Follow Jan 7 20 Plus AI Coding Tools for Dev Workflows in 2026 # ai # devops # opensource # programming Comments Add Comment 6 min read 🚀 I shipped 47 features in ONE WEEK with Claude and it was INSANE 🔥 Niclas Olofsson Niclas Olofsson Niclas Olofsson Follow Jan 5 🚀 I shipped 47 features in ONE WEEK with Claude and it was INSANE 🔥 # vibecoding # ai # claudecode # programming 2 reactions Comments Add Comment 3 min read Help Us Understand How LLM Hallucinations Impact Their Use in Software Development! Emil Hacklin Emil Hacklin Emil Hacklin Follow Jan 4 Help Us Understand How LLM Hallucinations Impact Their Use in Software Development! # discuss # ai # chatgpt Comments Add Comment 1 min read HTMX in 2026: Why Hypermedia is Dominating the Modern Web Del Rosario Del Rosario Del Rosario Follow Jan 7 HTMX in 2026: Why Hypermedia is Dominating the Modern Web # htmx # webdev # architecture # frontend Comments Add Comment 5 min read I’m Not Technical But I’m Rebuilding Random Video Chat by Fixing the Parts Code Never Touched mark gjura mark gjura mark gjura Follow Jan 2 I’m Not Technical But I’m Rebuilding Random Video Chat by Fixing the Parts Code Never Touched # ai # devops # games Comments Add Comment 3 min read Why Is Controlling the Output of Generative AI Systems Important? tracko tracko tracko Follow Dec 29 '25 Why Is Controlling the Output of Generative AI Systems Important? # webdev # programming # ai # beginners Comments Add Comment 3 min read Solved: Understanding PPC Management — What Are the Most Important Factors Today? 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Alex Rodov Alex Rodov Alex Rodov Follow Dec 25 '25 How Does a Senior Program Manager Use Microsoft Planner to Stay on Track? # ai # agents # microsoft # powerplatform Comments Add Comment 3 min read How to Build AI-Based Recommendation Systems in Mobile Apps (2026 Guide) Eira Wexford Eira Wexford Eira Wexford Follow Dec 26 '25 How to Build AI-Based Recommendation Systems in Mobile Apps (2026 Guide) # ai # appdevelopment # devops Comments Add Comment 8 min read From Scripts to Systems: Agent-Driven Shell Automation in 2026 Del Rosario Del Rosario Del Rosario Follow Jan 8 From Scripts to Systems: Agent-Driven Shell Automation in 2026 # bash # automation # ai # devops Comments Add Comment 4 min read Why I Changed Humoropedia GPT Launch Date, Or Product Hunt Launch Tips You Can Use Roman Marshanski Roman Marshanski Roman Marshanski Follow Dec 25 '25 Why I Changed Humoropedia GPT Launch Date, Or Product Hunt Launch Tips You Can Use # producthunt # chatgpt # ai Comments Add Comment 5 min read How Machine Learning Personalizes User Experiences in Meditation Apps Ava Isley Ava Isley Ava Isley Follow Dec 23 '25 How Machine Learning Personalizes User Experiences in Meditation Apps # ai # software # app Comments Add Comment 5 min read loading... #discuss Discussion threads targeting the whole community #watercooler Light, and off-topic conversation. 💎 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. 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https://www.highlight.io/compare/highlight-vs-sprig | highlight.io: The open source monitoring platform. Star us on GitHub Star Migrate your Highlight account to LaunchDarkly by February 28, 2026. Learn more on our blog. Product Integrations Pricing Resources Docs Sign in Sign up Explore highlight.io The Open Source Sprig alternative Session replay of your frontend, fullstack error monitoring, and powerful logging. Get started for free Live demo Highlight.io vs Sprig A detailed comparison of Sprig and Highlight.io General Unlimited Team Members Support Ticket Integrations Self-hosted Options Analytics Integrations Self-serve Setup Session Replay Session Commenting Session Sharing Privacy SDKs Embedded, fullstack error monitoring Canvas & WebGL Recording Shadow DOM Recording Error Monitoring Embedded Session Replay Error Sharing Support for Backend SDKs Agent-less architecture Logging Frontend logging Backend logging Embedded replay and stacktraces Agent-less architecture What makes us different? Highlight.io is open source and transparent Highlight.io is built with transparency at its core, with a permissive license . Not only do we work in the open, but we also expose what we're working on, on our roadmap . The fact that Highlight.io is open source also makes it easy to integrate and build your own tools on-top of it, an advantage closed-source products like Sprig can't offer. Highlight.io constantly ships new features At Highlight.io, we ship quickly. We update our changelog with a recap of new features biweekly, and we share when these features are completed in our public roadmap . Plus, our community keeps pushing us to do more, so we're constantly adding new integrations . We work hard to keep Highlight.io ahead of the curve, and we're not afraid to show off our secret sauce. Full-stack Observability While Sprig provides a comprehensive set of separate features for session replay, it does not support error monitoring or logging. Highlight.io enables teams to monitor and optimize their entire tech stack, pairing server-side infrastructure with your frontend web applications. This makes Highlight.io a more comprehensive solution for developers who need to monitor their entire tech stack, in a simple, easy to implement solution. Master OpenTelemetry with our Free Comprehensive Course From fundamentals to advanced implementations, learn how OpenTelemetry can transform your engineering team's observability practices. Ideal for engineering leaders and developers building production-ready monitoring solutions. Start Learning Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. Read our customer review section → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
https://forem.com/t/cicd | Cicd - 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 DEV Community Close # cicd Follow Hide CI/CD pipelines and automation Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Shift-Left Reliability Rob Fox Rob Fox Rob Fox Follow Jan 12 Shift-Left Reliability # sre # devops # cicd # platformengineering Comments Add Comment 4 min read XCode Cloud Build fails due Command exited with non-zero exit-code: 70 Alexander Hodes Alexander Hodes Alexander Hodes Follow Jan 12 XCode Cloud Build fails due Command exited with non-zero exit-code: 70 # appdev # ios # cicd Comments Add Comment 4 min read Putting the CD Back into CI/CD: A Guide to Continuous Deployment Audacia Audacia Audacia Follow Jan 12 Putting the CD Back into CI/CD: A Guide to Continuous Deployment # devops # cicd # git # software Comments Add Comment 7 min read 🧩 Runtime Snapshots #11 — The Design Loop: From 'Make It Like That Site' to Pixel-Perfect Code Alechko Alechko Alechko Follow Jan 11 🧩 Runtime Snapshots #11 — The Design Loop: From 'Make It Like That Site' to Pixel-Perfect Code # e2llm # cicd # webdev # automation 1 reaction Comments Add Comment 4 min read [Tutorial] CI/CD Architecture for a Hugo Blog on Cloud Run Evan Lin Evan Lin Evan Lin Follow Jan 11 [Tutorial] CI/CD Architecture for a Hugo Blog on Cloud Run # architecture # cicd # cloud # tutorial Comments Add Comment 3 min read [Golang][Render] Deploying a Golang App to Render.com with GitHub Actions Evan Lin Evan Lin Evan Lin Follow Jan 11 [Golang][Render] Deploying a Golang App to Render.com with GitHub Actions # cicd # github # go # tutorial Comments Add Comment 2 min read [TIL] Deploying to Heroku with Github Releases and Golang Evan Lin Evan Lin Evan Lin Follow Jan 11 [TIL] Deploying to Heroku with Github Releases and Golang # cicd # github # tutorial # go Comments Add Comment 2 min read Why Helm Chart Testing Matters (And How to Choose Your Tools) Alexandre Vazquez Alexandre Vazquez Alexandre Vazquez Follow Jan 11 Why Helm Chart Testing Matters (And How to Choose Your Tools) # helm # cicd # cloudnative # devops 2 reactions Comments Add Comment 11 min read How I Automated Database Seeding in CI/CD with One API Call DDLTODATA DDLTODATA DDLTODATA Follow Jan 11 How I Automated Database Seeding in CI/CD with One API Call # postgressql # api # cicd # automation Comments Add Comment 5 min read 🚀 Build, Push, and Deploy a Python App image to Cloud Run Using Google Cloud Build Triggers Latchu@DevOps Latchu@DevOps Latchu@DevOps Follow Jan 9 🚀 Build, Push, and Deploy a Python App image to Cloud Run Using Google Cloud Build Triggers # devops # gcp # cicd # containers 5 reactions Comments Add Comment 2 min read 🧩 Runtime Snapshots #10 — The Loop: E2LLM in Production Alechko Alechko Alechko Follow Jan 9 🧩 Runtime Snapshots #10 — The Loop: E2LLM in Production # e2llm # cicd # webdev # automation Comments Add Comment 3 min read 🧩 Runtime Snapshots #10 — The Loop: E2LLM in Production Alechko Alechko Alechko Follow Jan 9 🧩 Runtime Snapshots #10 — The Loop: E2LLM in Production # e2llm # cicd # webdev # automation Comments Add Comment 3 min read dgoss: Testing the Container, Not Just the Image Francis Eytan Dortort Francis Eytan Dortort Francis Eytan Dortort Follow Jan 9 dgoss: Testing the Container, Not Just the Image # docker # cicd # devsecops # containers Comments Add Comment 6 min read Bastion Host & GitHub Actions on Hostim.dev Pavel Pavel Pavel Follow Jan 8 Bastion Host & GitHub Actions on Hostim.dev # docker # githubactions # cicd # ci Comments Add Comment 2 min read Self-hosted Gitea CI Diogo Diogo Diogo Follow Jan 5 Self-hosted Gitea CI # cicd # devops # docker # tutorial Comments Add Comment 4 min read What I Learned Deploying a Java Application on AWS Using a 3-Tier Architecture Miracle Olorunsola Miracle Olorunsola Miracle Olorunsola Follow Jan 7 What I Learned Deploying a Java Application on AWS Using a 3-Tier Architecture # devops # aws # cicd 1 reaction Comments 1 comment 1 min read The Hidden Pay of Free Test Reporting Tools TestDino TestDino TestDino Follow Jan 7 The Hidden Pay of Free Test Reporting Tools # playwright # opensource # cicd # testing Comments 1 comment 4 min read AI-generated code will choke delivery pipelines srvaroa srvaroa srvaroa Follow Jan 6 AI-generated code will choke delivery pipelines # softwareengineering # cicd # productivity # ai Comments Add Comment 7 min read Day 5: Choosing Our Hosting - How We'll Run This for Under $20/month Erik Erik Erik Follow for Allscreenshots Jan 5 Day 5: Choosing Our Hosting - How We'll Run This for Under $20/month # infrastructureascode # cicd Comments Add Comment 6 min read Day 4: Setting Up CI/CD Erik Erik Erik Follow for Allscreenshots Jan 4 Day 4: Setting Up CI/CD # kotlin # cicd # github Comments Add Comment 7 min read Integration Testing: Definition, How-to, Examples Alok Kumar Alok Kumar Alok Kumar Follow Jan 5 Integration Testing: Definition, How-to, Examples # testing # cicd # automation # software Comments Add Comment 12 min read Beyond CI/CD: The 5 DevOps Pillars You Need to Master in 2026 Meena Nukala Meena Nukala Meena Nukala Follow Jan 4 Beyond CI/CD: The 5 DevOps Pillars You Need to Master in 2026 # devops # ai # productivity # cicd Comments Add Comment 2 min read Deploying An Eleventy Site to NeoCities with GitLab CI/CD Brennan K. Brown Brennan K. Brown Brennan K. Brown Follow Jan 4 Deploying An Eleventy Site to NeoCities with GitLab CI/CD # cicd # webdev # bash # git Comments Add Comment 6 min read Docker is Overkill: Setting Up Lightweight CI/CD for Solo Devs Akshith Anand Akshith Anand Akshith Anand Follow Jan 4 Docker is Overkill: Setting Up Lightweight CI/CD for Solo Devs # webdev # cicd # githubactions # docker 1 reaction Comments Add Comment 7 min read Jenkins CI/CD Project Sushil Baligar Sushil Baligar Sushil Baligar Follow Jan 3 Jenkins CI/CD Project # jenkins # cicd # devops # aws Comments Add Comment 3 min read loading... trending guides/resources CI/CD on Local Gitlab server| Setup GitLab Runner | Self-hosted GitLab AWS community day Workshop: Building Your First DevOps Blue/Green Pipeline with ECS Injecting AI Agents into CI/CD: Using GitHub Copilot CLI in GitHub Actions for Smart Failures Tag-Based Deployment in Jenkins CI/CD Using GitHub — A Practical Guide Alternatives to GitHub Actions for self-hosted runners Helm for DevOps Engineers: From Basics to CI/CD Integration (Complete Practical Guide) How to Build a Real-World CI/CD Pipeline for Microservices with Jenkins and Kubernetes How to set up Slack notifications from GitLab CI/CD using the Slack API How I Built a Secure CI/CD Pipeline Using Kaniko, Jenkins, and Kubernetes 🚀 Building an AI-Powered Code Reviewer for Bitbucket Using Groq & Pipelines GitLab CI/CD for Next.js — Part 0: Project & Repository Setup Production-Ready Terraform - Part 3: The Finale — Automating Terraform with CI/CD Implementing a Self-Healing Serverless CICD Pipeline with AWS Developer Tools. Mastering Istio Canary Deployments: Full CI/CD Pipeline with Jenkins, GitHub Actions & ArgoCD Forge: Lightweight, Fast, and Reliable Local CI/CD CI/CD for Electron Desktop Apps Auto-Update, CDN, Azure Blob, Matrix Build & OS-Level Security Deploying a PHP Web App to Azure App Service CI/CD Pipelines 🚀Deploying a Node.js App to Google Cloud VM with GitHub Actions CI/CD Setup Bayan Flow 0.2.0: finishing the foundations (i18n, RTL, tests, and small UX wins) semantic-release : quand la CI gère nos versions à notre place 💎 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 — 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 . 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https://dev.to/ben-santora/is-an-ai-model-software-a-low-level-technical-view-592l#comments | Is an AI Model Software? – A Low‑Level Technical View - 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 Ben Santora Posted on Jan 12 Is an AI Model Software? – A Low‑Level Technical View # ai # architecture # discuss # software I recently posted an article here on dev.to documenting my experiences testing small and large language models. I'm an engineering technician, not a software engineer, developer, programmer or coder. Since dev.to is a platform for those in the software field, it got me thinking about whether AI is really software or not and whether I should actually be posting my AI articles here. AI is so intertwined with software these days that it seems like an odd question. When we speak casually, we answer “yes”: large‑language models (LLMs) and small‑language models (SLMs) are built by engineers, shipped through software pipelines, and are run by programs. Yet at the level of a systems programmer, compiler writer, or hardware designer, the question is far from trivial. What exactly is an AI model, what does it contain, and does it satisfy the technical definition of software? For the purpose of hardware and systems design, software is executable logic—a sequence of instructions (machine code, bytecode, or interpreted source) that a processor can execute. It embodies control flow: branches, loops, calls, and returns. Anything that resolves to an instruction stream that a CPU or accelerator can run qualifies as software. Conversely, a file that merely stores data, even if it is bundled with an application, does not truly meet this definition. In the purest sense, a trained small or large language model is typically distributed as a file with extensions such as .safetensors, .gguf, or .pth. Inside are large multidimensional arrays of numbers—weights and biases learned during training. These numbers parameterize a fixed mathematical function: they tell a neuron how strongly to influence another, how to weight a feature, and how signals propagate through layers. Crucially, the model file contains no control flow. There are no conditionals, loops, or instructions that say “if X then Y.” It is not an algorithm; it is a parameterization of an algorithm that lives elsewhere. Formats like safetensors are deliberately designed to store only raw data and metadata, explicitly forbidding embedded executable code to prevent remote‑code‑execution attacks. This design choice underscores the fact that models are intended to be inert data, not executable artifacts. Let's ask whether a model can be executed directly. A CPU cannot interpret a .gguf file; a GPU cannot run it without a driver; you cannot make the file executable (chmod +x) and launch it. To produce output, the model must be loaded into an inference engine—software written in C++, Python, Rust, etc. that knows the model’s architecture, performs tensor operations, schedules work, and handles memory. All the logic that multiplies matrices, applies activation functions, and manages caches lives in this runtime, not in the model. The same model file can behave in dramatically different ways depending on the runtime, hardware, precision, or quantization scheme used. This dependency draws a clear line between data (the model) and the software (the inference engine) running that model. Neural networks blur the classic boundary between data and code. In conventional programs, behavior is encoded explicitly in conditionals and loops. In a neural net, behavior is encoded implicitly in numerical weights: tweaking millions of numbers can change the system’s output in the same way software output can be changed by rewriting thousands of lines of code. Nevertheless, the weights describe what values to use, not how to compute them. The algorithm—the “how”—is fixed and external; the weights are merely coefficients inside that algorithm. That is why two different runtimes can load the same model and still produce identical results while employing completely different execution strategies. The software determines the execution; the model supplies the parameters. Much of the association of these models as being software stems from one of their most commonly used applications - as developer‑assistant tools like Claude Opus, Qwen or Copilot. But generating source code is just one application of a general‑purpose statistical model. Whether a model writes Python, translates languages, predicts protein structures, or classifies images does not alter its internal structure. A model that outputs code is no more “software” than a CSV file that contains code snippets. Take a model file and compute its checksum—leave every byte untouched. Now change only the surrounding stack: swap PyTorch for llama.cpp, move from CUDA to CPU, quantize from fp32 to int4, or switch from AVX2 to AVX‑512. The model remains identical, yet latency, memory usage, and even numerical results can vary by orders of magnitude. The only thing that changed is the executable logic, confirming that the model itself is NOT software. In practice, models are versioned, distributed, cached, deployed, and rolled back just like any other software component. They live in repositories, have compatibility constraints, and are monitored for regressions. But they are not software. An AI model, in isolation, is data—a trained numerical artifact that encodes the parameters of a mathematical function. It contains no executable logic, control flow, or instructions. Only when an inference engine (software) interprets those numbers does the model become part of a software system. This distinction matters for correctness, security, auditing, and formal reasoning. It reminds us that modern AI does not replace algorithms with magic; it replaces hand‑written rules with learned parameters that are still evaluated by traditional code. So, having come up with the question myself, I came to the conclusion that no, an SLM or LLM is not software; it is a trained set of numbers that becomes part of a software system only when interpreted by executable code. So thanks to Jess and company for letting me post a non-software article here! Hope you found this interesting. 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Right menu Shift-Left Reliability Rob Fox Rob Fox Rob Fox Follow Jan 12 Shift-Left Reliability # sre # devops # cicd # platformengineering Comments Add Comment 4 min read Cloud Sem Falência: O mínimo que você precisa saber de FinOps Ed Wantuil Ed Wantuil Ed Wantuil Follow Jan 12 Cloud Sem Falência: O mínimo que você precisa saber de FinOps # devops # cloud # braziliandevs 1 reaction Comments Add Comment 14 min read Building a Low-Code Blockchain Deployment Platform Kowshikkumar Reddy Makireddy Kowshikkumar Reddy Makireddy Kowshikkumar Reddy Makireddy Follow Jan 13 Building a Low-Code Blockchain Deployment Platform # showdev # blockchain # devops # tooling Comments Add Comment 9 min read Your "Atomic" Deploys Probably Aren't Atomic mojoatomic mojoatomic mojoatomic Follow Jan 12 Your "Atomic" Deploys Probably Aren't Atomic # devops # deployment # linux # macos Comments Add Comment 3 min read J'ai galéré pendant 3 semaines pour monter un cluster Kubernetes (et voilà ce que j'ai appris) BeardDemon BeardDemon BeardDemon Follow Jan 10 J'ai galéré pendant 3 semaines pour monter un cluster Kubernetes (et voilà ce que j'ai appris) # devops # kubernetes # learning Comments Add Comment 6 min read The Twelve-Factor App: 5 Surprising Truths About Modern Software Dhruv Dhruv Dhruv Follow Jan 12 The Twelve-Factor App: 5 Surprising Truths About Modern Software # twelvefactorapp # systemdesign # devops # softwareengineering Comments Add Comment 4 min read Setting Up Jenkins SSH Build Agents: A Complete Troubleshooting Guide Faruq2991 Faruq2991 Faruq2991 Follow Jan 10 Setting Up Jenkins SSH Build Agents: A Complete Troubleshooting Guide # beginners # devops # cloud # cloudcomputing 2 reactions Comments Add Comment 8 min read When to Use a Monorepo Devops Makeit-run Devops Makeit-run Devops Makeit-run Follow Jan 12 When to Use a Monorepo # nx # typescript # devops Comments Add Comment 7 min read AWS Athena: Query Your S3 Data Without Setting Up a Database Saksham Paliwal Saksham Paliwal Saksham Paliwal Follow Jan 12 AWS Athena: Query Your S3 Data Without Setting Up a Database # devops # aws # athena # awschallenge Comments Add Comment 4 min read The Features I Killed to Ship The 80 Percent App in 4 Weeks Malawige Inusha Thathsara Gunasekara Malawige Inusha Thathsara Gunasekara Malawige Inusha Thathsara Gunasekara Follow Jan 12 The Features I Killed to Ship The 80 Percent App in 4 Weeks # flutter # softwareengineering # devops # learning Comments Add Comment 4 min read From Vibe-Coding to Engineering: My 48-Hour Battle with Docker & Windows Zakariyau Mukhtar Zakariyau Mukhtar Zakariyau Mukhtar Follow Jan 12 From Vibe-Coding to Engineering: My 48-Hour Battle with Docker & Windows # devops # programming # cloud Comments Add Comment 3 min read LAB: ConfigMap & Secret — From Developer Code to DevOps Troubleshooting Aisalkyn Aidarova Aisalkyn Aidarova Aisalkyn Aidarova Follow Jan 12 LAB: ConfigMap & Secret — From Developer Code to DevOps Troubleshooting # devops # kubernetes # security # tutorial 1 reaction Comments Add Comment 6 min read Your AI Bills Tripled Last Month. 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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 Ben Halpern A Canadian software developer who thinks he’s funny. Location NY Joined Joined on Dec 27, 2015 Email address ben@forem.com Personal website http://benhalpern.com github website twitter website Education Mount Allison University Pronouns He/him Work Co-founder at Forem 10,000 Thumbs Up Milestone Awarded for giving 10,000 thumbs ups (👍) to a variety of posts across DEV. This is a mod-exclusive badge. Got it Close 15 Top 7 Awarded for having a post featured in the weekly "must-reads" list. 🙌 Got it Close #Discuss Awarded for sharing the top weekly post under the #discuss tag. Got it Close 24 Week Community Wellness Streak You're a consistent community enthusiast! Keep up the good work by posting at least 2 comments per week for 24 straight weeks. 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Experiment with lots. Currently learning Dabbling in all the technology needed to scale our site, on the human side and the computer side. Currently hacking on I'm working on this website that you're reading. It's fun. Post 1872 posts published Comment 11082 comments written Tag 79 tags followed Pin Pinned My Public Inbox Ben Halpern Ben Halpern Ben Halpern Follow Feb 23 '21 My Public Inbox # ama # publicinbox 151 reactions Comments 123 comments 1 min read For Empowering Community Ben Halpern Ben Halpern Ben Halpern Follow for The DEV Team May 28 '20 For Empowering Community # meta # opensource 805 reactions Comments 109 comments 6 min read Medium Was Never Meant to Be a Part of the Developer Ecosystem Ben Halpern Ben Halpern Ben Halpern Follow for The DEV Team Jun 3 '19 Medium Was Never Meant to Be a Part of the Developer Ecosystem # meta 828 reactions Comments 89 comments 5 min read It's perfectly fine to only code at work, don't let anyone tell you otherwise. Ben Halpern Ben Halpern Ben Halpern Follow Feb 17 '18 It's perfectly fine to only code at work, don't let anyone tell you otherwise. # career # productivity 591 reactions Comments 60 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jan 12 Meme Monday # discuss # watercooler # jokes 19 reactions Comments 18 comments 1 min read Want to connect with Ben Halpern? Create an account to connect with Ben Halpern. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in When is a side project worth committing to? Ben Halpern Ben Halpern Ben Halpern Follow Jan 8 When is a side project worth committing to? # showdev # ai # gemini # sideprojects 53 reactions Comments 15 comments 3 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jan 5 Meme Monday # discuss # jokes # watercooler 23 reactions Comments 27 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Dec 29 '25 Meme Monday # discuss # watercooler # jokes 29 reactions Comments 22 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Dec 22 '25 Meme Monday # discuss # watercooler # jokes 36 reactions Comments 31 comments 1 min read You can now embed Cloud Run deployments directly in your DEV posts! Ben Halpern Ben Halpern Ben Halpern Follow for The DEV Team Dec 16 '25 You can now embed Cloud Run deployments directly in your DEV posts! # news # cloud # devto # forem 46 reactions Comments 7 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Dec 15 '25 Meme Monday # discuss # watercooler # jokes 49 reactions Comments 41 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Dec 8 '25 Meme Monday # jokes # watercooler # discuss 21 reactions Comments 46 comments 1 min read You can now use YouTube videos as your cover video on DEV Posts (Also Mux and Twitch videos) Ben Halpern Ben Halpern Ben Halpern Follow for The DEV Team Dec 3 '25 You can now use YouTube videos as your cover video on DEV Posts (Also Mux and Twitch videos) # news # community # devto # forem 75 reactions Comments 24 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Dec 1 '25 Meme Monday # discuss # watercooler # jokes 29 reactions Comments 45 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Nov 24 '25 Meme Monday # discuss # watercooler # jokes # webdev 40 reactions Comments 76 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Nov 17 '25 Meme Monday # discuss # watercooler # jokes 46 reactions Comments 45 comments 1 min read Cover Image Generation Now an Option in the DEV Editor Ben Halpern Ben Halpern Ben Halpern Follow for The DEV Team Nov 13 '25 Cover Image Generation Now an Option in the DEV Editor # community # forem # ai # design 152 reactions Comments 31 comments 2 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Nov 10 '25 Meme Monday # discuss # watercooler # jokes 25 reactions Comments 36 comments 1 min read New Music Monday Threads 🎵🎶 Ben Halpern Ben Halpern Ben Halpern Follow Nov 3 '25 New Music Monday Threads 🎵🎶 # music # community 15 reactions Comments 1 comment 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Nov 3 '25 Meme Monday # jokes # discuss # watercooler 22 reactions Comments 59 comments 1 min read Uniqueness constraints Ben Halpern Ben Halpern Ben Halpern Follow Oct 29 '25 Uniqueness constraints 8 reactions Comments Add Comment 1 min read Can we find calm in a world of chaos? Ben Halpern Ben Halpern Ben Halpern Follow Oct 29 '25 Can we find calm in a world of chaos? # tedx # mentalhealth 20 reactions Comments Add Comment 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Oct 27 '25 Meme Monday # discuss # watercooler # jokes 23 reactions Comments 42 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Oct 20 '25 Meme Monday # discuss # watercooler # jokes 24 reactions Comments 43 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Oct 13 '25 Meme Monday # discuss # jokes # watercooler 26 reactions Comments 26 comments 1 min read Welcome to the Golf Forem! Ben Halpern Ben Halpern Ben Halpern Follow Oct 9 '25 Welcome to the Golf Forem! # welcome 10 reactions Comments 7 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Oct 6 '25 Meme Monday # discuss # watercooler # jokes 32 reactions Comments 39 comments 1 min read Hindsight at Bethpage: The Principles Keegan Looked Past Ben Halpern Ben Halpern Ben Halpern Follow Oct 3 '25 Hindsight at Bethpage: The Principles Keegan Looked Past # pgatour # rydercup # coursearchitecture # coursestrategy 11 reactions Comments Add Comment 3 min read Preloading the DEV (and Forem) home feed and sidebar for substantial performance benefits Ben Halpern Ben Halpern Ben Halpern Follow for The DEV Team Oct 3 '25 Preloading the DEV (and Forem) home feed and sidebar for substantial performance benefits # webdev # frontend # performance # webperf 51 reactions Comments 1 comment 2 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Sep 29 '25 Meme Monday # discuss # jokes # watercooler 27 reactions Comments 36 comments 1 min read Cloud agents vs local editor as center of the vibe coding world Ben Halpern Ben Halpern Ben Halpern Follow Sep 22 '25 Cloud agents vs local editor as center of the vibe coding world # ai # cursorai # ona # serverless 2 reactions Comments Add Comment 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Sep 22 '25 Meme Monday # discuss # watercooler # jokes 31 reactions Comments 47 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Sep 15 '25 Meme Monday # discuss # watercooler # jokes 34 reactions Comments 51 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Sep 8 '25 Meme Monday # discuss # watercooler # jokes 39 reactions Comments 93 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Sep 1 '25 Meme Monday # discuss # jokes # watercooler 57 reactions Comments 109 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Aug 25 '25 Meme Monday # discuss # jokes # watercooler 17 reactions Comments 45 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Aug 18 '25 Meme Monday # discuss # jokes # watercooler 26 reactions Comments 58 comments 1 min read All work and no play makes Cursor a dull boy Ben Halpern Ben Halpern Ben Halpern Follow Aug 12 '25 All work and no play makes Cursor a dull boy # cursorai # ai # weird 10 reactions Comments 1 comment 27 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Aug 11 '25 Meme Monday # discuss # jokes # watercooler 31 reactions Comments 46 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Aug 4 '25 Meme Monday # discuss # watercooler # jokes 43 reactions Comments 58 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jul 28 '25 Meme Monday # discuss # watercooler # jokes 26 reactions Comments 98 comments 1 min read me rn Ben Halpern Ben Halpern Ben Halpern Follow Jul 21 '25 me rn 5 reactions Comments Add Comment 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jul 21 '25 Meme Monday # discuss # jokes # watercooler 31 reactions Comments 138 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jul 14 '25 Meme Monday # jokes # discuss # watercooler 46 reactions Comments 65 comments 1 min read video_source_url in the API can now accept a youtube.com url Ben Halpern Ben Halpern Ben Halpern Follow Jul 7 '25 video_source_url in the API can now accept a youtube.com url 5 reactions Comments Add Comment 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jul 7 '25 Meme Monday # discuss # watercooler # jokes 52 reactions Comments 77 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jun 30 '25 Meme Monday # discuss # watercooler # jokes 38 reactions Comments 65 comments 1 min read Let's watch! Ben Halpern Ben Halpern Ben Halpern Follow Jun 24 '25 Let's watch! 4 reactions Comments Add Comment 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jun 23 '25 Meme Monday # discuss # jokes # watercooler 61 reactions Comments 69 comments 1 min read Evolving Our Infrastructure: Why We Moved from Heroku Postgres to Neon Ben Halpern Ben Halpern Ben Halpern Follow for The DEV Team Jun 19 '25 Evolving Our Infrastructure: Why We Moved from Heroku Postgres to Neon # forem # opensource # postgres # database 72 reactions Comments 12 comments 5 min read New bandcamp embed is live Ben Halpern Ben Halpern Ben Halpern Follow Jun 16 '25 New bandcamp embed is live # embeds 5 reactions Comments Add Comment 1 min read Testing Bandcamp embed Ben Halpern Ben Halpern Ben Halpern Follow Jun 16 '25 Testing Bandcamp embed # bandcamp 7 reactions Comments 3 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jun 16 '25 Meme Monday # discuss # watercooler # jokes 47 reactions Comments 74 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jun 9 '25 Meme Monday # discuss # watercooler # jokes 66 reactions Comments 85 comments 1 min read Moving billboard event counting into a background job Ben Halpern Ben Halpern Ben Halpern Follow Jun 4 '25 Moving billboard event counting into a background job # performance 5 reactions Comments Add Comment 1 min read Exciting Community News: We're Partnering with Google AI! Ben Halpern Ben Halpern Ben Halpern Follow for The DEV Team Jun 3 '25 Exciting Community News: We're Partnering with Google AI! # meta # ai # google # webdev 408 reactions Comments 137 comments 4 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jun 2 '25 Meme Monday # discuss # jokes # watercooler 54 reactions Comments 81 comments 1 min read WeedWarden: Prototype autonomous lawn weeding bot Ben Halpern Ben Halpern Ben Halpern Follow May 28 '25 WeedWarden: Prototype autonomous lawn weeding bot # robotics # ai 17 reactions Comments Add Comment 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow May 26 '25 Meme Monday # discuss # watercooler # jokes 82 reactions Comments 103 comments 1 min read Any AI System that Costs People Time is Systematically Flawed Ben Halpern Ben Halpern Ben Halpern Follow May 21 '25 Any AI System that Costs People Time is Systematically Flawed # ai # employment # productivity 16 reactions Comments 1 comment 2 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow May 19 '25 Meme Monday # discuss # watercooler # jokes 63 reactions Comments 119 comments 1 min read "Listings" have been fully removed from Forem Core Ben Halpern Ben Halpern Ben Halpern Follow May 14 '25 "Listings" have been fully removed from Forem Core # listings # product # deprecation 20 reactions Comments 1 comment 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow May 12 '25 Meme Monday # jokes # watercooler # discuss 64 reactions Comments 121 comments 1 min read A new space for discussions surrounding the Forem core open source project Ben Halpern Ben Halpern Ben Halpern Follow for The DEV Team May 8 '25 A new space for discussions surrounding the Forem core open source project # announcement 23 reactions Comments 9 comments 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 — 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. 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https://dev.to/codebunny20 | codebunny20 - 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 codebunny20 I'm a trans woman and after I started my transition I started learning python and other code languages and fell down the rabbit hole and now I'm hooked. Joined Joined on Jan 2, 2026 Email address xavierfields89@gmail.com Personal website https://www.notion.so/CurioCorner-Homepage-2b1f0fe9ca6480abb7c7ceeefaff8c70?source=copy_link github website Education high school Pronouns She/Her Work hopefully freelance some day More info about @codebunny20 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 Skills/Languages i only Know python and the tkinter and customtkinter but I've messed around with kivy pyside6, Qt, but my favorite so far is pyside6 Currently learning I started learning python a little over a a year ago like app development, Currently hacking on a passion project i call the HRT Journey Tracker Suite to have a safe private way to log and track any aspect of your journey Available for I mainly like the Ui and ux area of app development but still not that good at it I'm learning by working on my project app to track my HRT journey Post 7 posts published Comment 4 comments written Tag 0 tags followed Building Voice Trainer: a tiny, local‑first pitch analysis tool for gender‑affirming voice practice codebunny20 codebunny20 codebunny20 Follow Jan 12 Building Voice Trainer: a tiny, local‑first pitch analysis tool for gender‑affirming voice practice # showdev # opensource # privacy # tooling Comments Add Comment 1 min read Want to connect with codebunny20? 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Sign in 🌈 Looking for help if possible: I’m Stuck on My TrackMyHRT App (Medication + Symptom Tracker) codebunny20 codebunny20 codebunny20 Follow Jan 12 🌈 Looking for help if possible: I’m Stuck on My TrackMyHRT App (Medication + Symptom Tracker) # discuss # programming # python # opensource 14 reactions Comments 6 comments 2 min read 🌈 Looking for Guidance: I’m Building an HRT Journey Tracker Suite, but I’m Stuck codebunny20 codebunny20 codebunny20 Follow Jan 10 🌈 Looking for Guidance: I’m Building an HRT Journey Tracker Suite, but I’m Stuck # discuss # architecture # help # privacy Comments 2 comments 2 min read 🌈 HRT Journey Tracker Suite codebunny20 codebunny20 codebunny20 Follow Jan 9 🌈 HRT Journey Tracker Suite # webdev # programming # python # opensource 7 reactions Comments 4 comments 2 min read Looking for Collaborators & Feedback: Building a Free, Accessible HRT Journey Tracker for the Trans Community codebunny20 codebunny20 codebunny20 Follow Jan 5 Looking for Collaborators & Feedback: Building a Free, Accessible HRT Journey Tracker for the Trans Community # programming # beginners # python # learning Comments Add Comment 2 min read Building My HRT Journey Tracker Workspace: A Modular, Accessible Toolset for the Trans Community codebunny20 codebunny20 codebunny20 Follow Jan 5 Building My HRT Journey Tracker Workspace: A Modular, Accessible Toolset for the Trans Community # beginners # python # opensource # appdevelopment 1 reaction Comments Add Comment 2 min read HRT Journey Tracker — Dev Suite codebunny20 codebunny20 codebunny20 Follow Jan 2 HRT Journey Tracker — Dev Suite # beginners # python # pyside6 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://future.forem.com/om_shree_0709/i-almost-fell-for-a-last-wish-scam-heres-what-you-need-to-know-4g4i | I Almost Fell for a “Last Wish” Scam : Here’s What You Need to Know - Future 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 Future 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 Om Shree Posted on Jan 12 • Originally published at Medium I Almost Fell for a “Last Wish” Scam : Here’s What You Need to Know # discuss # scam # security # privacy Recently, I received an unsolicited email that initially seemed like a heartfelt plea for help but quickly revealed itself as a classic scam. By sharing my experience, I hope to educate others on recognizing and avoiding these deceptive schemes, which have trapped countless victims worldwide. The Email That Started It All " A few days ago, I received an email from someone named Lucía Martina, claiming to be a 58-year-old woman from New Zealand battling terminal breast cancer. She wrote from a Gmail address ( luciamartina757@gmail.com ), introducing herself with a polite inquiry: "How are you doing? I have something to discuss with you." Nothing unusual. So I replied politely. Curious, I responded briefly, asking for more details. Her reply painted a tragic picture: orphaned and raised in a motherless babies' home, married for 20 years to her late husband Alexandra Paul (supposedly a U.S. Embassy worker in Washington, D.C., who died in a 2017 car accident), and childless. She claimed to have sold all her belongings after his death, depositing $4.3 million into a "non-residential" bank account. Now, confined to a hospital bed in London, unable to speak, and given only two months to live, she sought a "God-fearing" partner to donate at least 60% of the funds to charities or orphanages. In exchange, she promised I wouldn't regret it if my "heart is pure and sincere," and she'd provide bank details upon my agreement. Emotional Hooks and Red Flags The email tugged at the heartstrings. References to faith, charity, and impending death are designed to evoke sympathy. But I saw some red flags: grammatical errors, inconsistent details (e.g., a New Zealander in a London hospital with U.S. ties), and the unsolicited nature of the contact. It felt too scripted and just too urgent. Unmasking the Scam: A Common Fraudulent Tactic Upon reflection and research, this email matches the blueprint of an "Advance-fee fraud" or "419 scam" (named after the Nigerian criminal code section often associated with it, though perpetrators operate globally). In this variant, known as the "dying widow" or "inheritance scam," the sender poses as a terminally ill person (often a widow with cancer) offering a fortune in exchange for help distributing it to charities. The goal? To lure victims into providing personal information, paying "fees" for transfers, or even traveling abroad, only to be fleeced. Similar scams have been documented extensively. For instance, the U.S. Federal Trade Commission (FTC) and Interpol report thousands of such cases annually, with variations involving names like "Mrs. Mary Williams" or "Dr. John Smith." In my case, searches for "Lucia Martina inheritance scam" reveal identical emails circulating since at least 2020, often with the same backstory but slight tweaks to names or amounts. Cybersecurity firms like Kaspersky and Norton have flagged these as phishing attempts, where the next steps typically involve requests for bank details, "processing fees," or legal documents, leading to identity theft or financial loss. According to the FTC's 2023 Consumer Sentinel Network report, advance-fee scams cost Americans over $300 million that year alone, with global figures likely in the billions. Victims are often empathetic individuals, targeted via harvested email lists from data breaches or public directories. The emotional manipulation: appeals to religion, charity, and urgency, makes it particularly insidious. Red Flags to Watch For If you've received a similar email, here are key warning signs I noticed: Unsolicited Contact: Legitimate opportunities don't arrive out of the blue via email from strangers. Emotional Manipulation: Stories of terminal illness, orphanhood, or faith-based pleas are common hooks to bypass skepticism. Promises of Easy Money: Offers of millions for minimal effort, especially tied to "last wishes," scream fraud. Grammatical Errors and Inconsistencies: Poor English, mismatched details (e.g., a New Zealand resident with U.S. embassy ties in London), and generic phrasing. Urgency and Secrecy: Pressure to act quickly, often with claims of limited time due to health. Requests for Personal Info: They'll eventually ask for bank details, IDs, or fees, never share these. In my interaction, the sender's insistence on my "pure heart" and quick response was a telltale sign. Fortunately, I didn't proceed further. How to Protect Yourself and Report Scams Knowledge is your best defense. Here's what experts recommend: Verify Claims Use search engines to check names, stories, or email addresses. Tools like ScamAdviser or WhoIs can reveal fake domains. Don't Engage Reply only if necessary, but avoid sharing details. Mark as spam and delete. Report It In India, file a complaint via the National Cyber Crime Reporting Portal (cybercrime.gov.in) or your email provider. Globally, inform the FTC (reportfraud.ftc.gov) or IC3 (ic3.gov). Educate Others Share experiences on forums like Reddit's r/Scams or social media, but anonymize sensitive info. Use Security Tools Enable two-factor authentication, use antivirus software, and be wary of attachments. If you've fallen victim, contact your bank immediately and report to authorities, recovery is possible in some cases. Final Thoughts: Turning Awareness into Action My brush with this scam was a stark reminder that compassion can be weaponized. While I emerged unscathed, many aren't so lucky, losing savings or suffering emotional distress. By exposing these tactics, we can collectively dismantle them. If this article resonates, share it widely, let's make the internet a safer space for genuine connections, not exploitation. Remember, if it sounds too good (or too tragic) to be true, it probably is. Stay vigilant. This article is based on personal experience and publicly available scam reports as of January 2026. 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 Om Shree Follow Technical Evangelist | AI Researcher | Simplifying Complex AI & Agent Workflows for Developers Location India Education Jaypee University Of Information Technology Pronouns He/Him Work Founder of Shreesozo Joined Feb 27, 2025 More from Om Shree Tech Pulse – Weekly Tech Digest January 11, 2026 # ai # blockchain # security # science Tech Pulse: Wrapping 2025, Igniting 2026 # discuss # ai # security # science 📰 Tech Takes: A Whirlwind Day in Innovation on November 20, 2025 # ai # security # blockchain # 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 Future — News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. 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https://zeroday.forem.com/t/containers | Containers - Security 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 Security Forem Close # containers Follow Hide Security for container technologies like Docker and orchestration platforms like Kubernetes. Create Post Older #containers 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 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 Security Forem — Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike 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 . Security Forem © 2016 - 2026. Share. Secure. Succeed Log in Create account | 2026-01-13T08:48:47 |
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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 Amazon Web Services Follow Hide Amazon Web Services (AWS) is a collection of web services for computing, storage, machine learning, security, and more There are over 200+ AWS services as of 2023. Create Post submission guidelines Articles which primary focus is AWS are permitted to used the #aws tag. Older #aws posts 5 6 7 8 9 10 11 12 13 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Hello AWS Builders, I’m Cláudio Claudio Santos Claudio Santos Claudio Santos Follow Jan 5 Hello AWS Builders, I’m Cláudio # career # aws # cloud # ai Comments Add Comment 1 min read Identify AWS Network Services Ntombizakhona Mabaso Ntombizakhona Mabaso Ntombizakhona Mabaso Follow for AWS Community Builders Jan 5 Identify AWS Network Services # aws # cloud # cloudcomputing # cloudpractitioner Comments Add Comment 4 min read Road To Compliance: Will Your Internal Users Hate Your Platform Team? Davide de Paolis Davide de Paolis Davide de Paolis Follow Jan 10 Road To Compliance: Will Your Internal Users Hate Your Platform Team? # compliance # aws # serverless # publicspeaking Comments 1 comment 12 min read Using Amazon Bedrock with AWS Free Tier for the 10,000 AIdeas Competition 🛠️ Laura Salinas Laura Salinas Laura Salinas Follow for AWS Jan 6 Using Amazon Bedrock with AWS Free Tier for the 10,000 AIdeas Competition 🛠️ # aws # hackathon # ai 3 reactions Comments Add Comment 6 min read Organizing Architecture Patterns for Triggering AWS Glue Python Shell with S3 Events Aki Aki Aki Follow for AWS Community Builders Jan 6 Organizing Architecture Patterns for Triggering AWS Glue Python Shell with S3 Events # aws # dataengineering 4 reactions Comments Add Comment 6 min read I Took a Working Terraform Project and Rebuilt It Properly (ALB + EC2 + Modules + Remote State) Adil Khan Adil Khan Adil Khan Follow Jan 4 I Took a Working Terraform Project and Rebuilt It Properly (ALB + EC2 + Modules + Remote State) # terraform # devops # infrastructureascode # aws Comments Add Comment 5 min read Learning AWS? Start With These 3 Services Promise CK Promise CK Promise CK Follow Jan 5 Learning AWS? Start With These 3 Services # beginners # aws Comments Add Comment 1 min read How to Prepare for a Certification in any Tech Career Walter Alleyz Walter Alleyz Walter Alleyz Follow Jan 4 How to Prepare for a Certification in any Tech Career # certification # aws # cloud # programming Comments Add Comment 3 min read Centralizing Email Infrastructure on AWS with SESMailEngine Uros M. Uros M. Uros M. Follow Jan 4 Centralizing Email Infrastructure on AWS with SESMailEngine # architecture # aws # serverless Comments Add Comment 6 min read AWS Security Services: A Conversation Between Engineers Data Tech Bridge Data Tech Bridge Data Tech Bridge Follow Jan 4 AWS Security Services: A Conversation Between Engineers # aws # security # tutorial Comments Add Comment 24 min read Aurora Database with EC2 Hyelngtil Isaac Hyelngtil Isaac Hyelngtil Isaac Follow Jan 5 Aurora Database with EC2 # aws # database # cloudnative # cloudskills Comments Add Comment 3 min read The Myth of ‘Just Connect Lambda to RDS’ Steven Leung Steven Leung Steven Leung Follow Jan 4 The Myth of ‘Just Connect Lambda to RDS’ # serverless # aws # database Comments Add Comment 8 min read AWS Compute Optimizer Barbara Gaspar Barbara Gaspar Barbara Gaspar Follow Jan 4 AWS Compute Optimizer # aws # finops Comments Add Comment 2 min read Hypervisors Explained: How Virtual Machines Really Work in the Cloud Micheal Angelo Micheal Angelo Micheal Angelo Follow Jan 4 Hypervisors Explained: How Virtual Machines Really Work in the Cloud # aws # cloud # virtualization # infrastructure Comments Add Comment 3 min read Storage for Developers Dipali Kulshrestha Dipali Kulshrestha Dipali Kulshrestha Follow Jan 10 Storage for Developers # architecture # aws # developer # learning 1 reaction Comments 1 comment 2 min read Identify AWS Storage Services Ntombizakhona Mabaso Ntombizakhona Mabaso Ntombizakhona Mabaso Follow for AWS Community Builders Jan 6 Identify AWS Storage Services # aws # cloud # cloudcomputing # cloudpractitioner Comments Add Comment 3 min read Passing the AWS Machine Learning Engineer – Associate Exam (My Experience & Tips) Thu Kha Kyawe Thu Kha Kyawe Thu Kha Kyawe Follow Jan 4 Passing the AWS Machine Learning Engineer – Associate Exam (My Experience & Tips) # aws # certification Comments Add Comment 2 min read Backup Management Is Now Available in Bult.ai Bult.ai Bult.ai Bult.ai Follow Jan 5 Backup Management Is Now Available in Bult.ai # webdev # aws # googlecloud # azure Comments Add Comment 2 min read A Common AWS Signup Pitfall: Auto-Filled Name During Identity Verification Micheal Angelo Micheal Angelo Micheal Angelo Follow Jan 4 A Common AWS Signup Pitfall: Auto-Filled Name During Identity Verification # aws # beginners # cloud Comments Add Comment 2 min read 🚨 AWS 125: Guardian of the Cloud - Setting Up CloudWatch Alarms Hritik Raj Hritik Raj Hritik Raj Follow Jan 5 🚨 AWS 125: Guardian of the Cloud - Setting Up CloudWatch Alarms # aws # cloudwatch # monitoring # 100daysofcloud Comments Add Comment 3 min read Day 31: Configuring a Private RDS Instance for Application Development Thu Kha Kyawe Thu Kha Kyawe Thu Kha Kyawe Follow Jan 4 Day 31: Configuring a Private RDS Instance for Application Development # aws # 100daysofcloudaws Comments Add Comment 2 min read Day 30: Enable Internet Access for Private EC2 using NAT Instance Thu Kha Kyawe Thu Kha Kyawe Thu Kha Kyawe Follow Jan 4 Day 30: Enable Internet Access for Private EC2 using NAT Instance # aws # 100daysofcloudaws Comments Add Comment 3 min read My Cloud Practitioner Certification Journey and the Resources to Certify with Confidence Ntombizakhona Mabaso Ntombizakhona Mabaso Ntombizakhona Mabaso Follow for AWS Community Builders Jan 9 My Cloud Practitioner Certification Journey and the Resources to Certify with Confidence # aws # cloud # cloudcomputing # cloudpractitioner 1 reaction Comments Add Comment 10 min read ⚖️ AWS 124: Balancing the Load - Setting Up an Application Load Balancer (ALB) Hritik Raj Hritik Raj Hritik Raj Follow Jan 4 ⚖️ AWS 124: Balancing the Load - Setting Up an Application Load Balancer (ALB) # aws # networking # loadbalancing # 100daysofcloud Comments Add Comment 3 min read Day 32: Snapshot and Restoration of an RDS Instance Thu Kha Kyawe Thu Kha Kyawe Thu Kha Kyawe Follow Jan 4 Day 32: Snapshot and Restoration of an RDS Instance # aws # 100daysofcloudaws 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.highlight.io/ambassador-program | Highlight Ambassador Program Star us on GitHub Star Migrate your Highlight account to LaunchDarkly by February 28, 2026. Learn more on our blog. Product Integrations Pricing Resources Docs Sign in Sign up The Highlight Ambassador Program Join our community of enthusiasts and experts committed to spreading the word about our open-source observability platform. Apply Now What You'll Do Educate others about Highlight and OpenTelemetry Create content and participate in events Build relationships within the developer community Collaborate with the Highlight team on initiatives Ambassador Perks Exclusive access to early releases and beta features Official swag and recognition as a community leader Opportunities to feature your content Connect with like-minded developers Conference tickets for promoting Highlight Who Can Apply We're looking for developers, DevOps engineers, content creators, and anyone passionate about observability and the open-source community. Whether you're experienced or just starting, if you believe in Highlight's mission, we want to hear from you! Apply Now Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
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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 Security Forem Close Welcome to Security Forem — part of the Forem network! Share. Secure. Succeed Create account Log in Home About Contact Other Code of Conduct Privacy Policy Terms of Use Twitter Facebook Github Instagram Twitch Mastodon Popular Tags #beginners #discuss #career #aws #news #azure #tools #help #iot #education #containers #riskmanagement #gcp #devsecops #iam #compliance #homelab #cloudsecurity #ethics #mentorship #cryptography #ctf #legal #appsec #redteam #incidentresponse #soc #certifications #nmap #threathunting Security Forem Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Built on Forem — the open source software that powers DEV and other inclusive communities. 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Posts Relevant Latest Top Extending EDR Logs with Microsoft Defender for Endpoint Custom Data Collection Hirotomo Taguchi Hirotomo Taguchi Hirotomo Taguchi Follow Jan 12 Extending EDR Logs with Microsoft Defender for Endpoint Custom Data Collection # microsoftdefender # microsoftsecurity # microsoft365defender Comments Add Comment 5 min read Passwordless Isn't the Future It's Already Here (And IAM Is Being Rewritten) Sunny Sinha Sunny Sinha Sunny Sinha Follow Jan 9 Passwordless Isn't the Future It's Already Here (And IAM Is Being Rewritten) # iam # saas # password # cybersecurity Comments Add Comment 3 min read CompTIA Security+ SY0-701 1.2 Study Guide: Core Security Concepts Andrew Despres Andrew Despres Andrew Despres Follow Jan 9 CompTIA Security+ SY0-701 1.2 Study Guide: Core Security Concepts # comptia # securityplus # beginners # cybersecurity Comments Add Comment 9 min read The IAM Blind Spot Everyone Is Ignoring: Non-Human Identities Are Taking Over Sunny Sinha Sunny Sinha Sunny Sinha Follow Jan 5 The IAM Blind Spot Everyone Is Ignoring: Non-Human Identities Are Taking Over # identity # cybersecurity # saas # iam Comments Add Comment 3 min read My First Blog as a Cybersecurity Beginner: Learning Networking with Wireshark. Amber Amber Amber Follow Jan 4 My First Blog as a Cybersecurity Beginner: Learning Networking with Wireshark. # beginners # networksec # career # education 1 reaction Comments Add Comment 2 min read Understanding SQL Injection: What It Is and How to Protect Your Website Stephano Kambeta Stephano Kambeta Stephano Kambeta Follow Jan 3 Understanding SQL Injection: What It Is and How to Protect Your Website # sql # sqlinjection # networksec # cybersecurity Comments Add Comment 8 min read End-to-End Email Tracking Simplified Ibrahim S Ibrahim S Ibrahim S Follow Dec 31 '25 End-to-End Email Tracking Simplified # ibbus # exchangeadmin # emailsecurity # emaildelivery Comments Add Comment 1 min read The Fox Guarding the Henhouse: How Cybersecurity's Business Model Creates Its Own Worst Nightmare ZB25 ZB25 ZB25 Follow Dec 31 '25 The Fox Guarding the Henhouse: How Cybersecurity's Business Model Creates Its Own Worst Nightmare # eformillions Comments Add Comment 6 min read Compliance 4.0: Integrating Finance, Data and Cyber in U.S. Firms Md Tauhid Hossain Rubel Md Tauhid Hossain Rubel Md Tauhid Hossain Rubel Follow Dec 29 '25 Compliance 4.0: Integrating Finance, Data and Cyber in U.S. Firms # discuss # news Comments Add Comment 7 min read 7 Urgent CVE-2025-14733 Fixes for WatchGuard Firebox Pentest Testing Corp Pentest Testing Corp Pentest Testing Corp Follow Dec 30 '25 7 Urgent CVE-2025-14733 Fixes for WatchGuard Firebox # cybersecurity # devops # networksecurity # cve 2 reactions Comments Add Comment 7 min read Federal Cybersecurity Isn't Broken,It's Working Exactly as Designed ZB25 ZB25 ZB25 Follow Dec 31 '25 Federal Cybersecurity Isn't Broken,It's Working Exactly as Designed # cybersecurity # automation # startup # leadership Comments Add Comment 6 min read Practical Identity Protection Without Tools Or Subscriptions Geoffrey Wenger Geoffrey Wenger Geoffrey Wenger Follow Dec 27 '25 Practical Identity Protection Without Tools Or Subscriptions # cybersecurity # infosec # identity Comments Add Comment 3 min read Understanding Cross-Site Scripting (XSS): How to Detect and Prevent Attacks Stephano Kambeta Stephano Kambeta Stephano Kambeta Follow Dec 26 '25 Understanding Cross-Site Scripting (XSS): How to Detect and Prevent Attacks # networksec # xss # cybersecurity # websecurity Comments Add Comment 8 min read Zero Trust in 2025 Is Less About Vision, More About Friction Ani Kulkarni Ani Kulkarni Ani Kulkarni Follow Dec 26 '25 Zero Trust in 2025 Is Less About Vision, More About Friction # zerotrust # cybersecurity 1 reaction Comments Add Comment 5 min read Healthcare Data Breaches Are America's Unaddressed National Security Crisis ZB25 ZB25 ZB25 Follow Dec 24 '25 Healthcare Data Breaches Are America's Unaddressed National Security Crisis # egiventoadversaries Comments Add Comment 6 min read Social Media Safety In A Permanent Online World Geoffrey Wenger Geoffrey Wenger Geoffrey Wenger Follow Dec 25 '25 Social Media Safety In A Permanent Online World # cybersecurity # infosec # socialmedia Comments Add Comment 4 min read Prompt Injection: The Breach We Can't Patch AI Services AI Services AI Services Follow Dec 24 '25 Prompt Injection: The Breach We Can't Patch # ai # llm # aisecurity # aisafety Comments Add Comment 3 min read The University of Phoenix Breach Reveals Higher Education's Rotten Security Bargain ZB25 ZB25 ZB25 Follow Dec 22 '25 The University of Phoenix Breach Reveals Higher Education's Rotten Security Bargain # cybersecurity # databreach # highereducation # forprofiteducation Comments Add Comment 6 min read loading... #discuss Discussion threads targeting the whole community #watercooler Light, and off-topic conversation. 💎 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 Security Forem — Your central hub for all things security. 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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 Programming Follow Hide The magic behind computers. 💻 🪄 Create Post Older #programming posts 5 6 7 8 9 10 11 12 13 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu What I Wish I Knew Before Deploying My First Backend Application. juweria mohamood juweria mohamood juweria mohamood Follow Jan 10 What I Wish I Knew Before Deploying My First Backend Application. # programming # devops # deployment # backend 1 reaction Comments Add Comment 2 min read The Mythical One-Fits-All Build Tool Plugin 🦄 (It Actually Exists) Pascal Thormeier Pascal Thormeier Pascal Thormeier Follow Jan 11 The Mythical One-Fits-All Build Tool Plugin 🦄 (It Actually Exists) # typescript # javascript # webdev # programming 4 reactions Comments 3 comments 7 min read Beyond 'Correct Horse Battery Staple': Passphrases in Inflected Languages Tomasz Lipinski Tomasz Lipinski Tomasz Lipinski Follow Jan 11 Beyond 'Correct Horse Battery Staple': Passphrases in Inflected Languages # cybersecurity # programming # webdev # sideprojects 3 reactions Comments 2 comments 6 min read Programando con IA: Creando mi Propia App mágica de Flashcards para Estudiar Daniel Daniel Daniel Follow for Datalaria Jan 10 Programando con IA: Creando mi Propia App mágica de Flashcards para Estudiar # showdev # ai # programming # spanish Comments Add Comment 5 min read Next.js 15 App Router: Complete Guide to Server and Client Components jordan wilfry jordan wilfry jordan wilfry Follow Jan 10 Next.js 15 App Router: Complete Guide to Server and Client Components # nextjs # webdev # fullstack # programming 1 reaction Comments Add Comment 9 min read 📊 2026-01-10 - Daily Intelligence Recap - Top 9 Signals Agent_Asof Agent_Asof Agent_Asof Follow Jan 10 📊 2026-01-10 - Daily Intelligence Recap - Top 9 Signals # tech # programming # startup # ai Comments Add Comment 4 min read Building Accessible Forms with Skeleton in Svelte Lucas Bennett Lucas Bennett Lucas Bennett Follow Jan 10 Building Accessible Forms with Skeleton in Svelte # webdev # programming # javascript # beginners Comments Add Comment 7 min read Building Forms with Quaff in Svelte Lucas Bennett Lucas Bennett Lucas Bennett Follow Jan 10 Building Forms with Quaff in Svelte # svelte # webdev # programming # tutorial Comments Add Comment 6 min read The Evolution of Meta-Frameworks: Beyond the JavaScript Ecosystem Denis Donici Denis Donici Denis Donici Follow Jan 10 The Evolution of Meta-Frameworks: Beyond the JavaScript Ecosystem # svelte # inertia # webdev # programming Comments Add Comment 4 min read Quantum edge trading Neil Neil Neil Follow Jan 10 Quantum edge trading # ai # machinelearning # firstyearincode # programming Comments Add Comment 2 min read Page Tables: A Love Story (It's Not) Florent Herisson Florent Herisson Florent Herisson Follow Jan 10 Page Tables: A Love Story (It's Not) # osdev # programming # virtualmemory # x86 Comments Add Comment 6 min read Solved: Trigger API Calls from Airtable with a Custom JavaScript Button Darian Vance Darian Vance Darian Vance Follow Jan 10 Solved: Trigger API Calls from Airtable with a Custom JavaScript Button # devops # programming # tutorial # cloud Comments Add Comment 11 min read Solved: What’s a service you happily pay for every month because it keeps your business running smoothly? Darian Vance Darian Vance Darian Vance Follow Jan 10 Solved: What’s a service you happily pay for every month because it keeps your business running smoothly? # devops # programming # tutorial # cloud Comments Add Comment 7 min read Build a Bookstore Page Richard Pascoe Richard Pascoe Richard Pascoe Follow Jan 10 Build a Bookstore Page # community # learning # programming # webdev Comments Add Comment 1 min read Multitasking Me and Claude chrismo chrismo chrismo Follow Jan 11 Multitasking Me and Claude # discuss # ai # productivity # programming Comments Add Comment 1 min read Inside the SQLite Frontend: Tokenizer, Parser, and Code Generator Athreya aka Maneshwar Athreya aka Maneshwar Athreya aka Maneshwar Follow Jan 10 Inside the SQLite Frontend: Tokenizer, Parser, and Code Generator # webdev # programming # database # architecture 20 reactions Comments Add Comment 4 min read Unraveling the Node.js Event Loop: The Asynchronous Heartbeat That Powers Your Code Patrick Ray Patrick Ray Patrick Ray Follow Jan 10 Unraveling the Node.js Event Loop: The Asynchronous Heartbeat That Powers Your Code # webdev # programming # node # javascript Comments Add Comment 8 min read Why I built an "Anti-Node" for the Deep Web Ayush Gairola Ayush Gairola Ayush Gairola Follow Jan 10 Why I built an "Anti-Node" for the Deep Web # programming # saas # ai # algorithms Comments Add Comment 2 min read Dynamic Configuration in React — Feature Flags Without the Jank Dmitry Tilyupo Dmitry Tilyupo Dmitry Tilyupo Follow Jan 9 Dynamic Configuration in React — Feature Flags Without the Jank # webdev # programming # javascript # react 5 reactions Comments Add Comment 4 min read Advanced Animation Techniques with svelte-animations in Svelte Lucas Bennett Lucas Bennett Lucas Bennett Follow Jan 10 Advanced Animation Techniques with svelte-animations in Svelte # svelte # webdev # programming # tutorial Comments Add Comment 9 min read Getting Started with Basic Components in svar-core for Svelte Lucas Bennett Lucas Bennett Lucas Bennett Follow Jan 10 Getting Started with Basic Components in svar-core for Svelte # javascript # beginners # tutorial # programming Comments Add Comment 6 min read From Power-On to 'Oh No' Florent Herisson Florent Herisson Florent Herisson Follow Jan 9 From Power-On to 'Oh No' # osdev # programming # interrupts # lowlevel Comments Add Comment 6 min read Building an Autonomous Legal Contract Auditor with Python Aniket Hingane Aniket Hingane Aniket Hingane Follow Jan 10 Building an Autonomous Legal Contract Auditor with Python # python # ai # programming # productivity Comments Add Comment 4 min read Job Board Scraping: API Endpoints & Cheat Sheet Zayan Mohamed Zayan Mohamed Zayan Mohamed Follow Jan 10 Job Board Scraping: API Endpoints & Cheat Sheet # api # python # machinelearning # programming 1 reaction Comments Add Comment 1 min read EventBus Zaw Htut Win Zaw Htut Win Zaw Htut Win Follow Jan 9 EventBus # architecture # java # programming 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://forem.com/t/jokes | jokes - 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 DEV Community Close jokes Follow Hide plz post the lols Create Post submission guidelines no spam don't be offensive (sexist, racist, homophobic, crude, etc.), the DEV code of conduct is still in place! make the jokes programming related-ish Older #jokes 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 Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jan 12 Meme Monday # discuss # watercooler # jokes 19 reactions Comments 18 comments 1 min read Why do developers like dark mode? Because light attracts bugs. Mehmet Bulat Mehmet Bulat Mehmet Bulat Follow Jan 9 Why do developers like dark mode? Because light attracts bugs. # jokes # community # devbugsmash # devlive Comments Add Comment 1 min read The Commit Message Comedy Club: Drop your funniest "git commit -m" lines Mehmet Bulat Mehmet Bulat Mehmet Bulat Follow Jan 8 The Commit Message Comedy Club: Drop your funniest "git commit -m" lines # jokes # community # devbugsmash # git Comments Add Comment 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jan 5 Meme Monday # discuss # jokes # watercooler 23 reactions Comments 27 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Dec 29 '25 Meme Monday # discuss # watercooler # jokes 29 reactions Comments 22 comments 1 min read Happy New Year! 🎉 | Your Code from Last Year Still Doesn't Work 😂 TheBitForge TheBitForge TheBitForge Follow Dec 31 '25 Happy New Year! 🎉 | Your Code from Last Year Still Doesn't Work 😂 # jokes # programming # newyearchallenge # productivity 67 reactions Comments 16 comments 18 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Dec 22 '25 Meme Monday # discuss # watercooler # jokes 36 reactions Comments 31 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Dec 15 '25 Meme Monday # discuss # watercooler # jokes 49 reactions Comments 41 comments 1 min read 7 Lies Developers Keep Telling Themselves (And Somehow Still Believe) Sylwia Laskowska Sylwia Laskowska Sylwia Laskowska Follow Dec 22 '25 7 Lies Developers Keep Telling Themselves (And Somehow Still Believe) # jokes # discuss 55 reactions Comments 32 comments 2 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Dec 8 '25 Meme Monday # jokes # watercooler # discuss 21 reactions Comments 46 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Dec 1 '25 Meme Monday # discuss # watercooler # jokes 29 reactions Comments 45 comments 1 min read devme.me a puzzle meme-driven mini-game full of silly jokes Evgenii Evgenii Evgenii Follow Nov 13 '25 devme.me a puzzle meme-driven mini-game full of silly jokes # jokes # memes # webdev Comments Add Comment 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Nov 24 '25 Meme Monday # discuss # watercooler # jokes # webdev 40 reactions Comments 76 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Nov 17 '25 Meme Monday # discuss # watercooler # jokes 46 reactions Comments 45 comments 1 min read Linear Search but recursive Dipankar Shaw Dipankar Shaw Dipankar Shaw Follow Nov 4 '25 Linear Search but recursive # jokes # python 1 reaction Comments Add Comment 1 min read If You Think YOUR Commit Messages Are Bad, Just Wait… Sylwia Laskowska Sylwia Laskowska Sylwia Laskowska Follow Nov 23 '25 If You Think YOUR Commit Messages Are Bad, Just Wait… # jokes # funny # git 60 reactions Comments 44 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Nov 10 '25 Meme Monday # discuss # watercooler # jokes 25 reactions Comments 36 comments 1 min read 10 Things I Wish Someone Told Me Before Becoming a Developer (aka my villain origin story) Mourya Vamsi Modugula Mourya Vamsi Modugula Mourya Vamsi Modugula Follow Nov 24 '25 10 Things I Wish Someone Told Me Before Becoming a Developer (aka my villain origin story) # jokes # webdev # productivity # beginners 2 reactions Comments Add Comment 2 min read 🤓 Nerdy Things Developers Do (But Will Never Admit) Mourya Vamsi Modugula Mourya Vamsi Modugula Mourya Vamsi Modugula Follow Nov 24 '25 🤓 Nerdy Things Developers Do (But Will Never Admit) # jokes # programming # beginners # career Comments Add Comment 2 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Nov 3 '25 Meme Monday # jokes # discuss # watercooler 22 reactions Comments 59 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Oct 27 '25 Meme Monday # discuss # watercooler # jokes 23 reactions Comments 42 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Oct 20 '25 Meme Monday # discuss # watercooler # jokes 24 reactions Comments 43 comments 1 min read How inefficiently efficient can you make Hello World? Muhammad Sibtain Muhammad Sibtain Muhammad Sibtain Follow Oct 3 '25 How inefficiently efficient can you make Hello World? # jokes # programming # meme # helloworld Comments 1 comment 1 min read Programmers be like... Maciej Michalec Maciej Michalec Maciej Michalec Follow Sep 26 '25 Programmers be like... # jokes # memes # programming Comments Add Comment 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Oct 13 '25 Meme Monday # discuss # jokes # watercooler 26 reactions Comments 26 comments 1 min read loading... trending guides/resources Meme Monday Meme Monday Meme Monday Meme Monday Happy New Year! 🎉 | Your Code from Last Year Still Doesn't Work 😂 Meme Monday Meme Monday Meme Monday 7 Lies Developers Keep Telling Themselves (And Somehow Still Believe) If You Think YOUR Commit Messages Are Bad, Just Wait… Meme Monday Meme Monday 10 Things I Wish Someone Told Me Before Becoming a Developer (aka my villain origin story) Meme Monday 🤓 Nerdy Things Developers Do (But Will Never Admit) The Commit Message Comedy Club: Drop your funniest "git commit -m" lines Linear Search but recursive devme.me a puzzle meme-driven mini-game full of silly jokes Meme Monday 💎 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 — 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. 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https://www.highlight.io/compare/highlight-vs-datadog | highlight.io: The open source monitoring platform. Star us on GitHub Star Migrate your Highlight account to LaunchDarkly by February 28, 2026. Learn more on our blog. Product Integrations Pricing Resources Docs Sign in Sign up Explore highlight.io The Open Source Datadog alternative Session replay of your frontend, fullstack error monitoring, and powerful logging. Get started for free Live demo Highlight.io vs Datadog A detailed comparison of Datadog and Highlight.io General Unlimited Team Members Support Ticket Integrations Self-hosted Options Analytics Integrations Self-serve Setup Session Replay Session Commenting Heatmaps Session Sharing Privacy SDKs Embedded, fullstack error monitoring Canvas & WebGL Recording Shadow DOM Recording Error Monitoring Embedded Session Replay Error Sharing Support for Backend SDKs Agent-less architecture Logging Frontend logging Backend logging Embedded replay and stacktraces Agent-less architecture What makes us different? Highlight.io is open source and transparent Highlight.io is built with transparency at its core, with a permissive license . Not only do we work in the open, but we also expose what we're working on, on our roadmap . The fact that Highlight.io is open source also makes it easy to integrate and build your own tools on-top of it, an advantage closed-source products like Datadog can't offer. Highlight.io constantly ships new features At Highlight.io, we ship quickly. We update our changelog with a recap of new features biweekly, and we share when these features are completed in our public roadmap . Plus, our community keeps pushing us to do more, so we're constantly adding new integrations . We work hard to keep Highlight.io ahead of the curve, and we're not afraid to show off our secret sauce. Full-stack Observability While Datadog provides a comprehensive set of separate features for observability, it does not support full-stack observability. Highlight.io enables teams to monitor and optimize their entire tech stack, pairing server-side infrastructure with your frontend web application. This makes Highlight.io a more comprehensive solution for developers who need to monitor their entire tech stack, in a simple, easy to implement solution. Pricing Datadog's pricing structure is based on the number of hosts you have, the amount of data you ingest, and the amount of data you retain. This can make it difficult to predict your monthly bill. Highlight.io's pricing is based entirely on your usage with a straightforward retention multiplier, and you can find more details on our pricing page . Agent-less Architecture Datadog's architecture requires you to install an agent on your server. This can be a pain to install and maintain. Highlight.io's architecture is agent-less and requires no installation, but in the case that you want to install an agent long-term, we have an open-source agent/collector that you can install on your servers. Master OpenTelemetry with our Free Comprehensive Course From fundamentals to advanced implementations, learn how OpenTelemetry can transform your engineering team's observability practices. Ideal for engineering leaders and developers building production-ready monitoring solutions. Start Learning Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. Read our customer review section → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
https://www.fine.dev/changelog | Changelog - Fine AI Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing Changelog New updates and improvements to Fine. Feb 26, 2025 #21: Publish with your domain; upload photos to prompts and Claude 3.7 Sonnet One-Click Deployment in Fine All users can now click “deploy” to take your Fine-generated project live to the web on a free subdomain. Paid users can deploy to your own domain inside Fine - there’s no longer the need to connect to Netlify/Vercel. Image-based prompts We’ve released image based prompting, so you can add screenshots and inspiration to your prompts for the agents to look at. Screenshot components, content and buttons in the Live Preview to tell the Agent what to change Upload design inspiration such as colours, fonts and images Screenshot UI errors for quick fixes Claude 3.7 Sonnet Support Anthropic released Claude 3.7 Sonnet, the first hybrid LLM + reasoning model. We’ve upgraded Fine to use the new model by default. As before, free users get 7 messages per day. The new model self-reflects before answering, so although response times may be a tad longer, they should be much more reliable. The new model brings significant improvements in handling complex codebases and planning changes, especially with complex agent workflows. Feb 14, 2025 #20: Branch Selector, Better New App Builds, Improved AI Error Handling Branch Selector When working on an existing codebase (connected via GitHub), you can now select the branch Fine begins working on. The branch selector appears after selecting a project. This is useful in three ways: It enables you to pick up work from your IDE and continue expanding on it with Fine. If you usually build and push to another branch - such as “dev” instead of main - you can easily do so with Fine. When working on larger tasks with the Agent, such as new features, that require lots of back and forth, you can start new conversations, using the branch created in the previous conversation as your starting point. This allows you to keep working on the code already written, without overloading the context window. Improved App Builds & Speed, More Speed We’ve improved the way Fine processes your requests and designs new apps. Now, when you start a new project, Fine will turn your prompt into a plan with Design, Layout, Features and Styling considerations, before it starts building. We’ve also made significant improvements to the speed of new app-builds. It’s now 6.5X faster on average to get from prompt to prototype. Improved AI Error Handling We’ve improved the way the Agent handles errors in a number of areas: The agent can now identify and offer to fix Runtime and Build errors, as well as Terminal errors. The Error Overlay is now displayed in the Live Preview, allowing users who prefer the visual experience to easily ask the agent to fix errors as they arise. Feb 2, 2025 Introducing o3-mini: The New Default LLM for Fine We’re excited to announce a major update for Fine: starting today, o3-mini is now the default Large Language Model (LLM) for all tasks across the platform. This means that when you interact with Fine, you’ll automatically benefit from the power and versatility of o3-mini – and the best part is, it’s available for all free Fine users! Meanwhile, gpt-4o has transitioned to a paid option. What’s New? o3-mini: Optimized for STEM Reasoning OpenAI’s o3-mini is the latest addition to their reasoning model series. Built to excel in tasks that demand advanced reasoning, particularly in science, technology, engineering, and mathematics (STEM) domains, o3-mini is designed to deliver enhanced performance with: Improved Accuracy: Outperforms its predecessors in producing accurate and clear answers. Faster Response Times: Offers lower latency for tasks like coding and troubleshooting. Enhanced STEM Capabilities: Matches the performance of prior models in math, coding, and science tasks, making it ideal for technically demanding projects. Improved Context Window o3-mini boasts a 200,000 token context window and 100,000 token maximum output. What does that mean in practical terms? 1 token ≈ 4 characters in code 1 token ≈ 0.5 words in code (since variable names, punctuation, and syntax are tokenized separately) 1 line of code ≈ 5–20 tokens, depending on complexity Therefore (this is all approximate) 200,000 tokens × 4 characters/token = 800,000 characters 200,000 tokens × 0.5 words/token = 100,000 words 200,000 tokens ÷ 10 tokens per line (avg.) = 20,000 lines of code Whilst this is incredible news - even on our free plan, you'll be able to work with very large codebases - the context window also your prompt, the system prompt and previous messages in a given conversation. Therefore, we recommend breaking tasks down to ensure the AI maintains accuracy. If you've had a few succesful steps and want to continue iterating, consider committing and starting a new conversation. Developer-Friendly Features o3-mini is not just powerful—it’s smartly designed for developers. Key improvements include: Function Calling and Structured Outputs: Supports advanced function calling, allowing for seamless integration into coding workflows. Reasoning Modes: Choose between three reasoning effort options (low, medium, and high) to tailor performance to your specific use case. Consistent Code Assistance: Developers have reported that o3-mini provides working code reliably, even when handling complex tasks. Jan 18, 2025 #18: Run and Fix Faster Fix Errors with One Click We’ve launched Fix it with Fine inside the Console. If something in the code causes the app to crash, the Agent will identify the error in the logs and offer to fix it. Click “Fix it with Fine” and the Agent dives in - you no longer need to copy the error logs into the chat manually. Auto Run + Fix it with Fine = An easier last mile for you Developers still need to be involved in the last-mile of implementing code written by AI - but we’re making it smoother and faster, with the AI Agent doing more for you. Jan 9, 2025 #17: Image prompts, actions pane & mobile improvements Devs can now upload photos to Fine as part of prompts. Conversations with the agent now include Line Changes Summary. Look out for the familiar green + and red -, indicating how many lines have been added or deleted, next to each step in the Agents’ implementation plans. This can help keep track, making sure the exact changes the Dev wanted were made and only those changes. We’ve added an actions pane to give Devs quick access to useful tools. Look out for the lightning bolt icon at the top of the AI workspace. We’ve fixed an issue with scrolling in conversations on mobile. Jan 4, 2025 #16: New Projects, Templates and Stream Experience Fine now includes pre-built templates the AI can call on for starting new projects from scratch. These templates are designed for those hoping to start with Fine on brand new software, without an existing codebase, and for those who are beginning a totally new part of their project - such as building a frontend to go with your existing backend. We’ve updated the initial implementation flow for new tasks without a selected project to automatically begin a new project, call on the relevant template and immediately implement your requests. You can now add scripts to New Projects created in Fine, in order to Run them. Fixed a bug in context fetching for new projects, ensuring the AI doesn’t try to fetch context from existing projects. The stream experience has been updated to show you where the Agent is up to in editing the files. When pasting multiple variables in the Environment Variables area of Project Settings, Fine identifies and splits them, propagating them in rows. You’re now able to upload a .env file to your projects in Fine. Dec 29, 2024 #15: Project Instructions By popular request, we’ve added the ability to define your own set of custom instructions or rules for the AI Agent. Head to Projects > Project Settings > Instructions. You can use Project Instructions to set coding style preferences and conventions, include external documentation and style guides. Instructions will be used by the Agent for every task on the Project, from all users in the workspace. You can apply different instructions to different projects and if you have shared instructions that you would like to apply to multiple projects, make sure to copy them into each one. Dec 25, 2024 #14: AI Sandboxing & Live previews: The Fastest Way to Iterate with AI Launched AI Sandboxing Pro subscribers can now Run the code generated by Fine, enabling you to test and preview the code, all within the browser. No more “it works on my machine”, no more AI code that looks like it works, but doesn’t. Try it out - when Fine completes a coding task, hit “Run” in the top right corner of the page to test your code. For each project, you'll need to add configuration settings the first time you use the AI Sandbox. Fine will run the code in the cloud dev environment dedicated to the conversation - yes, if you have multiple conversations with Fine working at the same time, they can each run in their own virtual machine. You can continue the conversation with the AI to make further revisions to the code, based on what you’ve seen in the preview. Describe the issue or change in the conversation box and click enter. Currently, the logs you see in the console are not included in Fine’s context - that is to say, the AI won’t know what has or hasn’t worked unless you tell it. However, you can copy and paste the logs into the conversation to guide the AI further. (We soon will be releasing another update, in which it will happen automatically in case of an error). Launched Live Previews When Fine finishes running the code in the Sandbox, you can see what it looks like - both for frontend and backend code. At the top of the AI Workspace, next to the "Console" Tab, click "Preview". You can also click the Open in New Tab icon to see the Live Preview as a full window. Copy and paste the preview URL to get feedback from colleagues or test with tools like Postman. Access Live Previews from Linear, Slack and GitHub Issues If you’re using Fine in Linear, Slack or GitHub Issues, clicking “Track Progress” in Fine’s reply will take you to the web interface, where you can use the AI Sandboxing and Live Preview features. Why this is important for developers Imagine a world in which AI not only takes your specs and writes the code, but can run and test the code, compare it to the specs and fix itself. Where AI not only writes code that looks right and makes sense to the LLM’s logic, but verifies that it actually works - and meets the exact requirements you defined. AI Sandboxing is not just another Cloud Dev Environment - it's the next step in achieving this. With the help of your feedback on the current version of Live Previews, we’ll soon be setting our sights on releasing a complete self-assessing, self-improving AI coding agent - the first ever. Dec 18, 2024 #13: Infrastructure Upgrades & Groundwork for New Releases To support new features coming up in the roadmap, we’ve been working on significant infrastructure upgrades and optimizing them to make your AI coding experience faster and more reliable. Sped up devcontainer (DC) startup time to 10 seconds Introduced prebuilds - ready-to-use devcontainers with your repository and tools - to enable faster AI Sandboxing Rewrote DC-server to contribute to speed and stability Deprecate DC (socket) proxy Improved error handling / alerting for DC service, in cases where devcontainer provisioning fails Over the last few weeks, many of our Pro users have accessed the alpha version of our AI Sandboxing and Live Previews features, helping us with feedback and identifying room for improvement. With these new speed and stability improvements, the full version of AI Sandboxing and Live Previews is set to be released soon to all Pro subscribers. Nov 13, 2024 #12: Faster Implementation Fine now provisions a virtual dev environment as soon as you start a conversation, instead waiting for you to give an implementation task - so it’s quicker for the AI to get started on coding. Look for the green 🟢 icon at the top right of the screen that indicates the dev environment is live. Nov 4, 2024 #11: Rollback, Edit & New Projects Edit the AI code in Fine When Fine has finished an implementation task, before creating the PR, you can edit the files in the code pane that appears on the right hand side. Remember to click Save, which will appear once you start making manual edits. This is great for minor fixes and adjustments, saving you the hassle of checking out the branch to your IDE when the AI has written almost exactly what you wanted. It’s also useful if you get tasks done on the go. Waiting for a bus or have a few minutes in between meetings? Take an outstanding issue, give it to Fine, make any small changes you need and click Create PR - all from your mobile browser. Rollback Changes in Fine If you’re having a back-and-forth conversation with the AI, giving instructions, reviewing the results and giving more instructions, sometimes it’s useful to be able to go back a couple of steps. Perhaps you’ve realised that something wasn’t quite necessary or the latest version of the changes wasn’t exactly what you were looking for. It happens to all of us. Now, when you give further implementation instructions to the Fine AI Agent, the option to rollback appears on the earlier messages. Clicking Rollback will undo all changes since the implementation task you’ve chosen to revert to - both those made by the AI and manual edits. Start New Projects within Fine You can now start a new project in Fine, without needing an existing repository in GitHub - or even connecting your account. To create a new project, head to Projects > Create Project and choose a name. If you’ve connected GitHub, this will create a new repository under the name you’ve chosen. Alternatively, just start typing your task in Fine’s web interface and if you haven’t chosen a Project to work on, Fine will create a new one. Oct 9, 2024 #10: Revise PRs in GitHub & a smoother way to delegate tasks. Smoother delegation of tasks We’ve improved and standardized the way you interact with Fine from your Issue Management platform, to make it easier to delegate tasks. In Linear and GitHub Issues , delegate an issue to Fine by adding the “Fine” label or replying /code and you’ll get a notification once Fine has finished and created a PR. If you’ve got a backlog of issues and requests, this is a great way to get ahead of lots of the small tasks that make a difference to your users. Alternatively, you can comment /guideme and Fine will reply with context and advice on how to approach the task. In particular for bigger tasks, this can help you break it down into steps and help you take on the project strategically. Lastly, you can comment /ask followed by your question, and Fine will read the comment, search the codebase and its knowledge for information, and provide an answer. No more disturbing the developer sitting opposite you with little questions that break their concentration. When calling Fine into a ticket, you no longer need to specify which repository you’d like it to work on - Fine understands on its own. All these features work both in GitHub Issues and in Linear . For all those who don’t use either, we’re surveying which platform you use for Issue Management to help us decide what to integrate next. Click here to vote, it takes just 30 seconds . Refined GitHub PR features In GitHub PR, we’ve improved the performance of the /revise and /summary features - they’re now faster and more accurate. When reviewing a PR, if you need to make a change, comment /revise followed by the change you’d like to make and Fine will do it for you. This saves you pulling the code to your machine to make the edits. Similarly, if you’ve been handed a PR to review, commenting /summary will give you a breakdown of the PR to help you get started. Knowledge and Code Panes We’ve added two new collapsable panes to the Fine web interface. Knowledge allows you to view the sources in your codebase from where Fine drew information and Code allows you to view the changes Fine suggests in implementation tasks. Sep 29, 2024 #9: OpenAI o1, New Agent Interface, Improving Speed Integrated o1 & improved model selection OpenAI announced their new model nearly two weeks ago, promising faster, better coding. We straight away made sure to integrate with Fine, along with the previous OpenAI models and Claude 3.5 Sonnet. The results are fantastic and as before - you don't need your own API keys. We've also improved the way you select which model to use, so that you can pick the right model for each task. New Agent Interface The previously separate “Ask” and “Implement” features are now smarter and work together from a unified interface. Fine can now distinguish whether you’re asking a question or assigning a task and responds with the appropriate workflow. There's no longer a need to use slash commands, just talk to the agent naturally. We’ve implemented a new backend algorithm that delivers responses more than 10 times faster without compromising quality. The UI has also been updated so you can see live changes to the codebase as the AI writes them. Launched Affiliates Program We launched our brand new affiliate program allowing super-fans and content creators with strong audiences of developers to earn money by promoting Fine. More details can be found here and you can sign up here . Improved Mobile Experience We’ve been tweaking and improving our mobile experience to ensure you can get tasks done with the help of AI on the go. Sep 10, 2024 #8: Ask, Slack Integration and Workflows Launched Workflows Workflows is how you can automate AI agents to perform tasks at a set frequency or following a trigger. Think automatic debugging, documentation, changelog, PR review and more. Launched Ask Easily ask Fine any question about your codebase - including your integrated platforms - from the home panel. Find valuable information and key context to make your work easier and more efficient. Integrated Slack You can now integrate Slack with Fine and get notifications with agent outputs as part of workflows. Apr 7, 2024 #7: Claude Support; Faster Responses Fine now supports Claude Opus LLM model. Pro users can configure their agents to use Claude as their backend LLM model. Although slower than the default model, GPT-4 Turbo, Claude Opus has shown to be more accurate. AI Chat has gone through a major speed optimization, now responding 2x faster than before. Mar 21, 2024 #6: Fine x GitHub | Chat streaming Assign GitHub Issues to Fine AI Agents You can now initiate Fine AI agents to work on GitHub issues directly from GitHub. Try it out by commenting on the issue with /code command. Fine will create a new branch, assign the issue to the AI agent, and create a pull request with the AI agent's changes. Imporvements Chat now supports streaming AI responses. Prompt bar now supports multiple lines and rich text formatting (markdown). Revamped the AI prompt bar design. A few bugs were fixed in the "Issue-to-Pull Request" feature. Mar 14, 2024 #5: Fine x Linear Turn Linear Issues into Pull Requests You can now assign Linear Issues directly to Fine AI agents. To get started, go to Workspace Settings > Integrations and enable the Linear integration. /code To delegate an issue to an AI agent, comment on the issue with /code --repo=owner/repo-name . Fine will create a new branch, assign the issue to the AI agent, and create a pull request with the AI agent's changes. /guideme Leave a comment with /guideme --reop=owner/repo-name to get a step-by-step guide on how to solve the issue. Mar 7, 2024 #4: AI Palette Ask around your code We redesigned AI experience from the ground up, and AI Palette now takes center stage. The AI Palette lets you chat about around your codebase, and initiate AI Agents to perform repository-wide tasks. Slash commands You can interact with AI Palette using slash commands. /ask: Lets you talk with an AI that understands your codebase. /code: Initiates an AI agent to perform a repository-wide task. Jan 21, 2024 Interactive Previews: Holistic Solution for Full Stack Devs When it comes to visual systems, feedback can also be given while looking at the same monitor, and not at the code. To mimic this live and dynamic interaction between human developers within the Fine system, we are proud to introduce ‘Interactive Preview'. Today, we are excited to announce the release of Fine’s latest version, carefully crafted with the needs of full stack developers at the forefront. The brand-new version gives users an intuitive environment for software development powered by AI agents. The undeniable highlight being the 'Interactive Preview' feature that fundamentally transforms code development by closing the loop and offering a real-time feedback mechanism for developers. Feedback is an essential element of software development. This is true for human developers as it is for our AI agents. The more detailed and timely feedback an AI agent can access, the better it becomes at understanding tasks, refining responses, and improving overall function. Often while working in a team, a developer states their opinion about the piece of code or design another team member created. When it comes to visual systems, feedback can also be given while looking at the same monitor, and not at the code. To mimic this live and dynamic interaction between human developers within the Fine system, we are proud to introduce ‘Interactive Preview'. Interactive Preview puts our users in direct control, just like a movie director guiding their actors. Developers can run their code, see the results in real time, and provide feedback directly to the AI agents. It gives developers the option to guide their AI agents as they would guide a team member, helping them understand what works, what doesn’t, and where there's room for improvement. Essentially, forming a closed cycle of task assignment, execution, feedback, and improvement. Just as real-life feedback sessions bring about clarity, refinement, and consistent improvement, Interactive Preview ensures our AI agents continue advancing in their capabilities. It's a quintessential feature that makes Fine more than a tool - it's a dynamic, adaptive, and collaborative solution, fulfilling the vision of a truly integrated human-AI software development environment. Tailored For Full Stack Developers At Fine we are constantly thinking about the end goal: building the virtual developer. Our ‘Interactive Preview' is a testament to our commitment to continuous innovation and giving our users the best possible experience. By offering developers the ability to run their codes and provide live feedback to their AI agents, we're facilitating a more sophisticated, seamless, and interactive programming environment. Full stack developers, who handle both front-end and back-end processes, require a solution that makes the entire software engineering process more efficient. Now, the AI agents don’t just understand the development context from the provided codebase and documentation, but also take into account the live feedback, becoming even smarter and more efficient. Think of it as an always available, always eager-to-learn colleague. No matter how many times you run your code, or how many comments you share, the AI agents learn from your feedback, adapting and evolving to better serve you. The more you interact, the more they understand your unique style, your project's specific needs, and the more accurate their solutions become. Oct 5, 2023 Introducing new features, new interface, bug fixes and backend upgrades, along with recent content and upcoming events. Today we are releasing a new version of Fine. In this update we solved many of the issues that users faced in the previous days. If you had trouble setting up a project or running an agent recently, this version might have solved it, so give it a go. We’ve got a new batch of product updates, playbooks, and upcoming events for ya. Here's the latest: 🚀 What's New in Fine Agents take central stage : We removed the tabs interface and moved the specifications to a panel on the right side of the screen. The main interface will now be dedicated to working with the AI agents: planning, executing, and revising. Manually stage files for the Agent’s editing : In our latest product update, we introduced mentioning via '@'. This week we introduce manually staging files for the agent to edit. More control, better precision. Improvements to our DB infrastructure allows importing larger projects : If you previously tried to import a large project there's a good chance the import failed. We now support larger projects, so feel free to try again. Added GPT-4-32k to our backend : With less limitations on context and rate, the product now works faster, and the quality of suggested tasks and generated code increased. UX Improvement : We improved the “revision” UX (the pencil button), and added file icons to indicate the file type. Notebooks can now be deleted : Following multiple requests from the community - Projects and Notebooks can now be deleted. Click the Kebab Menu at the top right to reveal the option. Multiple Workspaces bugs fixed : Member invitation status now updates, invites are being sent correctly, and the confirmation toast closes correctly. Graceful error handling : Fine now handles failed tasks with retry mechanisms, and better logging. <- Previous Page Next Page -> Never miss an update Take control of your business Find out about our latest product changes as we continue improving Stellar to enable your team to collaborate better. Subscribe -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:48:47 |
https://www.highlight.io/compare/highlight-vs-inspectlet | highlight.io: The open source monitoring platform. Star us on GitHub Star Migrate your Highlight account to LaunchDarkly by February 28, 2026. Learn more on our blog. Product Integrations Pricing Resources Docs Sign in Sign up Explore highlight.io The Open Source Inspectlet alternative Pixel-perfect video replay of your frontend web application. Step into the shoes of your users. Get started for free Live demo Highlight.io vs Inspectlet A detailed comparison of Inspectlet and Highlight.io General Unlimited Team Members Support Ticket Integrations Self-hosted Options Analytics Integrations Self-serve Setup Session Replay Session Commenting Heatmaps Session Sharing Privacy SDKs Embedded, fullstack error monitoring Canvas & WebGL Recording Shadow DOM Recording Error Monitoring Embedded Session Replay Error Sharing Support for Backend SDKs Logging Frontend logging Backend logging Embedded replay and stacktraces What makes us different? Highlight.io is open source and transparent Highlight.io is built with transparency at its core, with a permissive license . Not only do we work in the open, but we also expose what we're working on, on our roadmap . The fact that Highlight.io is open source also makes it easy to integrate and build your own tools on-top of it, an advantage closed-source products like Inspectlet can't offer. Highlight.io constantly ships new features At Highlight.io, we ship quickly. We update our changelog with a recap of new features biweekly, and we share when these features are completed in our public roadmap . Plus, our community keeps pushing us to do more, so we're constantly adding new integrations . We work hard to keep Highlight.io ahead of the curve, and we're not afraid to show off our secret sauce. Engineers vs Marketers Highlight and Inspectlet have two very different target audiences. While Highlight is a full-stack monitoring solution designed for monitoring web applications, Inspectlet is a tool that offers features such as heatmaps and user feedback to help marketers optimize conversion rates for their landing pages. While both tools may offer some overlapping features such as session replay, Highlight is focused on providing monitoring and error-tracking for engineers and product teams, not marketers. Full-stack Observability While Fullstory provides a comprehensive set of features for front-end analytics, it does not support full-stack observability. Highlight.io enables teams to monitor and optimize their entire tech stack, including server-side infrastructure and third-party services. This makes Highlight.io a more comprehensive solution for developers who need to monitor their entire tech stack, not just front-end user behavior. Pricing Inspectlet offers a free plan that enables users to record up to 2500 sessions per month with access to core features such as session recording, heatmaps, and form analytics. Their paid plans start at $39 per month and include additional features such as funnel analysis, conversion tracking, and error reporting. Highlight offers a free plan that includes 500 sessions and 1,000 errors per month, with unlimited seats for all plans including the free version. Master OpenTelemetry with our Free Comprehensive Course From fundamentals to advanced implementations, learn how OpenTelemetry can transform your engineering team's observability practices. Ideal for engineering leaders and developers building production-ready monitoring solutions. Start Learning Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. Read our customer review section → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
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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 Venkata Pavan Vishnu Rachapudi 🔐 AWS Community Builder – Security | 🧑🚀AWStronaut (12x AWS) | AWS is what I learn every time and explore more Focusing on Gen AI and security side of AWS Intermediate expert on AWS Q Business Location Hyderabad ,India Joined Joined on Jul 24, 2024 Email address rachapudivishnu3@gmail.com Personal website https://technodiaryvishnu.hashnode.dev/ github website Education Chaitanya Bharathi institute of technology,Hyderabad Work SUDO More info about @vishnu_rachapudi_75e73248 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 Docker Awarded to the top Docker author each week Got it Close 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 Organizations AWS Community Builders GitHub Repositories eco-save-calculator JavaScript • 1 star QCli-Maze-Game A simple 2D maze runner game built with PyGame where players navigate through increasingly difficult mazes while collecting tokens and avoiding obstacles. Python • 2 stars ecs-ecr-demo Terraform/demo for ECS + ECR HCL • 1 star aws-apprunner-demo TypeScript • 1 star ecs-cloudmap-terraform Skills/Languages Python , AWS , Security Currently learning Agentic AI , Security Available for Mentor , Public Speaking . Post 34 posts published Comment 6 comments written Tag 3 tags followed 🩺 How I Troubleshoot an EC2 Instance in the Real World (Using Instance Diagnostics) Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Jan 12 🩺 How I Troubleshoot an EC2 Instance in the Real World (Using Instance Diagnostics) # aws # ec2 # linux # cloud 4 reactions Comments Add Comment 5 min read Want to connect with Venkata Pavan Vishnu Rachapudi? Create an account to connect with Venkata Pavan Vishnu Rachapudi. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in ☁️ What If I Move to the Cloud? Part 1 – What Is This Cloud, Really? Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Jan 10 ☁️ What If I Move to the Cloud? Part 1 – What Is This Cloud, Really? # aws # azure # gcp # oracle 4 reactions Comments Add Comment 3 min read How I Became an AWS Community Builder (Security) – My Real Journey + Application Guide Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Dec 25 '25 How I Became an AWS Community Builder (Security) – My Real Journey + Application Guide # aws # security # community # cloud 2 reactions Comments Add Comment 2 min read From Panelist & Mentor to Speaker to AWS Certified – A Defining Week in My AWS Journey Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Dec 25 '25 From Panelist & Mentor to Speaker to AWS Certified – A Defining Week in My AWS Journey # techtalks # aws # speaker # certification 2 reactions Comments Add Comment 5 min read AWS App Runner vs ECS Express Mode: Git, ECR, Scaling, and Security Explained Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Dec 24 '25 AWS App Runner vs ECS Express Mode: Git, ECR, Scaling, and Security Explained # aws # cloud # devops # containers 4 reactions Comments Add Comment 2 min read Stop the EBS Madness: Automate Your AWS Storage Savings NOW Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Nov 23 '25 Stop the EBS Madness: Automate Your AWS Storage Savings NOW # aws # finops # ai # cloud 6 reactions Comments Add Comment 3 min read Evolution of Agentic AI C/O Amazon Quicksuite Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Nov 22 '25 Evolution of Agentic AI C/O Amazon Quicksuite # ai # aws # agents # cloud 6 reactions Comments Add Comment 4 min read From image to HTTPS endpoint in one step with ECS Express Mode Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Nov 22 '25 From image to HTTPS endpoint in one step with ECS Express Mode # aws # docker # containers # ecs 10 reactions Comments Add Comment 3 min read Building an AWS Daily Helper Assistant with Strands Agents and Bedrock AgentCore Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Nov 8 '25 Building an AWS Daily Helper Assistant with Strands Agents and Bedrock AgentCore # agents # aws # tutorial # ai 9 reactions Comments Add Comment 4 min read My First Time Speaking at AWS Community Day UAE 2025 — A Journey to Remember 🎤✨ Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Oct 27 '25 My First Time Speaking at AWS Community Day UAE 2025 — A Journey to Remember 🎤✨ # aws # career # devjournal # ai 2 reactions Comments Add Comment 3 min read Building Gulf Heritage AI Studio: A Serverless GenAI Experience Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Oct 25 '25 Building Gulf Heritage AI Studio: A Serverless GenAI Experience # aws # genai # ai # serverless 4 reactions Comments Add Comment 3 min read Secure Remote Access with AWS Verified Access Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Sep 19 '25 Secure Remote Access with AWS Verified Access # aws # security # backend # iam 3 reactions Comments Add Comment 3 min read Q the Future: Enterprise Productivity with AWS Q Business Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Sep 15 '25 Q the Future: Enterprise Productivity with AWS Q Business # aws # genai # rag # llm 4 reactions Comments Add Comment 3 min read Migrating EC2 Instances Across Accounts & Regions Using AMI Sharing Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Aug 30 '25 Migrating EC2 Instances Across Accounts & Regions Using AMI Sharing # aws # ec2 # wordpress # webdev 5 reactions Comments Add Comment 2 min read Securing Your Code with AWS Inspector: A Comprehensive Guide to Code Security Scanning Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Aug 9 '25 Securing Your Code with AWS Inspector: A Comprehensive Guide to Code Security Scanning # aws # code # security # terraform 3 reactions Comments Add Comment 4 min read 🛡️ Proactive Monitoring with AWS CloudWatch Canaries for Web Apps Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Jul 22 '25 🛡️ Proactive Monitoring with AWS CloudWatch Canaries for Web Apps # aws # docker # web # cloudwatch 9 reactions Comments Add Comment 3 min read How I Explored Neo4j, Cypher & Graph Modeling – A Hands-On Journey Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow Jul 15 '25 How I Explored Neo4j, Cypher & Graph Modeling – A Hands-On Journey # neo4j # cloud # graphdb # cypher 2 reactions Comments Add Comment 3 min read 🧭 Stop Hardcoding IPs! Discover Services the Right Way with AWS Cloud Map + ECS + Terraform Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Jul 14 '25 🧭 Stop Hardcoding IPs! Discover Services the Right Way with AWS Cloud Map + ECS + Terraform # aws # serverless # terraform # ecs Comments Add Comment 2 min read 🚀 Build Enterprise Apps in Minutes with AWS App Studio (No Infrastructure Hassles!) Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Jul 7 '25 🚀 Build Enterprise Apps in Minutes with AWS App Studio (No Infrastructure Hassles!) # aws # ai # genai # nocode 2 reactions Comments Add Comment 5 min read 🚀 AWS App Runner – The Easiest Way to Deploy Containers to the Cloud Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Jun 25 '25 🚀 AWS App Runner – The Easiest Way to Deploy Containers to the Cloud # aws # containers # devtools # github 12 reactions Comments Add Comment 4 min read 💻 OCI Journey – Part 3: Compute Services in Oracle Cloud Infrastructure Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow Jun 23 '25 💻 OCI Journey – Part 3: Compute Services in Oracle Cloud Infrastructure # oracle # cloud # containers # kubernetes 2 reactions Comments Add Comment 2 min read 🌐 OCI Journey – Part 2: Networking in Oracle Cloud Infrastructure Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow Jun 21 '25 🌐 OCI Journey – Part 2: Networking in Oracle Cloud Infrastructure # oracle # cloud # networking # oci 3 reactions Comments Add Comment 3 min read Introduction to IAM in Oracle Cloud Infrastructure Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow Jun 20 '25 Introduction to IAM in Oracle Cloud Infrastructure # oracle # cloud # iam # security 6 reactions Comments 2 comments 3 min read A Simple ECS + ECR Project for Beginners Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Jun 15 '25 A Simple ECS + ECR Project for Beginners # aws # docker # terraform # cdn 65 reactions Comments 10 comments 6 min read Using Amazon Q CLI & PyGame to Build a 3-Level Maze Game (with Hearts & Hazards!) Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders May 21 '25 Using Amazon Q CLI & PyGame to Build a 3-Level Maze Game (with Hearts & Hazards!) # aws # ai # cli # amazonqcli 9 reactions Comments 1 comment 3 min read 🛡️ Secure, Lint, and Validate Your Terraform Like a Pro Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders May 19 '25 🛡️ Secure, Lint, and Validate Your Terraform Like a Pro # aws # security # terraform # githubactions 5 reactions Comments 1 comment 5 min read 🌟 Demystifying Amazon Nova: AWS's Powerful New Family of AI Models Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders May 7 '25 🌟 Demystifying Amazon Nova: AWS's Powerful New Family of AI Models # aws # ai # rag # machinelearning 5 reactions Comments Add Comment 5 min read 5 Secure Ways to Connect to EC2 Instances — Including SSH Key Recovery Made Easy! Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Apr 16 '25 5 Secure Ways to Connect to EC2 Instances — Including SSH Key Recovery Made Easy! # aws # security # ec2 # cloud 9 reactions Comments 3 comments 3 min read Building Trustworthy AI: Importance of Guardrails in AWS Bedrock and Q Business Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Apr 8 '25 Building Trustworthy AI: Importance of Guardrails in AWS Bedrock and Q Business # ai # aws # security # cloud 3 reactions Comments 1 comment 1 min read Building Trustworthy AI: Importance of Guardrails in AWS Bedrock and Q Business Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow Apr 8 '25 Building Trustworthy AI: Importance of Guardrails in AWS Bedrock and Q Business # aws # ai # security # cloud 6 reactions Comments 1 comment 5 min read 🎉 Exciting Milestone: Achieving AWS Golden Jacket! 🎉 Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Feb 22 '25 🎉 Exciting Milestone: Achieving AWS Golden Jacket! 🎉 # aws # certification # awschallenge # cloud 2 reactions Comments Add Comment 3 min read AWS Certificate Manager (ACM): An In-Depth Overview Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow Feb 22 '25 AWS Certificate Manager (ACM): An In-Depth Overview # aws # security # awssecurity # awscommunity Comments Add Comment 6 min read Triumph Over AWS SAP-C02: My Journey from Uncertainty to Success Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow Jul 28 '24 Triumph Over AWS SAP-C02: My Journey from Uncertainty to Success # aws # certification # awschallenge # architecture Comments 20 comments 2 min read Introduction to Vault Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow Jul 24 '24 Introduction to Vault # vault # security # hashicorp # cloud 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 — 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. 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https://forem.com/ben | Ben Halpern - 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 DEV Community Close Follow User actions Ben Halpern A Canadian software developer who thinks he’s funny. Location NY Joined Joined on Dec 27, 2015 Email address ben@forem.com Personal website http://benhalpern.com github website twitter website Education Mount Allison University Pronouns He/him Work Co-founder at Forem 10,000 Thumbs Up Milestone Awarded for giving 10,000 thumbs ups (👍) to a variety of posts across DEV. This is a mod-exclusive badge. Got it Close 15 Top 7 Awarded for having a post featured in the weekly "must-reads" list. 🙌 Got it Close #Discuss Awarded for sharing the top weekly post under the #discuss tag. Got it Close 24 Week Community Wellness Streak You're a consistent community enthusiast! Keep up the good work by posting at least 2 comments per week for 24 straight weeks. The next badge you'll earn is the coveted 32! Got it Close Frontend Challenge Completion Badge Awarded for completing at least one prompt in a Frontend Challenge. Thank you for participating! 💖 Got it Close Mod Welcome Party Rewarded to mods who leave 5+ thoughtful comments across new members’ posts during March 2024. This badge is only available to earn during the DEV Mod “Share the Love” Contest 2024. Got it Close we_coded Modvocate Rewarded to mods who leave 5+ thoughtful comments across #wecoded posts during March 2024. This badge is only available to earn during the DEV Mod “Share the Love” Contest 2024. 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 5,000 Thumbs Up Milestone Awarded for giving 5,000 thumbs ups (👍) to a variety of posts across DEV. This is a mod-exclusive badge. Got it Close 1,000 Thumbs Up Milestone Awarded for giving 1,000 thumbs ups (👍) to a variety of posts across DEV. This is a mod-exclusive badge. Got it Close 500 Thumbs Up Milestone Awarded for giving 500 thumbs ups (👍) to a variety of posts across DEV. This is a mod-exclusive badge. Got it Close 100 Thumbs Up Milestone Awarded for giving 100 thumbs ups (👍) to a variety of posts across DEV. This is a mod-exclusive badge. Got it Close Icebreaker This badge rewards those who regularly leave the first comment on other folks' posts, helping to "break the ice" and get discussions going. Got it Close 32 Week Community Wellness Streak You're a true community hero! You've maintained your commitment by posting at least 2 comments per week for 32 straight weeks. Now enjoy the celebration! 🎉 Got it Close Warm Welcome This badge is awarded to members who leave wonderful comments in the Welcome Thread. Every week, we'll pick individuals based on their participation in the thread. 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Got it Close Two Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least two years. Got it Close Fab 5 Awarded for having at least one comment featured in the weekly "top 5 posts" list. Got it Close DEV Contributor Awarded for contributing code or technical docs/guidelines to the Forem open source project Got it Close Beloved Comment Awarded for making a well-loved comment, as voted on with 25 heart (❤️) reactions by the community. Got it Close 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 Show all 59 badges More info about @ben Organizations The DEV Team Byte Sized CodeNewbie AI Pulse The Future Team GitHub Repositories benhalpern.github.io Ben Halpern's personal page HTML • 30 stars Skills/Languages I mostly do web development in Ruby and JavaScript, but I'm curious about a lot of other languages and tools. Experiment with lots. Currently learning Dabbling in all the technology needed to scale our site, on the human side and the computer side. Currently hacking on I'm working on this website that you're reading. It's fun. Post 1872 posts published Comment 11082 comments written Tag 79 tags followed Pin Pinned My Public Inbox Ben Halpern Ben Halpern Ben Halpern Follow Feb 23 '21 My Public Inbox # ama # publicinbox 151 reactions Comments 123 comments 1 min read For Empowering Community Ben Halpern Ben Halpern Ben Halpern Follow for The DEV Team May 28 '20 For Empowering Community # meta # opensource 805 reactions Comments 109 comments 6 min read Medium Was Never Meant to Be a Part of the Developer Ecosystem Ben Halpern Ben Halpern Ben Halpern Follow for The DEV Team Jun 3 '19 Medium Was Never Meant to Be a Part of the Developer Ecosystem # meta 828 reactions Comments 89 comments 5 min read It's perfectly fine to only code at work, don't let anyone tell you otherwise. Ben Halpern Ben Halpern Ben Halpern Follow Feb 17 '18 It's perfectly fine to only code at work, don't let anyone tell you otherwise. # career # productivity 591 reactions Comments 60 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jan 12 Meme Monday # discuss # watercooler # jokes 19 reactions Comments 18 comments 1 min read Want to connect with Ben Halpern? Create an account to connect with Ben Halpern. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in When is a side project worth committing to? Ben Halpern Ben Halpern Ben Halpern Follow Jan 8 When is a side project worth committing to? # showdev # ai # gemini # sideprojects 53 reactions Comments 15 comments 3 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jan 5 Meme Monday # discuss # jokes # watercooler 23 reactions Comments 27 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Dec 29 '25 Meme Monday # discuss # watercooler # jokes 29 reactions Comments 22 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Dec 22 '25 Meme Monday # discuss # watercooler # jokes 36 reactions Comments 31 comments 1 min read You can now embed Cloud Run deployments directly in your DEV posts! Ben Halpern Ben Halpern Ben Halpern Follow for The DEV Team Dec 16 '25 You can now embed Cloud Run deployments directly in your DEV posts! # news # cloud # devto # forem 46 reactions Comments 7 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Dec 15 '25 Meme Monday # discuss # watercooler # jokes 49 reactions Comments 41 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Dec 8 '25 Meme Monday # jokes # watercooler # discuss 21 reactions Comments 46 comments 1 min read You can now use YouTube videos as your cover video on DEV Posts (Also Mux and Twitch videos) Ben Halpern Ben Halpern Ben Halpern Follow for The DEV Team Dec 3 '25 You can now use YouTube videos as your cover video on DEV Posts (Also Mux and Twitch videos) # news # community # devto # forem 75 reactions Comments 24 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Dec 1 '25 Meme Monday # discuss # watercooler # jokes 29 reactions Comments 45 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Nov 24 '25 Meme Monday # discuss # watercooler # jokes # webdev 40 reactions Comments 76 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Nov 17 '25 Meme Monday # discuss # watercooler # jokes 46 reactions Comments 45 comments 1 min read Cover Image Generation Now an Option in the DEV Editor Ben Halpern Ben Halpern Ben Halpern Follow for The DEV Team Nov 13 '25 Cover Image Generation Now an Option in the DEV Editor # community # forem # ai # design 152 reactions Comments 31 comments 2 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Nov 10 '25 Meme Monday # discuss # watercooler # jokes 25 reactions Comments 36 comments 1 min read New Music Monday Threads 🎵🎶 Ben Halpern Ben Halpern Ben Halpern Follow Nov 3 '25 New Music Monday Threads 🎵🎶 # music # community 15 reactions Comments 1 comment 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Nov 3 '25 Meme Monday # jokes # discuss # watercooler 22 reactions Comments 59 comments 1 min read Uniqueness constraints Ben Halpern Ben Halpern Ben Halpern Follow Oct 29 '25 Uniqueness constraints 8 reactions Comments Add Comment 1 min read Can we find calm in a world of chaos? Ben Halpern Ben Halpern Ben Halpern Follow Oct 29 '25 Can we find calm in a world of chaos? # tedx # mentalhealth 20 reactions Comments Add Comment 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Oct 27 '25 Meme Monday # discuss # watercooler # jokes 23 reactions Comments 42 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Oct 20 '25 Meme Monday # discuss # watercooler # jokes 24 reactions Comments 43 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Oct 13 '25 Meme Monday # discuss # jokes # watercooler 26 reactions Comments 26 comments 1 min read Welcome to the Golf Forem! Ben Halpern Ben Halpern Ben Halpern Follow Oct 9 '25 Welcome to the Golf Forem! # welcome 10 reactions Comments 7 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Oct 6 '25 Meme Monday # discuss # watercooler # jokes 32 reactions Comments 39 comments 1 min read Hindsight at Bethpage: The Principles Keegan Looked Past Ben Halpern Ben Halpern Ben Halpern Follow Oct 3 '25 Hindsight at Bethpage: The Principles Keegan Looked Past # pgatour # rydercup # coursearchitecture # coursestrategy 11 reactions Comments Add Comment 3 min read Preloading the DEV (and Forem) home feed and sidebar for substantial performance benefits Ben Halpern Ben Halpern Ben Halpern Follow for The DEV Team Oct 3 '25 Preloading the DEV (and Forem) home feed and sidebar for substantial performance benefits # webdev # frontend # performance # webperf 51 reactions Comments 1 comment 2 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Sep 29 '25 Meme Monday # discuss # jokes # watercooler 27 reactions Comments 36 comments 1 min read Cloud agents vs local editor as center of the vibe coding world Ben Halpern Ben Halpern Ben Halpern Follow Sep 22 '25 Cloud agents vs local editor as center of the vibe coding world # ai # cursorai # ona # serverless 2 reactions Comments Add Comment 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Sep 22 '25 Meme Monday # discuss # watercooler # jokes 31 reactions Comments 47 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Sep 15 '25 Meme Monday # discuss # watercooler # jokes 34 reactions Comments 51 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Sep 8 '25 Meme Monday # discuss # watercooler # jokes 39 reactions Comments 93 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Sep 1 '25 Meme Monday # discuss # jokes # watercooler 57 reactions Comments 109 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Aug 25 '25 Meme Monday # discuss # jokes # watercooler 17 reactions Comments 45 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Aug 18 '25 Meme Monday # discuss # jokes # watercooler 26 reactions Comments 58 comments 1 min read All work and no play makes Cursor a dull boy Ben Halpern Ben Halpern Ben Halpern Follow Aug 12 '25 All work and no play makes Cursor a dull boy # cursorai # ai # weird 10 reactions Comments 1 comment 27 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Aug 11 '25 Meme Monday # discuss # jokes # watercooler 31 reactions Comments 46 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Aug 4 '25 Meme Monday # discuss # watercooler # jokes 43 reactions Comments 58 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jul 28 '25 Meme Monday # discuss # watercooler # jokes 26 reactions Comments 98 comments 1 min read me rn Ben Halpern Ben Halpern Ben Halpern Follow Jul 21 '25 me rn 5 reactions Comments Add Comment 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jul 21 '25 Meme Monday # discuss # jokes # watercooler 31 reactions Comments 138 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jul 14 '25 Meme Monday # jokes # discuss # watercooler 46 reactions Comments 65 comments 1 min read video_source_url in the API can now accept a youtube.com url Ben Halpern Ben Halpern Ben Halpern Follow Jul 7 '25 video_source_url in the API can now accept a youtube.com url 5 reactions Comments Add Comment 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jul 7 '25 Meme Monday # discuss # watercooler # jokes 52 reactions Comments 77 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jun 30 '25 Meme Monday # discuss # watercooler # jokes 38 reactions Comments 65 comments 1 min read Let's watch! Ben Halpern Ben Halpern Ben Halpern Follow Jun 24 '25 Let's watch! 4 reactions Comments Add Comment 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jun 23 '25 Meme Monday # discuss # jokes # watercooler 61 reactions Comments 69 comments 1 min read Evolving Our Infrastructure: Why We Moved from Heroku Postgres to Neon Ben Halpern Ben Halpern Ben Halpern Follow for The DEV Team Jun 19 '25 Evolving Our Infrastructure: Why We Moved from Heroku Postgres to Neon # forem # opensource # postgres # database 72 reactions Comments 12 comments 5 min read New bandcamp embed is live Ben Halpern Ben Halpern Ben Halpern Follow Jun 16 '25 New bandcamp embed is live # embeds 5 reactions Comments Add Comment 1 min read Testing Bandcamp embed Ben Halpern Ben Halpern Ben Halpern Follow Jun 16 '25 Testing Bandcamp embed # bandcamp 7 reactions Comments 3 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jun 16 '25 Meme Monday # discuss # watercooler # jokes 47 reactions Comments 74 comments 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jun 9 '25 Meme Monday # discuss # watercooler # jokes 66 reactions Comments 85 comments 1 min read Moving billboard event counting into a background job Ben Halpern Ben Halpern Ben Halpern Follow Jun 4 '25 Moving billboard event counting into a background job # performance 5 reactions Comments Add Comment 1 min read Exciting Community News: We're Partnering with Google AI! Ben Halpern Ben Halpern Ben Halpern Follow for The DEV Team Jun 3 '25 Exciting Community News: We're Partnering with Google AI! # meta # ai # google # webdev 408 reactions Comments 137 comments 4 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow Jun 2 '25 Meme Monday # discuss # jokes # watercooler 54 reactions Comments 81 comments 1 min read WeedWarden: Prototype autonomous lawn weeding bot Ben Halpern Ben Halpern Ben Halpern Follow May 28 '25 WeedWarden: Prototype autonomous lawn weeding bot # robotics # ai 17 reactions Comments Add Comment 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow May 26 '25 Meme Monday # discuss # watercooler # jokes 82 reactions Comments 103 comments 1 min read Any AI System that Costs People Time is Systematically Flawed Ben Halpern Ben Halpern Ben Halpern Follow May 21 '25 Any AI System that Costs People Time is Systematically Flawed # ai # employment # productivity 16 reactions Comments 1 comment 2 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow May 19 '25 Meme Monday # discuss # watercooler # jokes 63 reactions Comments 119 comments 1 min read "Listings" have been fully removed from Forem Core Ben Halpern Ben Halpern Ben Halpern Follow May 14 '25 "Listings" have been fully removed from Forem Core # listings # product # deprecation 20 reactions Comments 1 comment 1 min read Meme Monday Ben Halpern Ben Halpern Ben Halpern Follow May 12 '25 Meme Monday # jokes # watercooler # discuss 64 reactions Comments 121 comments 1 min read A new space for discussions surrounding the Forem core open source project Ben Halpern Ben Halpern Ben Halpern Follow for The DEV Team May 8 '25 A new space for discussions surrounding the Forem core open source project # announcement 23 reactions Comments 9 comments 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 — 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. 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https://jsfiddle.net/Luktwrdm/ | Edit fiddle - JSFiddle - Code Playground over 8 years ago">AN Run --> Vote for features --> Embed fiddle on websites/blogs --> Go PRO JSFiddle - Test your JavaScript, CSS, HTML or CoffeeScript online with JSFiddle. AI Code Completion AI Code Completion is a BYOK implementation. Get your API Key → The model we use is Codestral by Mistral . We won't save your API Key in our database, it's only stored in the browser for your convinience. Your recent fiddles Collections PRO Select collections: New collection Resources URL cdnjs 3 prop-types.js Remove react.development.js Remove react-dom.development.js Remove Paste a direct CSS/JS URL Type a library name to fetch from CDNJS Async requests Simulating async requests: JSON /echo/json/ JSONP /echo/jsonp/ HTML /echo/html/ XML /echo/xml/ See docs for more info. 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Apply changes Discard Color Palette Generator Generate a cool color palette with a few clicks CSS Flexbox Generator Generate your CSS Flexbox layout in the simplest of ways Coder Fonts Curated list of quality monospace fonts for coders Share or embed fiddle Customize the embeddable experience for websites Tabs: JavaScript HTML CSS Result Visual: Light Dark Embed snippet Prefer iframe? : ' readonly> No autoresizing to fit the code Render blocking of the parent page Editor settings Customize the behavior and feel of the editor Behavior Auto-run code Only auto-run code that validates Auto-save code Live code validation Hot reload CSS Hot reload HTML General Line numbers Wrap lines Indent With Spaces Code Autocomplete Indent size: 2 spaces 4 spaces Font size: 10px 11px 12px 13px 14px 15px 16px 17px 18px 19px 20px Font family: Console Console in the editor Clear console on run Your recent fiddles Recently created fiddles, including ones created while logged out JSFiddle changelog A log of all the changes made to JSFiddle – big and small. Curated list of monospace coder fonts You can now use different monospace fonts in the editor − we now have a curated list of pretty awesome fonts available including premium ones. Just open the Coder Fonts mini-app from the sidebar or from Editor settings . My current favorites are Input and Commit Mono . CSS Flexbox generator as a JSFiddle app Our CSS Flexbox generator lets you create a layout, and skip knowing the confusing properties and value names (let's be honest the W3C did not make a good job here). Not gonna lie, this was heavily inspired by flexer.dev but coded completely from scratch. Behavior change for External Resources Adding External Resources will no longer create a list of resources in the sidebar but will be injected as a LINK or SCRIPT tag inside of the HTML panel. Code Completion with additional context The Code Completion will now also have the context of all panels before suggesting code to you - so if for example you have some CSS or JS, the HTML panel will suggest code based on the other two panels. 🦄 AI Code Completion (beta) Introducing some AI sprinkle in the editor - Code Completion based on the Codestral model (by Mistral ). For now it's a BYOK implmentation which means you need to provide your own API Key − you can get it for free . Editor switch from CodeMirror to Monaco (same as VSCode) After much deliberation I've decided to make the switch from CodeMirror to Monaco . There's a few reasons for this. CodeMirror 5 is no longer being developed, and the switch to 6 would be a huge rewrite since there's not much compatibility between the two versions. Monaco itself has lots of features already built-in, things that took quite a few external plugins to get into the CodeMirror implementation. I'm incredibly thankful to Marijn for his work on CodeMirror , it has served well for many years. JSFiddle will load faster Technical debt is a drag man. Remember the time when MooTools was state-of-art JS framework? We do and so much of JSFiddle was still dependant on it till this day, but since almost all MooTools features are now available in native JS it was high-time to strip it out of the codebase. This took around a week of work, lots of testing, but it's now done. And the final package of our JS bundle is ~30% smaller . Add a new collection Collect your fiddles in collections Get a Mistral API Key A short guide to getting a free Mistral API Key. Sign up for a Mistral account, and pick the free Experiment subscription plan. Log in, and go to your organization's API Keys section. Click Create new key , fill "JSFiddle" as the name for the API key, and save. Copy the key, and paste it into JSFiddle − under the AI Code Completion in the Sidebar. Done ! AI Code Completion should now be working. Classic Columns Bottom results Right results Tabs (columns) Tabs (rows) System Light Dark Set fiddle expiration 1 day 10 days 1 month 6 months 1 year Keep forever Please Whitelist JSFiddle in your content blocker. Help keep JSFiddle free for always by one of two ways: Whitelist JSFiddle in your content blocker (two clicks) Go PRO and get access to additional PRO features → Ad-free All ads in the editor and listing pages are turned completely off. Use pre-released features You get to try and use features (like the Palette Color Generator) months before everyone else. Fiddle collections Sort and categorize your Fiddles into multiple collections. Private collections and fiddles You can make as many Private Fiddles, and Private Collections as you wish! Console Debug your Fiddle with a minimal built-in JavaScript console. Early AI features Try the AI features we're rolling out. --> Join the 4+ million users, and keep the JSFiddle dream alive. 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https://forem.com/om_shree_0709 | Om Shree - 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 DEV Community Close Follow User actions Om Shree Technical Evangelist | AI Researcher | Simplifying Complex AI & Agent Workflows for Developers Location India Joined Joined on Feb 27, 2025 Email address omshree0709@gmail.com Personal website https://shreesozo.com github website twitter website Education Jaypee University Of Information Technology Pronouns He/Him Work Founder of Shreesozo 16 Week Community Wellness Streak You're a dedicated community champion! Keep up the great work by posting at least 2 comments per week for 16 straight weeks. The prized 24-week badge is within reach! Got it Close 2 DEV Challenge Volunteer Judge Awarded for judging a DEV Challenge and nominating winners. Got it Close 100 Thumbs Up Milestone Awarded for giving 100 thumbs ups (👍) to a variety of posts across DEV. 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Got it Close More info about @om_shree_0709 Skills/Languages Full-Stack Dev Currently learning Full-Stack Dev Available for MCP Blog Author, Open-Source Contributor, Full-Stack Dev Post 229 posts published Comment 330 comments written Tag 16 tags followed Pin Pinned Cognee: Building the Next Generation of Memory for AI Agents (OSS) Om Shree Om Shree Om Shree Follow Oct 17 '25 Cognee: Building the Next Generation of Memory for AI Agents (OSS) # discuss # ai # beginners # tutorial 47 reactions Comments 28 comments 7 min read Automate GitHub Security Reviews with Glama’s AI Automation and MCP Servers Om Shree Om Shree Om Shree Follow Sep 15 '25 Automate GitHub Security Reviews with Glama’s AI Automation and MCP Servers # discuss # ai # beginners # tutorial 31 reactions Comments 9 comments 5 min read ✨ Build Your Own Developer Avatar with Google AI Studio Education Track: Build Apps with Google AI Studio Om Shree Om Shree Om Shree Follow Jul 9 '25 ✨ Build Your Own Developer Avatar with Google AI Studio # deved # learngoogleaistudio # ai # gemini 52 reactions Comments 17 comments 2 min read I Almost Fell for a “Last Wish” Scam : Here’s What You Need to Know Om Shree Om Shree Om Shree Follow Jan 12 I Almost Fell for a “Last Wish” Scam : Here’s What You Need to Know # discuss # scam # security # privacy 23 reactions Comments Add Comment 4 min read Want to connect with Om Shree? 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Sign in 🧭 Beginner-Friendly Guide 'Minimum Time Visiting All Points' – LeetCode 1266 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 12 🧭 Beginner-Friendly Guide 'Minimum Time Visiting All Points' – LeetCode 1266 (C++, Python, JavaScript) # programming # cpp # python # javascript 10 reactions Comments Add Comment 3 min read Tech Pulse – Weekly Tech Digest January 11, 2026 Om Shree Om Shree Om Shree Follow Jan 11 Tech Pulse – Weekly Tech Digest January 11, 2026 # ai # blockchain # security # science 15 reactions Comments Add Comment 4 min read 🧱 Beginner-Friendly Guide 'Maximal Rectangle' – LeetCode 85 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 11 🧱 Beginner-Friendly Guide 'Maximal Rectangle' – LeetCode 85 (C++, Python, JavaScript) # programming # cpp # python # javascript 25 reactions Comments Add Comment 4 min read Bridging LLMs and Design Systems via MCP: Implementing a Community Figma MCP Server for Generative Design Om Shree Om Shree Om Shree Follow Jan 10 Bridging LLMs and Design Systems via MCP: Implementing a Community Figma MCP Server for Generative Design # mcp # ai # figma # design 11 reactions Comments 2 comments 4 min read 🧶 Beginner-Friendly Guide 'Minimum ASCII Delete Sum for Two Strings' – LeetCode 712 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 10 🧶 Beginner-Friendly Guide 'Minimum ASCII Delete Sum for Two Strings' – LeetCode 712 (C++, Python, JavaScript) # programming # cpp # python # javascript 13 reactions Comments Add Comment 4 min read Orchestrating Intelligence: Simplifying Agentic Workflows with Model Context Protocol Om Shree Om Shree Om Shree Follow Jan 9 Orchestrating Intelligence: Simplifying Agentic Workflows with Model Context Protocol # discuss # ai # automation # mcp 26 reactions Comments 6 comments 4 min read 🌠Beginner-Friendly Guide 'Smallest Subtree with all the Deepest Nodes' – LeetCode 865 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 9 🌠Beginner-Friendly Guide 'Smallest Subtree with all the Deepest Nodes' – LeetCode 865 (C++, Python, JavaScript) # programming # cpp # python # javascript 17 reactions Comments Add Comment 3 min read 🧗♂️Beginner-Friendly Guide 'Max Dot Product of Two Subsequences' – LeetCode 1458 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 8 🧗♂️Beginner-Friendly Guide 'Max Dot Product of Two Subsequences' – LeetCode 1458 (C++, Python, JavaScript) # programming # cpp # python # javascript 17 reactions Comments Add Comment 3 min read The Conformity Gate Phenomenon: Exploration of Fan Theories Following the Stranger Things Season 5 Finale Om Shree Om Shree Om Shree Follow Jan 7 The Conformity Gate Phenomenon: Exploration of Fan Theories Following the Stranger Things Season 5 Finale # streaming # movies # recommendations # analysis 26 reactions Comments Add Comment 4 min read 🌳 Beginner-Friendly Guide 'Maximum Product of Splitted Binary Tree' – LeetCode 1339 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 7 🌳 Beginner-Friendly Guide 'Maximum Product of Splitted Binary Tree' – LeetCode 1339 (C++, Python, JavaScript) # programming # cpp # javascript # python 15 reactions Comments Add Comment 3 min read 🌲 Beginner-Friendly Guide 'Maximum Level Sum of a Binary Tree' – LeetCode 1161 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 6 🌲 Beginner-Friendly Guide 'Maximum Level Sum of a Binary Tree' – LeetCode 1161 (C++, Python, JavaScript) # programming # cpp # python # javascript 19 reactions Comments Add Comment 3 min read 🧩 Beginner-Friendly Guide 'Maximum Matrix Sum' – LeetCode 1975 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 5 🧩 Beginner-Friendly Guide 'Maximum Matrix Sum' – LeetCode 1975 (C++, Python, JavaScript) # programming # cpp # python # javascript 21 reactions Comments Add Comment 3 min read Confessions of a Totally Average Dev "Part 2": How I Accidentally Learned TypeScript and Immediately Regretted It 🌩️😩 Om Shree Om Shree Om Shree Follow Jan 4 Confessions of a Totally Average Dev "Part 2": How I Accidentally Learned TypeScript and Immediately Regretted It 🌩️😩 # news # memes # shitpost # dev 25 reactions Comments Add Comment 5 min read Tech Pulse: Wrapping 2025, Igniting 2026 Om Shree Om Shree Om Shree Follow Jan 4 Tech Pulse: Wrapping 2025, Igniting 2026 # discuss # ai # security # science 25 reactions Comments Add Comment 3 min read 🍀 Beginner-Friendly Guide 'Four Divisors' – LeetCode 1390 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 4 🍀 Beginner-Friendly Guide 'Four Divisors' – LeetCode 1390 (C++, Python, JavaScript) # programming # cpp # python # javascript 24 reactions Comments Add Comment 3 min read 🎨 Beginner-Friendly Guide 'Number of Ways to Paint N 3 Grid' – LeetCode 1411 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 3 🎨 Beginner-Friendly Guide 'Number of Ways to Paint N 3 Grid' – LeetCode 1411 (C++, Python, JavaScript) # programming # cpp # python # javascript 27 reactions Comments Add Comment 3 min read 🎯 Beginner-Friendly Guide 'N-Repeated Element in Size 2N Array' – LeetCode 961 (C++ | Python | JavaScript) Om Shree Om Shree Om Shree Follow Jan 2 🎯 Beginner-Friendly Guide 'N-Repeated Element in Size 2N Array' – LeetCode 961 (C++ | Python | JavaScript) # programming # cpp # python # javascript 27 reactions Comments Add Comment 2 min read 🐦🔥Beginner-Friendly Guide "Plus One" – LeetCode 66 (C++ | Python | JavaScript) Om Shree Om Shree Om Shree Follow Jan 1 🐦🔥Beginner-Friendly Guide "Plus One" – LeetCode 66 (C++ | Python | JavaScript) # programming # cpp # python # javascript 26 reactions Comments 4 comments 2 min read The AI Hype Reckoning: A 2025 Retrospective on the Bubble That Burst Expectations Om Shree Om Shree Om Shree Follow Dec 31 '25 The AI Hype Reckoning: A 2025 Retrospective on the Bubble That Burst Expectations # discuss # ai # beginners # programming 24 reactions Comments 2 comments 4 min read The $1 Takeover: How the U.S. Government "Nationalized" Anthropic Om Shree Om Shree Om Shree Follow Dec 26 '25 The $1 Takeover: How the U.S. Government "Nationalized" Anthropic # discuss # ai # anthropic # news 17 reactions Comments 6 comments 4 min read The 12 Bugs of Christmas: How One Dev's "Festive" Deploy Turned Santa's Workshop into a Kubernetes Catastrophe Om Shree Om Shree Om Shree Follow Dec 24 '25 The 12 Bugs of Christmas: How One Dev's "Festive" Deploy Turned Santa's Workshop into a Kubernetes Catastrophe # news # memes # shitposts # dev 28 reactions Comments 4 comments 5 min read Paradigm Shift in Context: Beyond MCP to Conversation-Native Development Om Shree Om Shree Om Shree Follow Dec 24 '25 Paradigm Shift in Context: Beyond MCP to Conversation-Native Development # programming # ai # beginners # productivity 17 reactions Comments 4 comments 3 min read MCP Weekly: Enterprise Adoption, Agent Coordination, and Power BI’s Big Leap Om Shree Om Shree Om Shree Follow Nov 27 '25 MCP Weekly: Enterprise Adoption, Agent Coordination, and Power BI’s Big Leap # news # ai # architecture # discuss 17 reactions Comments Add Comment 4 min read Securing Enterprise AI Agents with Unique Identities in the Model Context Protocol (MCP) Om Shree Om Shree Om Shree Follow Nov 27 '25 Securing Enterprise AI Agents with Unique Identities in the Model Context Protocol (MCP) # ai # mcp # programming # architecture 25 reactions Comments Add Comment 7 min read MCP Weekly: Security and Large-Scale Enterprise Integration Om Shree Om Shree Om Shree Follow Nov 25 '25 MCP Weekly: Security and Large-Scale Enterprise Integration # news # ai # security # architecture 27 reactions Comments 2 comments 7 min read 📰 Tech Takes: A Whirlwind Day in Innovation on November 20, 2025 Om Shree Om Shree Om Shree Follow Nov 21 '25 📰 Tech Takes: A Whirlwind Day in Innovation on November 20, 2025 # discuss # ai # security # blockchain 15 reactions Comments 4 comments 6 min read Inside Cloudflare's November 18, 2025 Outage: A Deep Dive into What Broke the Internet (Temporarily) Om Shree Om Shree Om Shree Follow Nov 20 '25 Inside Cloudflare's November 18, 2025 Outage: A Deep Dive into What Broke the Internet (Temporarily) # discuss # ai # cloud # architecture 12 reactions Comments Add Comment 6 min read Gemini 3: Google's Boldest AI Bet Yet – Why Developers Can't Ignore It Om Shree Om Shree Om Shree Follow Nov 18 '25 Gemini 3: Google's Boldest AI Bet Yet – Why Developers Can't Ignore It # ai # gemini # javascript # google 30 reactions Comments 4 comments 8 min read Confessions of a Totally Average Dev: Why Being Kinda Dumb Is the Best Job on Earth ☀️😏 Om Shree Om Shree Om Shree Follow Nov 18 '25 Confessions of a Totally Average Dev: Why Being Kinda Dumb Is the Best Job on Earth ☀️😏 # news # memes # shitposts # dev 50 reactions Comments 15 comments 6 min read Engineering Enterprise-Grade Context: Making the Model Context Protocol (MCP) Viable for Financial Services Om Shree Om Shree Om Shree Follow Nov 6 '25 Engineering Enterprise-Grade Context: Making the Model Context Protocol (MCP) Viable for Financial Services # ai # career # productivity # web3 16 reactions Comments Add Comment 7 min read 📰 Major Tech News: November 4th, 2025: OpenAI's $38 Billion Amazon Pact, Nvidia's AI-Fueled Surge, and China's Chip Power Play Om Shree Om Shree Om Shree Follow Nov 4 '25 📰 Major Tech News: November 4th, 2025: OpenAI's $38 Billion Amazon Pact, Nvidia's AI-Fueled Surge, and China's Chip Power Play # ai # blockchain # crypto # security 11 reactions Comments 1 comment 4 min read 📰 Major Tech News: November 2nd, 2025: Apple Vision Pro Delay, Meta's Llama 4 Debate, and EU Probes Amazon's AI Hiring Tools Om Shree Om Shree Om Shree Follow Nov 2 '25 📰 Major Tech News: November 2nd, 2025: Apple Vision Pro Delay, Meta's Llama 4 Debate, and EU Probes Amazon's AI Hiring Tools # ai # blockchain # security # productivity 11 reactions Comments Add Comment 6 min read Can Your AI Blackmail You? Inside the Security Risk of Agentic Misalignment Om Shree Om Shree Om Shree Follow Nov 2 '25 Can Your AI Blackmail You? Inside the Security Risk of Agentic Misalignment # discuss # ai # programming # webdev 24 reactions Comments 7 comments 6 min read 📰 Major Tech News: November 1st, 2025 — Nvidia's Korean AI Surge, Energy Pressures Mount, and Video AI Takes Center Stage Om Shree Om Shree Om Shree Follow Nov 2 '25 📰 Major Tech News: November 1st, 2025 — Nvidia's Korean AI Surge, Energy Pressures Mount, and Video AI Takes Center Stage # ai # blockchain # productivity # security 21 reactions Comments 2 comments 5 min read 🌀 Brent's Algorithm Explained – Faster Cycle Detection for Beginners Om Shree Om Shree Om Shree Follow Nov 2 '25 🌀 Brent's Algorithm Explained – Faster Cycle Detection for Beginners # programming # cpp # javascript # python 24 reactions Comments 4 comments 4 min read 📰 Major Tech News: Oct 31, 2025 : Big Tech's AI Spending Surge, Nvidia's Chip Partnerships, and OpenAI's Security Innovation Om Shree Om Shree Om Shree Follow Nov 1 '25 📰 Major Tech News: Oct 31, 2025 : Big Tech's AI Spending Surge, Nvidia's Chip Partnerships, and OpenAI's Security Innovation # ai # blockchain # crypto # security 26 reactions Comments Add Comment 5 min read MCP Security: Navigating the Exploit Playbook for Agent Om Shree Om Shree Om Shree Follow Nov 1 '25 MCP Security: Navigating the Exploit Playbook for Agent # ai # mcp # architecture # security 26 reactions Comments 11 comments 7 min read Parenting in 2025: Finding Our Center in a World That Never Stops Om Shree Om Shree Om Shree Follow Oct 27 '25 Parenting in 2025: Finding Our Center in a World That Never Stops # learning # education # development 6 reactions Comments Add Comment 3 min read 📰Major Tech News: October 26th, 2025: The Infrastructure of Intelligence Om Shree Om Shree Om Shree Follow Oct 27 '25 📰Major Tech News: October 26th, 2025: The Infrastructure of Intelligence # ai # blockchain # crypto # security 18 reactions Comments 2 comments 3 min read Agentic Debugging with Time Travel: The Architecture of Certainty Om Shree Om Shree Om Shree Follow Oct 27 '25 Agentic Debugging with Time Travel: The Architecture of Certainty # discuss # ai # beginners # architecture 27 reactions Comments 4 comments 6 min read The Model Context Protocol Registry: Standardizing Server Discovery in a Decentralized Ecosystem Om Shree Om Shree Om Shree Follow Oct 26 '25 The Model Context Protocol Registry: Standardizing Server Discovery in a Decentralized Ecosystem # programming # ai # productivity # javascript 28 reactions Comments Add Comment 6 min read 📰 Major Tech News: Oct 25th, 2025 Om Shree Om Shree Om Shree Follow Oct 26 '25 📰 Major Tech News: Oct 25th, 2025 # crypto # ai # blockchain # security 20 reactions Comments Add Comment 4 min read Code Catastrophe Chronicles: A Byte-Sized Saga for the Terminally Tangled Om Shree Om Shree Om Shree Follow Oct 25 '25 Code Catastrophe Chronicles: A Byte-Sized Saga for the Terminally Tangled # discuss # devs # meems # shitpost 22 reactions Comments 3 comments 4 min read 📰 Major Tech News: Oct 24th, 2025 Om Shree Om Shree Om Shree Follow Oct 25 '25 📰 Major Tech News: Oct 24th, 2025 # ai # blockchain # crypto # security 22 reactions Comments 6 comments 4 min read Accelerating Cloud App Development: Render's Implementation of the Model Context Protocol (MCP) Om Shree Om Shree Om Shree Follow Oct 25 '25 Accelerating Cloud App Development: Render's Implementation of the Model Context Protocol (MCP) # discuss # ai # beginners # tutorial 18 reactions Comments 2 comments 6 min read 📰 Major Tech News: Oct 23th, 2025 Om Shree Om Shree Om Shree Follow Oct 24 '25 📰 Major Tech News: Oct 23th, 2025 # ai # blockchain # crypto # security 23 reactions Comments Add Comment 5 min read 🎲Binary Search Explained – A Beginner’s Guide Om Shree Om Shree Om Shree Follow Oct 24 '25 🎲Binary Search Explained – A Beginner’s Guide # programming # cpp # javascript # python 30 reactions Comments Add Comment 5 min read MCP Guardrails: Mitigating Data Poisoning and Prompt Injection in AI Coding Assistants Om Shree Om Shree Om Shree Follow Oct 24 '25 MCP Guardrails: Mitigating Data Poisoning and Prompt Injection in AI Coding Assistants # programming # ai # javascript # beginners 30 reactions Comments Add Comment 7 min read TMCP: Reimagining Model Context Protocol Server Architecture with Modern TypeScript Om Shree Om Shree Om Shree Follow Oct 23 '25 TMCP: Reimagining Model Context Protocol Server Architecture with Modern TypeScript # programming # ai # javascript # beginners 27 reactions Comments 4 comments 6 min read 📰 Major Tech News: Oct 19th, 2025 Om Shree Om Shree Om Shree Follow Oct 19 '25 📰 Major Tech News: Oct 19th, 2025 # ai # blockchain # crypto # security 26 reactions Comments Add Comment 4 min read Laughing Through the Code: Dev's Guide to October 19's Tech Qwirks Om Shree Om Shree Om Shree Follow Oct 19 '25 Laughing Through the Code: Dev's Guide to October 19's Tech Qwirks # news # memes # shitposts # devs 17 reactions Comments Add Comment 5 min read Navigating Modern Parenthood: Insights from This Week's Conversations Om Shree Om Shree Om Shree Follow Oct 19 '25 Navigating Modern Parenthood: Insights from This Week's Conversations # discuss # learning # development # mentalhealth 23 reactions Comments 5 comments 5 min read 📰 Major Tech News: Oct 18th, 2025 Om Shree Om Shree Om Shree Follow Oct 19 '25 📰 Major Tech News: Oct 18th, 2025 # ai # blockchain # crypto # security 14 reactions Comments 2 comments 5 min read 📰 Major Tech News: Oct 17th, 2025 Om Shree Om Shree Om Shree Follow Oct 17 '25 📰 Major Tech News: Oct 17th, 2025 # ai # blockchain # crypto # security 18 reactions Comments Add Comment 5 min read 📰 Major Tech News: Oct 15th, 2025 Om Shree Om Shree Om Shree Follow Oct 15 '25 📰 Major Tech News: Oct 15th, 2025 # ai # blockchain # security # science 19 reactions Comments 2 comments 5 min read 📰 Major Tech News: Oct 14th, 2025 Om Shree Om Shree Om Shree Follow Oct 14 '25 📰 Major Tech News: Oct 14th, 2025 # ai # blockchain # productivity # security 24 reactions Comments 2 comments 5 min read 📰 Major Tech News: Oct 13th, 2025 Om Shree Om Shree Om Shree Follow Oct 13 '25 📰 Major Tech News: Oct 13th, 2025 # ai # blockchain # crypto # security 20 reactions Comments 2 comments 3 min read AI Agents, Language Evolution, and the Security Shift on October 13, 2025 Om Shree Om Shree Om Shree Follow Oct 13 '25 AI Agents, Language Evolution, and the Security Shift on October 13, 2025 # webdev # programming # ai # javascript 26 reactions Comments 5 comments 3 min read Meme War and Existential Dread: What Developers Are Talking About on October 13, 2025 Om Shree Om Shree Om Shree Follow Oct 13 '25 Meme War and Existential Dread: What Developers Are Talking About on October 13, 2025 # news # memes # shitposts # devs 18 reactions 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 — 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. 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https://www.highlight.io/#features | highlight.io: The open source monitoring platform. Star us on GitHub Star Migrate your Highlight account to LaunchDarkly by February 28, 2026. Learn more on our blog. Product Integrations Pricing Resources Docs Sign in Sign up Your browser does not support the video tag. Your browser does not support the video tag. The open source, fullstack Monitoring Platform. Get started Live demo Request a Demo Call Session Replay Error Monitoring Logging Traces Dashboards Self-Hosting Explore Our Features Session Replay Error Monitoring Logging Traces Dashboards Self-Hosting Session Replay Session Replay Understand the real reason why bugs are happening in your web application. Learn More Console and Network Recording Comprehensive Session Search Powerful Privacy Controls Error Monitoring Error Monitoring Get notified of the exceptions across your app before they become problematic. 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Read our customer review section → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Web application monitoring for today's developer. A cohesive view of your entire stack. A natural pairing between your errors, session replay, logs and more. Understand the “what”, “why” and “how” of your full-stack web application. Get started for free Support for all the modern frameworks. We support all the fancy new frameworks and our platform is powered by open source, scalable technologies. View all frameworks Integrations with your favorite tools. Connect your favorite issue tracker, support tool, or even analytics software and we’ll give you a way to push and pull data in the right places. View all integrations Built with compliance and security. Whether its SOC 2, HIPAA, or ISO, highlight.io can work with your stack. Contact us at security@highlight.io for more information. Read our docs Master OpenTelemetry with our Free Comprehensive Course From fundamentals to advanced implementations, learn how OpenTelemetry can transform your engineering team's observability practices. Ideal for engineering leaders and developers building production-ready monitoring solutions. 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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 The "Cloud" Follow Hide There is no cloud, only other peoples computers. Create Post submission guidelines Be nice. Be respectful. Assume best intentions. Be kind, rewind. Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Why Cloudflare is Right to Stand Against Italy's Piracy Shield Polliog Polliog Polliog Follow Jan 12 Why Cloudflare is Right to Stand Against Italy's Piracy Shield # discuss # cloud # dns # webdev 11 reactions Comments 1 comment 6 min read 🩺 How I Troubleshoot an EC2 Instance in the Real World (Using Instance Diagnostics) Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Jan 12 🩺 How I Troubleshoot an EC2 Instance in the Real World (Using Instance Diagnostics) # aws # ec2 # linux # cloud 4 reactions Comments Add Comment 5 min read Why "Ownership" is the Best Certification: Building Infrastructure for an AWS Legend Ali-Funk Ali-Funk Ali-Funk Follow Jan 12 Why "Ownership" is the Best Certification: Building Infrastructure for an AWS Legend # aws # community # career # cloud 5 reactions Comments Add Comment 2 min read Cloud Sem Falência: O mínimo que você precisa saber de FinOps Ed Wantuil Ed Wantuil Ed Wantuil Follow Jan 12 Cloud Sem Falência: O mínimo que você precisa saber de FinOps # devops # cloud # braziliandevs 1 reaction Comments Add Comment 14 min read Networking 101 #1. Networking Introduction Himanshu Bhatt Himanshu Bhatt Himanshu Bhatt Follow Jan 13 Networking 101 #1. Networking Introduction # networking # devops # cloud # beginners 1 reaction Comments Add Comment 8 min read Mi Top Certificiaciones en IT Como Propositos Para Este 2026 Francisco Moreno Francisco Moreno Francisco Moreno Follow Jan 13 Mi Top Certificiaciones en IT Como Propositos Para Este 2026 # aws # kubernetes # certification # cloud Comments Add Comment 11 min read AZ-104 Azure Administrator Cheat Sheet – 2026 Exam Notes Brent G Saucedo Brent G Saucedo Brent G Saucedo Follow Jan 13 AZ-104 Azure Administrator Cheat Sheet – 2026 Exam Notes # azure # cloud # certification # devops Comments Add Comment 4 min read Setting Up Jenkins SSH Build Agents: A Complete Troubleshooting Guide Faruq2991 Faruq2991 Faruq2991 Follow Jan 10 Setting Up Jenkins SSH Build Agents: A Complete Troubleshooting Guide # beginners # devops # cloud # cloudcomputing 2 reactions Comments Add Comment 8 min read From Vibe-Coding to Engineering: My 48-Hour Battle with Docker & Windows Zakariyau Mukhtar Zakariyau Mukhtar Zakariyau Mukhtar Follow Jan 12 From Vibe-Coding to Engineering: My 48-Hour Battle with Docker & Windows # devops # programming # cloud Comments Add Comment 3 min read Decoding Web Performance: A Deep Dive into Key Metrics TechBlogs TechBlogs TechBlogs Follow Jan 12 Decoding Web Performance: A Deep Dive into Key Metrics # devops # cloud # kubernetes Comments Add Comment 7 min read Real-World Error Handling in Distributed Systems Saber Amani Saber Amani Saber Amani Follow Jan 12 Real-World Error Handling in Distributed Systems # softwareengineering # dotnet # systemdesign # cloud Comments Add Comment 5 min read Introduction to DevOps #5. DevOps Tooling Landscape Himanshu Bhatt Himanshu Bhatt Himanshu Bhatt Follow Jan 12 Introduction to DevOps #5. DevOps Tooling Landscape # discuss # devops # cloud # beginners 6 reactions Comments Add Comment 3 min read Introduction to DevOps #2. Life Before DevOps Himanshu Bhatt Himanshu Bhatt Himanshu Bhatt Follow Jan 12 Introduction to DevOps #2. Life Before DevOps # discuss # devops # cloud # beginners 6 reactions Comments Add Comment 3 min read Cloud Cost Optimization: Engineering-Led Strategy to Reduce AWS & GCP Spend by 30-50% Aspire Softserv Aspire Softserv Aspire Softserv Follow Jan 12 Cloud Cost Optimization: Engineering-Led Strategy to Reduce AWS & GCP Spend by 30-50% # aws # cloud # devops Comments Add Comment 5 min read Cloud Computing for Beginners: A Simple Guide for Students & New Developers ☁️ Sahinur Sahinur Sahinur Follow Jan 12 Cloud Computing for Beginners: A Simple Guide for Students & New Developers ☁️ # cloud # azure # beginners # developer Comments Add Comment 2 min read Introduction to DevOps #3. How DevOps Came Into Existence Himanshu Bhatt Himanshu Bhatt Himanshu Bhatt Follow Jan 12 Introduction to DevOps #3. How DevOps Came Into Existence # discuss # devops # cloud # beginners 6 reactions Comments Add Comment 3 min read It’s 2026: Stop Using AWS IAM and Start Using IAM Identity Center Manusha Chethiyawardhana Manusha Chethiyawardhana Manusha Chethiyawardhana Follow for AWS Community Builders Jan 11 It’s 2026: Stop Using AWS IAM and Start Using IAM Identity Center # aws # tutorial # devops # cloud 5 reactions Comments 1 comment 5 min read Cloud Platform: Choosing Between Heroku and Render as an AI (LLM) Engineer Evan Lin Evan Lin Evan Lin Follow Jan 11 Cloud Platform: Choosing Between Heroku and Render as an AI (LLM) Engineer # architecture # cloud # llm # devops Comments Add Comment 4 min read [Golang][GCP] Cleaning Up Artifact Registry Space Caused by Cloud Run Evan Lin Evan Lin Evan Lin Follow Jan 11 [Golang][GCP] Cleaning Up Artifact Registry Space Caused by Cloud Run # serverless # cloud # go # devops Comments Add Comment 1 min read You’re Running EC2 Instances That Do Nothing Nikola Roganovic Nikola Roganovic Nikola Roganovic Follow Jan 11 You’re Running EC2 Instances That Do Nothing # aws # cloud # devops # sre 1 reaction Comments Add Comment 2 min read [Python][Gemini CLI] Using Vertex AI in LangChain to Process Image Content in a LINE Bot Evan Lin Evan Lin Evan Lin Follow Jan 11 [Python][Gemini CLI] Using Vertex AI in LangChain to Process Image Content in a LINE Bot # gemini # cloud # python # ai Comments Add Comment 4 min read Using Vertex AI instead of Gemini in LangChain (Python) Evan Lin Evan Lin Evan Lin Follow Jan 11 Using Vertex AI instead of Gemini in LangChain (Python) # gemini # cloud # python # ai Comments Add Comment 4 min read Using Google Cloud Services on Heroku with Golang Evan Lin Evan Lin Evan Lin Follow Jan 11 Using Google Cloud Services on Heroku with Golang # security # cloud # go # devops Comments Add Comment 2 min read [Tutorial] CI/CD Architecture for a Hugo Blog on Cloud Run Evan Lin Evan Lin Evan Lin Follow Jan 11 [Tutorial] CI/CD Architecture for a Hugo Blog on Cloud Run # architecture # cicd # cloud # tutorial Comments Add Comment 3 min read Designing Scalable Backend APIs: Building for Growth TechBlogs TechBlogs TechBlogs Follow Jan 11 Designing Scalable Backend APIs: Building for Growth # devops # cloud # kubernetes Comments Add Comment 6 min read loading... trending guides/resources 🚀 SWAG : Le Reverse Proxy Docker qui va révolutionner votre homelab ! The AWS AI/ML Landscape in 2026 — Simplified How to Become an AWS Community Builder: Complete Guide for 2026 Applications Understanding Hetzner SSD VPS Performance and Best Practices AWS Kiro: Agentic Coding and the Rise of Spec-Driven AI Development Affected by the AWS Outage? 5 Things to Do Tomorrow for Your Cloud Resilience ⚡ 🎄 Advent of DevOps: 25 Days to Level Up Your DevOps Game! From Fresher to Cloud Architect: How to Start Your AWS Cloud Journey Hands-On with AWS Lambda Durable Functions & Callback ⚡⏳🚀 - (Let's Build 🏗️ Series) Understand AWS Cloud Security, Governance, and Compliance Concepts Kiro Did It: Kiro Goes GA - And Replaces My Favorite CLI! AI Coding Assistants Battle 2025: GitHub Copilot's Raptor Mini vs Claude Code vs Cursor Composer Addressing the Limitations of Local Path Provisioner in Kubernetes Identify Design Principles of the AWS Cloud n8n Self-Hosted vs n8n Cloud: Which One Should You Choose in 2026? When Cloudflare Sneezes, the Internet Catches a Cold Simplifying Container Ops: What ECS Express Mode Brings to the Table Is flat-rate CloudFront worth it? Testing Cloudflare Workers Locally: Queues, Cron, and HTTP (Part 3) Understand the AWS Shared Responsibility Model 💎 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 — 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 . DEV Community © 2016 - 2026. We're a blogging-forward open source social network where we learn from one another Log in Create account | 2026-01-13T08:48:47 |
https://www.highlight.io/compare/highlight-vs-mouseflow | highlight.io: The open source monitoring platform. Star us on GitHub Star Migrate your Highlight account to LaunchDarkly by February 28, 2026. Learn more on our blog. Product Integrations Pricing Resources Docs Sign in Sign up Explore highlight.io The Open Source Mouseflow alternative Session replay of your frontend, fullstack error monitoring, and powerful logging. Get started for free Live demo Highlight.io vs Mouseflow A detailed comparison of Mouseflow and Highlight.io General Unlimited Team Members Support Ticket Integrations Self-hosted Options Analytics Integrations Self-serve Setup Session Replay Session Commenting Session Sharing Privacy SDKs Embedded, fullstack error monitoring Canvas & WebGL Recording Shadow DOM Recording Error Monitoring Embedded Session Replay Error Sharing Support for Backend SDKs Agent-less architecture Logging Frontend logging Backend logging Embedded replay and stacktraces Agent-less architecture What makes us different? Highlight.io is open source and transparent Highlight.io is built with transparency at its core, with a permissive license . Not only do we work in the open, but we also expose what we're working on, on our roadmap . The fact that Highlight.io is open source also makes it easy to integrate and build your own tools on-top of it, an advantage closed-source products like Mouseflow can't offer. Highlight.io constantly ships new features At Highlight.io, we ship quickly. We update our changelog with a recap of new features biweekly, and we share when these features are completed in our public roadmap . Plus, our community keeps pushing us to do more, so we're constantly adding new integrations . We work hard to keep Highlight.io ahead of the curve, and we're not afraid to show off our secret sauce. Full-stack Observability While Mouseflow provides a comprehensive set of separate features for session replay, it does not support error monitoring or logging. Highlight.io enables teams to monitor and optimize their entire tech stack, pairing server-side infrastructure with your frontend web applications. This makes Highlight.io a more comprehensive solution for developers who need to monitor their entire tech stack, in a simple, easy to implement solution. Master OpenTelemetry with our Free Comprehensive Course From fundamentals to advanced implementations, learn how OpenTelemetry can transform your engineering team's observability practices. Ideal for engineering leaders and developers building production-ready monitoring solutions. Start Learning Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. Read our customer review section → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
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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 React Follow Hide Official tag for Facebook's React JavaScript library for building user interfaces Create Post submission guidelines 1️⃣ Post Facebook's React ⚛ related posts/questions/discussion topics here~ 2️⃣ There are no silly posts or questions as we all learn from each other👩🎓👨🎓 3️⃣ Adhere to dev.to 👩💻👨💻 Code of Conduct about #react React is a declarative, component-based library, you can learn once, and write anywhere Editor Guide Check out this Editor Guide or this post to learn how to add code syntax highlights, embed CodeSandbox/Codepen, etc Official Documentations & Source Docs Tutorial Community Blog Source code on GitHub Improving Your Chances for a Reply by putting a minimal example to either JSFiddle , Code Sandbox , or StackBlitz . Describe what you want it to do, and things you've tried. Don't just post big blocks of code! Where else to ask questions StackOverflow tagged with [reactjs] Beginner's Thread / Easy Questions (Jan 2020) on r/reactjs subreddit. Note: a new "Beginner's Thread" created as sticky post on the first day of each month Learn in Public Don't afraid to post an article or being wrong. Learn in public . Older #react 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 Building Advanced Data Tables with AG Grid in React Michael Turner Michael Turner Michael Turner Follow Jan 12 Building Advanced Data Tables with AG Grid in React # react # tutorial # beginners # programming Comments Add Comment 6 min read React + Django vs MERN Stack: A Real-World Comparison Rishikesh Rishikesh Rishikesh Follow Jan 12 React + Django vs MERN Stack: A Real-World Comparison # react # djangoapi # mern # development Comments Add Comment 2 min read Getting Started with Fortune Sheet in React: Building Your First Spreadsheet Michael Turner Michael Turner Michael Turner Follow Jan 12 Getting Started with Fortune Sheet in React: Building Your First Spreadsheet # react # webdev # programming # tutorial Comments Add Comment 5 min read From Rusty to Release: How an Infinite Loop Taught Me to Respect React DevTools Beleke Ian Beleke Ian Beleke Ian Follow Jan 12 From Rusty to Release: How an Infinite Loop Taught Me to Respect React DevTools # react # webdev # beginners # programming 1 reaction Comments Add Comment 2 min read Project BookMyShow: Day 6 Vishwa Pratap Singh Vishwa Pratap Singh Vishwa Pratap Singh Follow Jan 11 Project BookMyShow: Day 6 # showdev # webdev # laravel # react Comments Add Comment 1 min read Advanced Data Table Implementation with ka-table in React Michael Turner Michael Turner Michael Turner Follow Jan 12 Advanced Data Table Implementation with ka-table in React # react # webdev # programming # javascript Comments Add Comment 6 min read Power Up React: Mastering Lists, Keys, and Component Patterns! (React Day 4) Vasu Ghanta Vasu Ghanta Vasu Ghanta Follow Jan 12 Power Up React: Mastering Lists, Keys, and Component Patterns! (React Day 4) # javascript # react # tutorial 1 reaction Comments Add Comment 4 min read ReactJS Hook Pattern ~UseImperativeHandle~ Ogasawara Kakeru Ogasawara Kakeru Ogasawara Kakeru Follow Jan 12 ReactJS Hook Pattern ~UseImperativeHandle~ # programming # javascript # react # learning Comments Add Comment 1 min read Building a React Dashboard in 2026: What Actually Matters (From a Dev Perspective) Vaibhav Gupta Vaibhav Gupta Vaibhav Gupta Follow Jan 12 Building a React Dashboard in 2026: What Actually Matters (From a Dev Perspective) # webdev # react # opensource # frontend Comments Add Comment 2 min read Building a Regulatory-Compliant Accessibility Scanner: From WCAG to Legal Compliance Labontese Labontese Labontese Follow Jan 11 Building a Regulatory-Compliant Accessibility Scanner: From WCAG to Legal Compliance # a11y # typescript # react # webdev Comments Add Comment 6 min read Book Review: Ecosystem Competition Strategy Evan Lin Evan Lin Evan Lin Follow Jan 11 Book Review: Ecosystem Competition Strategy # discuss # react # performance Comments Add Comment 10 min read 3D Anatomy Modeling: Build Interactive Features to Visualize Muscle Engagement wellallyTech wellallyTech wellallyTech Follow Jan 12 3D Anatomy Modeling: Build Interactive Features to Visualize Muscle Engagement # frontend # react # threejs # datavisualization Comments Add Comment 2 min read Polyfil - useReducer Bishoy Semsem Bishoy Semsem Bishoy Semsem Follow Jan 11 Polyfil - useReducer # react # webdev Comments Add Comment 6 min read I built a tool to detect ISP Throttling on Steam using React + Vite Murilo Evangelinos Murilo Evangelinos Murilo Evangelinos Follow Jan 11 I built a tool to detect ISP Throttling on Steam using React + Vite # showdev # networking # react # tooling Comments Add Comment 1 min read I Built 18 Free Developer Tools That Run 100% in Your Browser Palak Kanani Palak Kanani Palak Kanani Follow Jan 11 I Built 18 Free Developer Tools That Run 100% in Your Browser # webdev # javascript # react # productivity Comments Add Comment 1 min read Polyfill - useEffect (React) ZeeshanAli-0704 ZeeshanAli-0704 ZeeshanAli-0704 Follow Jan 11 Polyfill - useEffect (React) # javascript # react # tutorial Comments Add Comment 5 min read Polyfil - useReducer ZeeshanAli-0704 ZeeshanAli-0704 ZeeshanAli-0704 Follow Jan 11 Polyfil - useReducer # interview # tutorial # javascript # react Comments Add Comment 5 min read From CSV to insights: building an open-source analytics SaaS salaheddine Ennouami salaheddine Ennouami salaheddine Ennouami Follow Jan 11 From CSV to insights: building an open-source analytics SaaS # data # datascience # webdev # react Comments Add Comment 1 min read ReactJS Design Pattern ~Context Selector~ Ogasawara Kakeru Ogasawara Kakeru Ogasawara Kakeru Follow Jan 11 ReactJS Design Pattern ~Context Selector~ # programming # javascript # react # learning Comments Add Comment 1 min read Dark Mode with Tailwind v4 & next-themes Abu Jakaria Abu Jakaria Abu Jakaria Follow Jan 10 Dark Mode with Tailwind v4 & next-themes # react # webdev # tailwindcss # darkmode Comments Add Comment 2 min read Real-Time Dashboards: Building a Heart Rate Monitor Enhances Remote Health Tracking wellallyTech wellallyTech wellallyTech Follow Jan 11 Real-Time Dashboards: Building a Heart Rate Monitor Enhances Remote Health Tracking # node # tutorial # fullstack # react Comments Add Comment 2 min read Mastering React's Dynamic Side: State, Events, and Conditional Rendering! (React Day 3) Vasu Ghanta Vasu Ghanta Vasu Ghanta Follow Jan 11 Mastering React's Dynamic Side: State, Events, and Conditional Rendering! (React Day 3) # react # babel # javascript # webdev Comments Add Comment 4 min read Today I Truly Understood Custom Hooks (And Built My Own) Usama Usama Usama Follow Jan 10 Today I Truly Understood Custom Hooks (And Built My Own) # react # frontend # learning # webdev 2 reactions Comments 2 comments 2 min read mkdir backend cd backend npm init -y npm install express mongoose cors dotenv Areeba Malik Areeba Malik Areeba Malik Follow Jan 11 mkdir backend cd backend npm init -y npm install express mongoose cors dotenv # tutorial # mongodb # node # react Comments 1 comment 3 min read My Portfolio on Google Cloud Run YogoCastro YogoCastro YogoCastro Follow Jan 11 My Portfolio on Google Cloud Run # portfolio # devops # docker # react 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 Amazon Web Services Follow Hide Amazon Web Services (AWS) is a collection of web services for computing, storage, machine learning, security, and more There are over 200+ AWS services as of 2023. Create Post submission guidelines Articles which primary focus is AWS are permitted to used the #aws tag. Older #aws 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 How I Passed the AWS Certified Cloud Practitioner in 24 Days (For Free) Adedoyin Adedoyin Adedoyin Follow Jan 5 How I Passed the AWS Certified Cloud Practitioner in 24 Days (For Free) # aws # awscloudpractitioner # cloudcertification # examprep Comments Add Comment 3 min read AI-Augmented Cloud Operations Abhijeet Yadav Abhijeet Yadav Abhijeet Yadav Follow Jan 7 AI-Augmented Cloud Operations # aws # serverless # aiops # automation 1 reaction Comments Add Comment 6 min read Day 35: Deploying and Managing Applications on AWS Thu Kha Kyawe Thu Kha Kyawe Thu Kha Kyawe Follow Jan 7 Day 35: Deploying and Managing Applications on AWS # aws # 100daysofcloudaws Comments Add Comment 3 min read What I Learned Deploying a Java Application on AWS Using a 3-Tier Architecture Miracle Olorunsola Miracle Olorunsola Miracle Olorunsola Follow Jan 7 What I Learned Deploying a Java Application on AWS Using a 3-Tier Architecture # devops # aws # cicd 1 reaction Comments 1 comment 1 min read Runtime 0.3.0: The Unified Serverless Framework for TypeScript Raman Marozau Raman Marozau Raman Marozau Follow Jan 7 Runtime 0.3.0: The Unified Serverless Framework for TypeScript # aws # react # serverless # typescript Comments Add Comment 4 min read Key DevOps Career Lessons from an Industry Session at NetSol M. Ibtsam M. Ibtsam M. Ibtsam Follow Jan 5 Key DevOps Career Lessons from an Industry Session at NetSol # devops # cloudcomputing # aws # techcareers Comments Add Comment 2 min read Composite SLOs for Serverless Event-Driven Systems Nabin Debnath Nabin Debnath Nabin Debnath Follow Jan 5 Composite SLOs for Serverless Event-Driven Systems # devops # serverless # observability # aws 2 reactions Comments Add Comment 5 min read 7 Best Resources to Learn Cloud Computing in 2026 Stack Overflowed Stack Overflowed Stack Overflowed Follow Jan 7 7 Best Resources to Learn Cloud Computing in 2026 # webdev # cloudcomputing # aws # cloud 1 reaction Comments Add Comment 4 min read Building a Production-Ready AWS ALB + Auto Scaling Architecture Using Terraform manoop madhu manoop madhu manoop madhu Follow Jan 5 Building a Production-Ready AWS ALB + Auto Scaling Architecture Using Terraform # architecture # aws # devops # terraform Comments Add Comment 3 min read AWS, Vault Integration Tabasum Khan Tabasum Khan Tabasum Khan Follow Jan 5 AWS, Vault Integration # aws # vault Comments Add Comment 2 min read Automated Jira Ticket Creation for AWS EC2 Scheduled Events nithish rodrigo nithish rodrigo nithish rodrigo Follow Jan 5 Automated Jira Ticket Creation for AWS EC2 Scheduled Events # aws # awshealth # sqs # eventbridge Comments Add Comment 3 min read How Serverless & Community Can Transform Your Career N Chandra Prakash Reddy N Chandra Prakash Reddy N Chandra Prakash Reddy Follow for AWS Community Builders Jan 6 How Serverless & Community Can Transform Your Career # aws # serverless # productivity # lambda 2 reactions Comments Add Comment 6 min read DEV Track Spotlight: Breakout Sessions & Code Talks from AWS re:Invent 2025 Gunnar Grosch Gunnar Grosch Gunnar Grosch Follow for AWS Jan 5 DEV Track Spotlight: Breakout Sessions & Code Talks from AWS re:Invent 2025 # aws # ai # serverless # reinvent Comments Add Comment 11 min read Public vs Private Subnets in AWS - What Finally Made It Click for Me Nirmal Mahale Nirmal Mahale Nirmal Mahale Follow Jan 6 Public vs Private Subnets in AWS - What Finally Made It Click for Me # aws # cloudsecurity # networking # learning 1 reaction Comments Add Comment 2 min read AWS IAM Security: A Practical Guide That Actually Works in Production Muhammad Yawar Malik Muhammad Yawar Malik Muhammad Yawar Malik Follow Jan 10 AWS IAM Security: A Practical Guide That Actually Works in Production # aws # security # cloud # iam 4 reactions Comments 1 comment 5 min read [AI-Powered ASL Communication App] - Part 1: Cost-Effective Sign Detection Model Training on AWS EKS Ooi Yee Fei Ooi Yee Fei Ooi Yee Fei Follow for AWS Community Builders Jan 3 [AI-Powered ASL Communication App] - Part 1: Cost-Effective Sign Detection Model Training on AWS EKS # aws # programming # ai # machinelearning 2 reactions Comments Add Comment 4 min read How AWS GenAI Is Reshaping Business Models Across Sectors Cygnet.One Cygnet.One Cygnet.One Follow Jan 6 How AWS GenAI Is Reshaping Business Models Across Sectors # ai # aws # leadership Comments Add Comment 7 min read CineDB: Building a Movie Catalog with DocumentDB 📽️ Khushi Nandwani Khushi Nandwani Khushi Nandwani Follow Jan 5 CineDB: Building a Movie Catalog with DocumentDB 📽️ # aws # database # mongodb # tutorial Comments Add Comment 8 min read Automated Jira Ticket Creation for AWS EC2 Scheduled Events nithish rodrigo nithish rodrigo nithish rodrigo Follow Jan 5 Automated Jira Ticket Creation for AWS EC2 Scheduled Events # aws # awshealth # sqs # eventbridge Comments Add Comment 3 min read Automated Jira Ticket Creation for AWS EC2 Scheduled Events nithish rodrigo nithish rodrigo nithish rodrigo Follow Jan 5 Automated Jira Ticket Creation for AWS EC2 Scheduled Events # aws # awshealth # sqs # eventbridge Comments Add Comment 3 min read Cache Layers vs Storage Classes for Performance Mathew Pregasen Mathew Pregasen Mathew Pregasen Follow Jan 6 Cache Layers vs Storage Classes for Performance # aws # cloud # performance # devops Comments Add Comment 4 min read BootStrapping Aurora RDS Databases using Lambda and Terraform (Part 1) Santanu Das Santanu Das Santanu Das Follow Jan 10 BootStrapping Aurora RDS Databases using Lambda and Terraform (Part 1) # terraform # aws # aurora # devops Comments Add Comment 8 min read ☁️ What If I Move to the Cloud? Part 1 – What Is This Cloud, Really? Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Jan 10 ☁️ What If I Move to the Cloud? Part 1 – What Is This Cloud, Really? # aws # azure # gcp # oracle 4 reactions Comments Add Comment 3 min read AWS Cost Optimization Hub Barbara Gaspar Barbara Gaspar Barbara Gaspar Follow Jan 5 AWS Cost Optimization Hub # aws # finops # costoptimization Comments Add Comment 2 min read Terraform Provisioners - local-exec, remote-exec & file. Rohan Nalawade Rohan Nalawade Rohan Nalawade Follow Jan 6 Terraform Provisioners - local-exec, remote-exec & file. # terraform # devops # cloud # aws 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://www.highlight.io/for/next | highlight.io: The open source monitoring platform. Star us on GitHub Star Product Integrations Pricing Resources Docs Sign in Sign up Your browser does not support the video tag. Your browser does not support the video tag. The Next.js monitoring toolkit you've been waiting for. What if monitoring your Next.js app was as easy as deploying it? With session replay and error monitoring, Highlight's got you covered. Get started Live demo Session Replay Investigate hard-to-crack bugs by playing through issues in a youtube-like UI. With access to requests, console logs and more! Error Monitoring Continuously monitor errors and exceptions in your Next.js application, all the way from your frontend to your backend. Performance Metrics Monitor and set alerts for important performance metrics in Next.js like Web Vitals, Request latency, and much more! Highlight for Next.js Get started in your Next.js app today. Get started for free Live demo Frontend import type { AppProps } from 'next/app' import { H } from 'highlight.run' import { ErrorBoundary } from '@highlight-run/react' H.init('<YOUR_PROJECT_ID>') // Get your project ID from https://app.highlight.io/setup function MyApp({ Component, pageProps }: AppProps) { return ( <ErrorBoundary> <Component {...pageProps} /> </ErrorBoundary> ) } export default MyApp Reproduce issues with high-fidelity session replay. With our pixel-perfect replays of your Next.js app, you'll get to the bottom of issues in no time and better understand how your app is being used. Read our docs Get a ping when exceptions or errors are thrown. Our alerting infrastructure can take abnormal metrics or errors raised in your Next.js app and notify your engineering team over Slack, Discord, and more! Read our docs Monitor the metrics that keep your customers around. Highlight allows you to track performance, request timings, and several other metrics in your Next.js application. Read our docs Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. What our customers have to say → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
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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 Om Shree Technical Evangelist | AI Researcher | Simplifying Complex AI & Agent Workflows for Developers Location India Joined Joined on Feb 27, 2025 Email address omshree0709@gmail.com Personal website https://shreesozo.com github website twitter website Education Jaypee University Of Information Technology Pronouns He/Him Work Founder of Shreesozo 16 Week Community Wellness Streak You're a dedicated community champion! Keep up the great work by posting at least 2 comments per week for 16 straight weeks. The prized 24-week badge is within reach! Got it Close 2 DEV Challenge Volunteer Judge Awarded for judging a DEV Challenge and nominating winners. Got it Close 100 Thumbs Up Milestone Awarded for giving 100 thumbs ups (👍) to a variety of posts across DEV. 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Got it Close More info about @om_shree_0709 Skills/Languages Full-Stack Dev Currently learning Full-Stack Dev Available for MCP Blog Author, Open-Source Contributor, Full-Stack Dev Post 229 posts published Comment 330 comments written Tag 16 tags followed Pin Pinned Cognee: Building the Next Generation of Memory for AI Agents (OSS) Om Shree Om Shree Om Shree Follow Oct 17 '25 Cognee: Building the Next Generation of Memory for AI Agents (OSS) # discuss # ai # beginners # tutorial 47 reactions Comments 28 comments 7 min read Automate GitHub Security Reviews with Glama’s AI Automation and MCP Servers Om Shree Om Shree Om Shree Follow Sep 15 '25 Automate GitHub Security Reviews with Glama’s AI Automation and MCP Servers # discuss # ai # beginners # tutorial 31 reactions Comments 9 comments 5 min read ✨ Build Your Own Developer Avatar with Google AI Studio Education Track: Build Apps with Google AI Studio Om Shree Om Shree Om Shree Follow Jul 9 '25 ✨ Build Your Own Developer Avatar with Google AI Studio # deved # learngoogleaistudio # ai # gemini 52 reactions Comments 17 comments 2 min read I Almost Fell for a “Last Wish” Scam : Here’s What You Need to Know Om Shree Om Shree Om Shree Follow Jan 12 I Almost Fell for a “Last Wish” Scam : Here’s What You Need to Know # discuss # scam # security # privacy 23 reactions Comments Add Comment 4 min read Want to connect with Om Shree? 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Sign in 🧭 Beginner-Friendly Guide 'Minimum Time Visiting All Points' – LeetCode 1266 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 12 🧭 Beginner-Friendly Guide 'Minimum Time Visiting All Points' – LeetCode 1266 (C++, Python, JavaScript) # programming # cpp # python # javascript 10 reactions Comments Add Comment 3 min read Tech Pulse – Weekly Tech Digest January 11, 2026 Om Shree Om Shree Om Shree Follow Jan 11 Tech Pulse – Weekly Tech Digest January 11, 2026 # ai # blockchain # security # science 15 reactions Comments Add Comment 4 min read 🧱 Beginner-Friendly Guide 'Maximal Rectangle' – LeetCode 85 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 11 🧱 Beginner-Friendly Guide 'Maximal Rectangle' – LeetCode 85 (C++, Python, JavaScript) # programming # cpp # python # javascript 25 reactions Comments Add Comment 4 min read Bridging LLMs and Design Systems via MCP: Implementing a Community Figma MCP Server for Generative Design Om Shree Om Shree Om Shree Follow Jan 10 Bridging LLMs and Design Systems via MCP: Implementing a Community Figma MCP Server for Generative Design # mcp # ai # figma # design 11 reactions Comments 2 comments 4 min read 🧶 Beginner-Friendly Guide 'Minimum ASCII Delete Sum for Two Strings' – LeetCode 712 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 10 🧶 Beginner-Friendly Guide 'Minimum ASCII Delete Sum for Two Strings' – LeetCode 712 (C++, Python, JavaScript) # programming # cpp # python # javascript 13 reactions Comments Add Comment 4 min read Orchestrating Intelligence: Simplifying Agentic Workflows with Model Context Protocol Om Shree Om Shree Om Shree Follow Jan 9 Orchestrating Intelligence: Simplifying Agentic Workflows with Model Context Protocol # discuss # ai # automation # mcp 26 reactions Comments 6 comments 4 min read 🌠Beginner-Friendly Guide 'Smallest Subtree with all the Deepest Nodes' – LeetCode 865 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 9 🌠Beginner-Friendly Guide 'Smallest Subtree with all the Deepest Nodes' – LeetCode 865 (C++, Python, JavaScript) # programming # cpp # python # javascript 17 reactions Comments Add Comment 3 min read 🧗♂️Beginner-Friendly Guide 'Max Dot Product of Two Subsequences' – LeetCode 1458 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 8 🧗♂️Beginner-Friendly Guide 'Max Dot Product of Two Subsequences' – LeetCode 1458 (C++, Python, JavaScript) # programming # cpp # python # javascript 17 reactions Comments Add Comment 3 min read The Conformity Gate Phenomenon: Exploration of Fan Theories Following the Stranger Things Season 5 Finale Om Shree Om Shree Om Shree Follow Jan 7 The Conformity Gate Phenomenon: Exploration of Fan Theories Following the Stranger Things Season 5 Finale # streaming # movies # recommendations # analysis 26 reactions Comments Add Comment 4 min read 🌳 Beginner-Friendly Guide 'Maximum Product of Splitted Binary Tree' – LeetCode 1339 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 7 🌳 Beginner-Friendly Guide 'Maximum Product of Splitted Binary Tree' – LeetCode 1339 (C++, Python, JavaScript) # programming # cpp # javascript # python 15 reactions Comments Add Comment 3 min read 🌲 Beginner-Friendly Guide 'Maximum Level Sum of a Binary Tree' – LeetCode 1161 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 6 🌲 Beginner-Friendly Guide 'Maximum Level Sum of a Binary Tree' – LeetCode 1161 (C++, Python, JavaScript) # programming # cpp # python # javascript 19 reactions Comments Add Comment 3 min read 🧩 Beginner-Friendly Guide 'Maximum Matrix Sum' – LeetCode 1975 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 5 🧩 Beginner-Friendly Guide 'Maximum Matrix Sum' – LeetCode 1975 (C++, Python, JavaScript) # programming # cpp # python # javascript 21 reactions Comments Add Comment 3 min read Confessions of a Totally Average Dev "Part 2": How I Accidentally Learned TypeScript and Immediately Regretted It 🌩️😩 Om Shree Om Shree Om Shree Follow Jan 4 Confessions of a Totally Average Dev "Part 2": How I Accidentally Learned TypeScript and Immediately Regretted It 🌩️😩 # news # memes # shitpost # dev 25 reactions Comments Add Comment 5 min read Tech Pulse: Wrapping 2025, Igniting 2026 Om Shree Om Shree Om Shree Follow Jan 4 Tech Pulse: Wrapping 2025, Igniting 2026 # discuss # ai # security # science 25 reactions Comments Add Comment 3 min read 🍀 Beginner-Friendly Guide 'Four Divisors' – LeetCode 1390 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 4 🍀 Beginner-Friendly Guide 'Four Divisors' – LeetCode 1390 (C++, Python, JavaScript) # programming # cpp # python # javascript 24 reactions Comments Add Comment 3 min read 🎨 Beginner-Friendly Guide 'Number of Ways to Paint N 3 Grid' – LeetCode 1411 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 3 🎨 Beginner-Friendly Guide 'Number of Ways to Paint N 3 Grid' – LeetCode 1411 (C++, Python, JavaScript) # programming # cpp # python # javascript 27 reactions Comments Add Comment 3 min read 🎯 Beginner-Friendly Guide 'N-Repeated Element in Size 2N Array' – LeetCode 961 (C++ | Python | JavaScript) Om Shree Om Shree Om Shree Follow Jan 2 🎯 Beginner-Friendly Guide 'N-Repeated Element in Size 2N Array' – LeetCode 961 (C++ | Python | JavaScript) # programming # cpp # python # javascript 27 reactions Comments Add Comment 2 min read 🐦🔥Beginner-Friendly Guide "Plus One" – LeetCode 66 (C++ | Python | JavaScript) Om Shree Om Shree Om Shree Follow Jan 1 🐦🔥Beginner-Friendly Guide "Plus One" – LeetCode 66 (C++ | Python | JavaScript) # programming # cpp # python # javascript 26 reactions Comments 4 comments 2 min read The AI Hype Reckoning: A 2025 Retrospective on the Bubble That Burst Expectations Om Shree Om Shree Om Shree Follow Dec 31 '25 The AI Hype Reckoning: A 2025 Retrospective on the Bubble That Burst Expectations # discuss # ai # beginners # programming 24 reactions Comments 2 comments 4 min read The $1 Takeover: How the U.S. Government "Nationalized" Anthropic Om Shree Om Shree Om Shree Follow Dec 26 '25 The $1 Takeover: How the U.S. Government "Nationalized" Anthropic # discuss # ai # anthropic # news 17 reactions Comments 6 comments 4 min read The 12 Bugs of Christmas: How One Dev's "Festive" Deploy Turned Santa's Workshop into a Kubernetes Catastrophe Om Shree Om Shree Om Shree Follow Dec 24 '25 The 12 Bugs of Christmas: How One Dev's "Festive" Deploy Turned Santa's Workshop into a Kubernetes Catastrophe # news # memes # shitposts # dev 28 reactions Comments 4 comments 5 min read Paradigm Shift in Context: Beyond MCP to Conversation-Native Development Om Shree Om Shree Om Shree Follow Dec 24 '25 Paradigm Shift in Context: Beyond MCP to Conversation-Native Development # programming # ai # beginners # productivity 17 reactions Comments 4 comments 3 min read MCP Weekly: Enterprise Adoption, Agent Coordination, and Power BI’s Big Leap Om Shree Om Shree Om Shree Follow Nov 27 '25 MCP Weekly: Enterprise Adoption, Agent Coordination, and Power BI’s Big Leap # news # ai # architecture # discuss 17 reactions Comments Add Comment 4 min read Securing Enterprise AI Agents with Unique Identities in the Model Context Protocol (MCP) Om Shree Om Shree Om Shree Follow Nov 27 '25 Securing Enterprise AI Agents with Unique Identities in the Model Context Protocol (MCP) # ai # mcp # programming # architecture 25 reactions Comments Add Comment 7 min read MCP Weekly: Security and Large-Scale Enterprise Integration Om Shree Om Shree Om Shree Follow Nov 25 '25 MCP Weekly: Security and Large-Scale Enterprise Integration # news # ai # security # architecture 27 reactions Comments 2 comments 7 min read 📰 Tech Takes: A Whirlwind Day in Innovation on November 20, 2025 Om Shree Om Shree Om Shree Follow Nov 21 '25 📰 Tech Takes: A Whirlwind Day in Innovation on November 20, 2025 # discuss # ai # security # blockchain 15 reactions Comments 4 comments 6 min read Inside Cloudflare's November 18, 2025 Outage: A Deep Dive into What Broke the Internet (Temporarily) Om Shree Om Shree Om Shree Follow Nov 20 '25 Inside Cloudflare's November 18, 2025 Outage: A Deep Dive into What Broke the Internet (Temporarily) # discuss # ai # cloud # architecture 12 reactions Comments Add Comment 6 min read Gemini 3: Google's Boldest AI Bet Yet – Why Developers Can't Ignore It Om Shree Om Shree Om Shree Follow Nov 18 '25 Gemini 3: Google's Boldest AI Bet Yet – Why Developers Can't Ignore It # ai # gemini # javascript # google 30 reactions Comments 4 comments 8 min read Confessions of a Totally Average Dev: Why Being Kinda Dumb Is the Best Job on Earth ☀️😏 Om Shree Om Shree Om Shree Follow Nov 18 '25 Confessions of a Totally Average Dev: Why Being Kinda Dumb Is the Best Job on Earth ☀️😏 # news # memes # shitposts # dev 50 reactions Comments 15 comments 6 min read Engineering Enterprise-Grade Context: Making the Model Context Protocol (MCP) Viable for Financial Services Om Shree Om Shree Om Shree Follow Nov 6 '25 Engineering Enterprise-Grade Context: Making the Model Context Protocol (MCP) Viable for Financial Services # ai # career # productivity # web3 16 reactions Comments Add Comment 7 min read 📰 Major Tech News: November 4th, 2025: OpenAI's $38 Billion Amazon Pact, Nvidia's AI-Fueled Surge, and China's Chip Power Play Om Shree Om Shree Om Shree Follow Nov 4 '25 📰 Major Tech News: November 4th, 2025: OpenAI's $38 Billion Amazon Pact, Nvidia's AI-Fueled Surge, and China's Chip Power Play # ai # blockchain # crypto # security 11 reactions Comments 1 comment 4 min read 📰 Major Tech News: November 2nd, 2025: Apple Vision Pro Delay, Meta's Llama 4 Debate, and EU Probes Amazon's AI Hiring Tools Om Shree Om Shree Om Shree Follow Nov 2 '25 📰 Major Tech News: November 2nd, 2025: Apple Vision Pro Delay, Meta's Llama 4 Debate, and EU Probes Amazon's AI Hiring Tools # ai # blockchain # security # productivity 11 reactions Comments Add Comment 6 min read Can Your AI Blackmail You? Inside the Security Risk of Agentic Misalignment Om Shree Om Shree Om Shree Follow Nov 2 '25 Can Your AI Blackmail You? Inside the Security Risk of Agentic Misalignment # discuss # ai # programming # webdev 24 reactions Comments 7 comments 6 min read 📰 Major Tech News: November 1st, 2025 — Nvidia's Korean AI Surge, Energy Pressures Mount, and Video AI Takes Center Stage Om Shree Om Shree Om Shree Follow Nov 2 '25 📰 Major Tech News: November 1st, 2025 — Nvidia's Korean AI Surge, Energy Pressures Mount, and Video AI Takes Center Stage # ai # blockchain # productivity # security 21 reactions Comments 2 comments 5 min read 🌀 Brent's Algorithm Explained – Faster Cycle Detection for Beginners Om Shree Om Shree Om Shree Follow Nov 2 '25 🌀 Brent's Algorithm Explained – Faster Cycle Detection for Beginners # programming # cpp # javascript # python 24 reactions Comments 4 comments 4 min read 📰 Major Tech News: Oct 31, 2025 : Big Tech's AI Spending Surge, Nvidia's Chip Partnerships, and OpenAI's Security Innovation Om Shree Om Shree Om Shree Follow Nov 1 '25 📰 Major Tech News: Oct 31, 2025 : Big Tech's AI Spending Surge, Nvidia's Chip Partnerships, and OpenAI's Security Innovation # ai # blockchain # crypto # security 26 reactions Comments Add Comment 5 min read MCP Security: Navigating the Exploit Playbook for Agent Om Shree Om Shree Om Shree Follow Nov 1 '25 MCP Security: Navigating the Exploit Playbook for Agent # ai # mcp # architecture # security 26 reactions Comments 11 comments 7 min read Parenting in 2025: Finding Our Center in a World That Never Stops Om Shree Om Shree Om Shree Follow Oct 27 '25 Parenting in 2025: Finding Our Center in a World That Never Stops # learning # education # development 6 reactions Comments Add Comment 3 min read 📰Major Tech News: October 26th, 2025: The Infrastructure of Intelligence Om Shree Om Shree Om Shree Follow Oct 27 '25 📰Major Tech News: October 26th, 2025: The Infrastructure of Intelligence # ai # blockchain # crypto # security 18 reactions Comments 2 comments 3 min read Agentic Debugging with Time Travel: The Architecture of Certainty Om Shree Om Shree Om Shree Follow Oct 27 '25 Agentic Debugging with Time Travel: The Architecture of Certainty # discuss # ai # beginners # architecture 27 reactions Comments 4 comments 6 min read The Model Context Protocol Registry: Standardizing Server Discovery in a Decentralized Ecosystem Om Shree Om Shree Om Shree Follow Oct 26 '25 The Model Context Protocol Registry: Standardizing Server Discovery in a Decentralized Ecosystem # programming # ai # productivity # javascript 28 reactions Comments Add Comment 6 min read 📰 Major Tech News: Oct 25th, 2025 Om Shree Om Shree Om Shree Follow Oct 26 '25 📰 Major Tech News: Oct 25th, 2025 # crypto # ai # blockchain # security 20 reactions Comments Add Comment 4 min read Code Catastrophe Chronicles: A Byte-Sized Saga for the Terminally Tangled Om Shree Om Shree Om Shree Follow Oct 25 '25 Code Catastrophe Chronicles: A Byte-Sized Saga for the Terminally Tangled # discuss # devs # meems # shitpost 22 reactions Comments 3 comments 4 min read 📰 Major Tech News: Oct 24th, 2025 Om Shree Om Shree Om Shree Follow Oct 25 '25 📰 Major Tech News: Oct 24th, 2025 # ai # blockchain # crypto # security 22 reactions Comments 6 comments 4 min read Accelerating Cloud App Development: Render's Implementation of the Model Context Protocol (MCP) Om Shree Om Shree Om Shree Follow Oct 25 '25 Accelerating Cloud App Development: Render's Implementation of the Model Context Protocol (MCP) # discuss # ai # beginners # tutorial 18 reactions Comments 2 comments 6 min read 📰 Major Tech News: Oct 23th, 2025 Om Shree Om Shree Om Shree Follow Oct 24 '25 📰 Major Tech News: Oct 23th, 2025 # ai # blockchain # crypto # security 23 reactions Comments Add Comment 5 min read 🎲Binary Search Explained – A Beginner’s Guide Om Shree Om Shree Om Shree Follow Oct 24 '25 🎲Binary Search Explained – A Beginner’s Guide # programming # cpp # javascript # python 30 reactions Comments Add Comment 5 min read MCP Guardrails: Mitigating Data Poisoning and Prompt Injection in AI Coding Assistants Om Shree Om Shree Om Shree Follow Oct 24 '25 MCP Guardrails: Mitigating Data Poisoning and Prompt Injection in AI Coding Assistants # programming # ai # javascript # beginners 30 reactions Comments Add Comment 7 min read TMCP: Reimagining Model Context Protocol Server Architecture with Modern TypeScript Om Shree Om Shree Om Shree Follow Oct 23 '25 TMCP: Reimagining Model Context Protocol Server Architecture with Modern TypeScript # programming # ai # javascript # beginners 27 reactions Comments 4 comments 6 min read 📰 Major Tech News: Oct 19th, 2025 Om Shree Om Shree Om Shree Follow Oct 19 '25 📰 Major Tech News: Oct 19th, 2025 # ai # blockchain # crypto # security 26 reactions Comments Add Comment 4 min read Laughing Through the Code: Dev's Guide to October 19's Tech Qwirks Om Shree Om Shree Om Shree Follow Oct 19 '25 Laughing Through the Code: Dev's Guide to October 19's Tech Qwirks # news # memes # shitposts # devs 17 reactions Comments Add Comment 5 min read Navigating Modern Parenthood: Insights from This Week's Conversations Om Shree Om Shree Om Shree Follow Oct 19 '25 Navigating Modern Parenthood: Insights from This Week's Conversations # discuss # learning # development # mentalhealth 23 reactions Comments 5 comments 5 min read 📰 Major Tech News: Oct 18th, 2025 Om Shree Om Shree Om Shree Follow Oct 19 '25 📰 Major Tech News: Oct 18th, 2025 # ai # blockchain # crypto # security 14 reactions Comments 2 comments 5 min read 📰 Major Tech News: Oct 17th, 2025 Om Shree Om Shree Om Shree Follow Oct 17 '25 📰 Major Tech News: Oct 17th, 2025 # ai # blockchain # crypto # security 18 reactions Comments Add Comment 5 min read 📰 Major Tech News: Oct 15th, 2025 Om Shree Om Shree Om Shree Follow Oct 15 '25 📰 Major Tech News: Oct 15th, 2025 # ai # blockchain # security # science 19 reactions Comments 2 comments 5 min read 📰 Major Tech News: Oct 14th, 2025 Om Shree Om Shree Om Shree Follow Oct 14 '25 📰 Major Tech News: Oct 14th, 2025 # ai # blockchain # productivity # security 24 reactions Comments 2 comments 5 min read 📰 Major Tech News: Oct 13th, 2025 Om Shree Om Shree Om Shree Follow Oct 13 '25 📰 Major Tech News: Oct 13th, 2025 # ai # blockchain # crypto # security 20 reactions Comments 2 comments 3 min read AI Agents, Language Evolution, and the Security Shift on October 13, 2025 Om Shree Om Shree Om Shree Follow Oct 13 '25 AI Agents, Language Evolution, and the Security Shift on October 13, 2025 # webdev # programming # ai # javascript 26 reactions Comments 5 comments 3 min read Meme War and Existential Dread: What Developers Are Talking About on October 13, 2025 Om Shree Om Shree Om Shree Follow Oct 13 '25 Meme War and Existential Dread: What Developers Are Talking About on October 13, 2025 # news # memes # shitposts # devs 18 reactions 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 — 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. 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https://www.highlight.io/dashboards | highlight.io: The open source monitoring platform. Star us on GitHub Star Migrate your Highlight account to LaunchDarkly by February 28, 2026. Learn more on our blog. Product Integrations Pricing Resources Docs Sign in Sign up Explore highlight.io Dashboards & APM for modern web apps Visualize and analyze your observability data on a single pane. Get started Live demo Request a Demo Call Analyze metrics across your entire stack. A suite of tools for visualizing and manipulating data on your web application. From downtime to regressions. Understand the real reason why your web app has slow downs, increased error rates, and more. Read the Docs Understand user engagement across your application Visualize the reason why users stay and leave. Read the Docs Insane Performance. Powered by ClickHouse. Perform fast queries across all of your resources. Powered by ClickHouse, an industry leading time-series database. Read the Docs Get alerted across each resource Create alerts to make sure the right teams know when something goes wrong. Read the Docs Support for all the modern frameworks. Whether it's React, Angular, or even vanilla JS, we got you covered. View all frameworks Master OpenTelemetry with our Free Comprehensive Course From fundamentals to advanced implementations, learn how OpenTelemetry can transform your engineering team's observability practices. Ideal for engineering leaders and developers building production-ready monitoring solutions. Start Learning Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. Read our customer review section → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
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Your feedback or posts may be published or displayed publicly or transmitted to third parties (collectively, "User Contributions"). GitHub/GitLab Information: We collect data necessary to enable your Fine account to interface with your GitHub or GitLab account, such as your GitHub/GitLab token, user organization, GitHub/GitLab username, and user role. Automatically Collected Information As you navigate through and interact with our Website, we and our third-party service providers, including analytics and third-party content providers, may automatically collect certain information from you whenever you access or interact with the Service. Usage Data: Details of your visits to our Website, including which links you clicked, content response times, location data, logs, and other similar communication data and statistics about your interactions. Device Information: Data about your computer and internet connection, including your Internet Protocol address, operating system, and browser type. Non-Identifying Information: We may collect non-identifying or non-personal information when you use our Website, such as zip codes, demographic data, age, gender, time zone, publicly available data, and general information regarding your use of the Service. Cookies and Other Automatic Data Collection Technologies Fine and its partners use cookies or similar technologies, which store certain information on your computer and allow us to, among other things, analyze trends, administer the Website, and gather demographic information about our user base as a whole. The technology used to collect information automatically from Fine Users may include cookies, web beacons, tracking tags, and embedded scripts. 3. HOW WE USE YOUR INFORMATION We may use information that we collect about you or that you provide to us, including any personal information: To provide you with an Account. To perform code reviews, provide actionable suggestions, and enhance your development workflow. To deliver, provide, and process payment for the Services. To improve our Services. To address your inquiries. To tailor content we display to you and offers we may present to you, both on the Service and elsewhere online. To communicate with you, and to promote products, services, offers, and events offered by Fine. To comply with legal requirements and assist law enforcement. To identify Fine users. For the purposes disclosed at the time you provide your information, and as otherwise permitted with your consent. 4. HOW WE DISCLOSE AND SHARE YOUR INFORMATION We do not sell personal information to third parties. We share information we receive about you as follows: With Our Service Providers: We employ third-party companies to provide Services on our behalf, to perform Service-related operations (e.g., maintenance services, database management, web analytics, server hosting, fraud detection, Code Generation, and improvement of Fine's features) or to assist us in providing and analyzing how our Service is used. For example, we use Stripe to process your payments and have partnered with Chargebee to maintain your subscriptions. These third parties may have access to your Personal Information to perform these tasks on our behalf. We use CustomerIO as our e-mail marketing service provider. You may access their privacy policy here (https://customer.io/legal/privacy-policy/). For Our Service Integrations: We allow for a variety of Service integrations to provide you with the best possible functionality while using our Services. For example, we integrate with: ● GitHub for code containment. GitHub's privacy policy is available here (https://docs.github.com/en/site-policy/privacy-policies/github-general-privacy-statement). ● Jira for project management. Jira's privacy policy is available here (https://www.atlassian.com/legal/privacy-policy). ● Linear for productivity. Linear's privacy policy is available here (https://linear.app/privacy). ● Posthog for product analytics. Posthog privacy policy is available here (https://posthog.com/privacy). ● OpenAI for code generation and for training our systems and improving our code reviews. OpenAI's privacy policy is available here (https://openai.com/policies/privacy-policy/). For Corporate Transactions: Fine may share information, including Personal Information, with any current or future subsidiaries or affiliates, primarily for business and operational purposes, in connection with a merger, acquisition, reorganization, or sale of assets (including, in each case, as part of the due diligence process with any potential acquiring entity) or in the event of bankruptcy. If Required By Law: Fine will disclose information about you to government or law enforcement officials or private parties as we, in our sole discretion, believe necessary or appropriate to respond to claims and legal process (including but not limited to subpoenas), or, at the request of governmental authorities or other third parties conducting an investigation where we determine in our sole discretion the disclosure is necessary to (a) protect the property and rights of Fine or a third party, (b) protect the safety of the public or any person, or (c) prevent or stop activity we may consider to be, or pose a risk of being, illegal, fraudulent, unethical or legally actionable activity. With Your Consent: You may submit Personal Information to us through a form on the Website and consent to receive communication from us or our business affiliates and non-affiliates based on the information in the form. 5. CODE SHARING AND PRIVACY Your proprietary code remains confidential with Fine. You can opt out of data storage. However, opting in helps us fine-tune the reviews for you based on your usage. While the code is shared with our AI providers for reviewing purposes, neither Fine nor our AI providers use your code to train our models. We adhere to rigorous privacy policies to guarantee the safety and confidentiality of your code. However, it's worth noting that open-source project code is an exception; we use it to train our system. 6. YOUR RIGHTS AND CHOICES REGARDING YOUR INFORMATION You have several ways to exercise control over your information: Account Settings: You may contact us to access, update, or delete your personal information by accessing your Account settings in our App. Contact Us: You may contact us at privacy@fine.dev to access, update, or delete your personal information. E-Mail: You also may opt out of receiving marketing emails from us by following the opt-out instructions provided in those emails. 7. SECURITY We use physical, technical, and organizational measures designed to protect your information from unauthorized access, theft, and loss. However, no system can be completely secure, so while we strive to protect your information, we cannot ensure or warrant the security of any information you transmit to us. 8. INTERNATIONAL DATA TRANSFERS We are based in Israel, and the information we collect is governed by Israeli law. By accessing or using our Services or otherwise providing information to us, you consent to the processing and transfer of information in and to Israel and other countries. Note that some countries may provide a different data protection level than your jurisdiction's laws. 9. CHILDREN'S PRIVACY Our Services are not intended for individuals under the age of 18. We do not knowingly collect personal information from children under 18. If we learn we have collected or received personal information from a child under 18, we will delete that information. If you believe we might have any information from or about a child under 18, please contact us at privacy@fine.dev. 10. CHANGES TO THIS STATEMENT We may update this Data Protection Statement to reflect changes to our information practices. If we make any material changes, we will notify you by email (sent to the e-mail address specified in your account) or by means of a notice on this Website prior to the change becoming effective. We encourage you to periodically review this page for the latest information on our privacy practices. 11. CONTACT US If you have any questions about this Statement or our privacy practices, please contact us at: Fine Dev Ltd. Email: privacy@fine.dev © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:48:47 |
https://dev.to/missamarakay/help-me-help-you-debugging-tips-before-seeking-help-12jj | Help Me, Help You (Debugging Tips Before Seeking Help) - 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 Amara Graham Posted on Apr 23, 2019 Help Me, Help You (Debugging Tips Before Seeking Help) # programming # productivity # beginners One of the really cool things about being a developer advocate is I get to help people, which I truly love. I love writing a snippet of code or clarifying documentation and then watching the magic that happens when a developer I've probably never met before takes it and creates something amazing with it. That's a great day in my book. But it is not always like that. Sometimes things break, and folks reach out for help. It can be frustrating for everyone involved when it appears to be "just one error" (it may not be actually!). Let me help you help me as we work through these things together. Be very clear about your problem or issue Overstate and overshare. If you can provide relevant screen shots or a link to the code, that's even better. Was this ever working? Or did you just get started? What version of the SDK or service are you using? Your OS version might also be relevant. What steps did you do to get to this point? Link to the exact tutorial or documentation. Do your homework first What steps did you take to try to debug this on your own? The answer cannot be "nothing". Did you do a search on the error? Stack Overflow? Relevant forums? A search engine? Has this happened before? Can you try an older version? Can you try a newer version? Can you reproduce it? Clouds are complicated When working in the cloud, you can have a lot more variables at play. I recommend firing off a simple GET to make sure something like your credentials are working and the service is responding. There is a reason many API docs include Curl, but maybe read my other post . Can you use Curl/Postman/ARC to test the endpoint? What region are you in? What tier of the service are you using? You may have hit a tier limit. Check for outages & maintenance. If you are on IBM Cloud, there is a widget on the dashboard (you may need to be logged in). Submit an issue (or even a PR) If you think you are experiencing a bug with an open source project, submit an issue. Often projects will have a template to follow, which look very similar to the items I outlined above! Coincidence, I think not. Be patient I cannot drop everything I'm doing to work on troubleshooting, but I try to put some time in my schedule during the week to take a look at things. This is often what you hear from OSS maintainers and can lead to burnout. I don't work weekends or evenings (unless I have very specific events) so I appreciate your patience. Following the above items will help us both tackle these challenges together. Feel free to apply these things anywhere in life or work. We are all busy, but if we meet each other halfway, everyone benefits. Do you have any tips I missed? Share them below! Top comments (3) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand Theofanis Despoudis Theofanis Despoudis Theofanis Despoudis Follow Senior Software Engineer @wpengine, Experienced mentor @codeimentor, Technical Writer @fixate.io, Book author Location Ireland Work Senior Software Engineer at WP Engine Joined Jun 19, 2017 • Apr 24 '19 Dropdown menu Copy link Hide You forgot the meme Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand DrBearhands DrBearhands DrBearhands Follow Education MSc. Artificial Intelligence Joined Apr 9, 2018 • Apr 24 '19 Dropdown menu Copy link Hide Ahhh, those lovely "it's not working" bugreports. So easy to close by just opening the app and seeing that it is apparently working again. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Amara Graham Amara Graham Amara Graham Follow Enabling developers Location Austin, TX Education BS Computer Science from Trinity University Work Developer Advocate at Kestra Joined Jan 4, 2017 • Apr 24 '19 Dropdown menu Copy link Hide Love to hate those ones. It's... fixed...? Like comment: Like comment: 3 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 Amara Graham Follow Enabling developers Location Austin, TX Education BS Computer Science from Trinity University Work Developer Advocate at Kestra Joined Jan 4, 2017 More from Amara Graham Intro to Calling Third Party AI Services in Unreal Engine # programming # gamedev # unreal Updating Your Unity Project to Watson SDK for Unity 3.1.0 (and Core SDK 0.2.0) # unity3d # programming # gamedev A Few of My Favorite (Dev) Things # github # programming # softwaredevelopment 💎 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://www.highlight.io/compare/highlight-vs-hotjar | highlight.io: The open source monitoring platform. Star us on GitHub Star Migrate your Highlight account to LaunchDarkly by February 28, 2026. Learn more on our blog. Product Integrations Pricing Resources Docs Sign in Sign up Explore highlight.io The Open Source Hotjar alternative Pixel-perfect video replay of your frontend web application. Step into the shoes of your users. Get started for free Live demo Highlight.io vs Hotjar A detailed comparison of Hotjar and Highlight.io General Unlimited Team Members Support Ticket Integrations Self-hosted Options Analytics Integrations Self-serve Setup Session Replay Session Commenting Heatmaps Session Sharing Privacy SDKs Embedded, fullstack error monitoring Canvas & WebGL Recording Shadow DOM Recording Error Monitoring Embedded Session Replay Error Sharing Support for Backend SDKs Logging Frontend logging Backend logging Embedded replay and stacktraces What makes us different? Highlight.io is open source and transparent Highlight.io is built with transparency at its core, with a permissive license . Not only do we work in the open, but we also expose what we're working on, on our roadmap . The fact that Highlight.io is open source also makes it easy to integrate and build your own tools on-top of it, an advantage closed-source products like Hotjar can't offer. Highlight.io constantly ships new features At Highlight.io, we ship quickly. We update our changelog with a recap of new features biweekly, and we share when these features are completed in our public roadmap . Plus, our community keeps pushing us to do more, so we're constantly adding new integrations . We work hard to keep Highlight.io ahead of the curve, and we're not afraid to show off our secret sauce. Engineers vs Marketers Highlight and Hotjar have two very different target audiences. While Highlight is a full-stack monitoring solution designed for monitoring web applications, Hotjar is a tool that offers features such as heatmaps and user feedback to help marketers optimize conversion rates for their landing pages. While both tools may offer some overlapping features such as session replay, Highlight is focused on providing monitoring and error-tracking for engineers and product teams, not marketers. We focus on cohesion, not just session replay While Hotjar is mainly focused on session replay, Highlight.io provides a full-stack solution that encompasses session replay, logs, and error monitoring. Along with recording user sessions, Highlight.io also captures logs and errors, providing developers with a comprehensive view of their entire stack. In contrast, Hotjar primarily focuses on heatmaps and conversion optimization, which can be more useful to product and marketing teams. Pricing Hotjar provides a limited free plan that allows you to record up to 35 daily sessions with access to only 20 form analysis views. With Highlight, users can start for free and get their first 500 sessions and 1,000 errors per month for free. The tool also provides unlimited seats for all plans, including the free plan. The choice between Hotjar and Highlight for free trials will depend on the specific usage needs and budget of your project. Master OpenTelemetry with our Free Comprehensive Course From fundamentals to advanced implementations, learn how OpenTelemetry can transform your engineering team's observability practices. Ideal for engineering leaders and developers building production-ready monitoring solutions. Start Learning Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. Read our customer review section → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
https://www.highlight.io/compare/highlight-vs-fullstory | highlight.io: The open source monitoring platform. Star us on GitHub Star Migrate your Highlight account to LaunchDarkly by February 28, 2026. Learn more on our blog. Product Integrations Pricing Resources Docs Sign in Sign up Explore highlight.io The Open Source Fullstory alternative Pixel-perfect video replay of your frontend web application. Step into the shoes of your users. Get started for free Live demo Highlight.io vs Fullstory A detailed comparison of Fullstory and Highlight.io General Unlimited Team Members Support Ticket Integrations Self-hosted Options Analytics Integrations Self-serve Setup Session Replay Session Commenting Heatmaps Session Sharing Privacy SDKs Embedded, fullstack error monitoring Canvas & WebGL Recording Shadow DOM Recording Error Monitoring Embedded Session Replay Support for Backend SDKs What makes us different? Highlight.io is open source and transparent Highlight.io is built with transparency at its core, with a permissive license . Not only do we work in the open, but we also expose what we're working on, on our roadmap . The fact that Highlight.io is open source also makes it easy to integrate and build your own tools on-top of it, an advantage closed-source products like Fullstory can't offer. Highlight.io constantly ships new features At Highlight.io, we ship quickly. We update our changelog with a recap of new features biweekly, and we share when these features are completed in our public roadmap . Plus, our community keeps pushing us to do more, so we're constantly adding new integrations . We work hard to keep Highlight.io ahead of the curve, and we're not afraid to show off our secret sauce. Experience Insights vs Errors & Regressions Fullstory is designed to provide insights into both product and customer experience, with features such as session replay, heatmaps, and conversion funnels. This makes it an ideal tool for product and customer experience teams looking to understand how users interact with their website or application. In contrast, Highlight is primarily geared towards developers, with features such as error tracking, log search, and code-level visibility. We focus on cohesion, not just session replay While Fullstory is mainly focused on session replay, Highlight.io provides a full-stack solution that encompasses session replay, logs, and error monitoring. Developers using highlight.io get a comprehensive view of their entire stack with recorded logs and errors. In contrast, Fullstory primarily focuses on experience insight and funnels, which can be more useful to product and marketing teams. Pricing Fullstory does not provide a free trial. Instead, they offer custom pricing plans tailored to the specific needs of each organization, and users are encouraged to connect with their sales team. At Highlight.io, we are fundamentally against requiring a sales person to block you from using our product. Users can start for free and get their first 500 sessions and 1,000 errors per month for free. The tool also provides unlimited seats for all plans, including the free plan. Master OpenTelemetry with our Free Comprehensive Course From fundamentals to advanced implementations, learn how OpenTelemetry can transform your engineering team's observability practices. Ideal for engineering leaders and developers building production-ready monitoring solutions. Start Learning Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. Read our customer review section → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
https://dev.to/t/ai/page/9 | Artificial Intelligence Page 9 - 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 Artificial Intelligence Follow Hide Artificial intelligence leverages computers and machines to mimic the problem-solving and decision-making capabilities found in humans and in nature. Create Post submission guidelines Posts about artificial intelligence. Older #ai posts 6 7 8 9 10 11 12 13 14 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu My Thoughts on Vibe Coding and Gemini CLI Evan Lin Evan Lin Evan Lin Follow Jan 11 My Thoughts on Vibe Coding and Gemini CLI # discuss # gemini # cli # ai Comments Add Comment 2 min read AI Trading: Lesson Learned #131: Self-Healing Gap - Blog Lesson Sync Igor Ganapolsky Igor Ganapolsky Igor Ganapolsky Follow Jan 11 AI Trading: Lesson Learned #131: Self-Healing Gap - Blog Lesson Sync # ai # trading # python # machinelearning Comments Add Comment 2 min read Why Your AI Agents Need a Shell (And How to Give Them One Safely) Salah Pichen Salah Pichen Salah Pichen Follow Jan 11 Why Your AI Agents Need a Shell (And How to Give Them One Safely) # bash # agents # ai # mcp Comments Add Comment 7 min read AI Trading: Lesson Learned #130: Comprehensive Investment Strategy Review (Jan 11, 2026) Igor Ganapolsky Igor Ganapolsky Igor Ganapolsky Follow Jan 11 AI Trading: Lesson Learned #130: Comprehensive Investment Strategy Review (Jan 11, 2026) # ai # trading # python # machinelearning Comments Add Comment 2 min read RAG AI Manikanta Yarramsetti Manikanta Yarramsetti Manikanta Yarramsetti Follow Jan 12 RAG AI # ai # llm # rag Comments Add Comment 2 min read Designing Natural AI Memory: Why It Feels Awkward and How to Fix It web3nomad.eth web3nomad.eth web3nomad.eth Follow Jan 11 Designing Natural AI Memory: Why It Feels Awkward and How to Fix It # ai # agents # ux 1 reaction Comments Add Comment 6 min read Building Scalable AI Agent Systems: Three Evolutions web3nomad.eth web3nomad.eth web3nomad.eth Follow Jan 11 Building Scalable AI Agent Systems: Three Evolutions # systemdesign # architecture # ai # agents 1 reaction Comments Add Comment 18 min read Cloud 101 with AWS: From Concepts to a Real Serverless App Warda Liaqat Warda Liaqat Warda Liaqat Follow Jan 11 Cloud 101 with AWS: From Concepts to a Real Serverless App # aws # cloudcomputing # serverless # ai 1 reaction Comments Add Comment 2 min read AWS Certified Generative AI Developer – Professional in 2 Weeks (Part 2: Advanced Learning & Exam Prep) MakendranG MakendranG MakendranG Follow Jan 11 AWS Certified Generative AI Developer – Professional in 2 Weeks (Part 2: Advanced Learning & Exam Prep) # ai # aws # certification # machinelearning 1 reaction Comments Add Comment 13 min read AI, Confluence Docs, and READMEs: Why AI Written Docs End Up Unread ujjavala ujjavala ujjavala Follow Jan 12 AI, Confluence Docs, and READMEs: Why AI Written Docs End Up Unread # discuss # webdev # ai # productivity 18 reactions Comments 5 comments 4 min read When AI Governance Calls You "Noise" Alan Tsai Alan Tsai Alan Tsai Follow Jan 11 When AI Governance Calls You "Noise" # ai # hardgate # fun # 雜訊 Comments Add Comment 2 min read Building Career Architect: An AI-Powered Job Application Pipeline for Engineers Henry Ohanga Henry Ohanga Henry Ohanga Follow Jan 11 Building Career Architect: An AI-Powered Job Application Pipeline for Engineers # automation # ai # career # productivity Comments Add Comment 3 min read High-performance GPUs or TPUs vs CPUs Neweraofcoding Neweraofcoding Neweraofcoding Follow Jan 11 High-performance GPUs or TPUs vs CPUs # architecture # machinelearning # performance # ai Comments Add Comment 2 min read How Agentic AI and Workflow Automation Are Redefining Modern Software Engineering Muhammad Nouman Muhammad Nouman Muhammad Nouman Follow Jan 11 How Agentic AI and Workflow Automation Are Redefining Modern Software Engineering # ai # aiagents # n8n # agentaichallenge Comments Add Comment 4 min read Amazon S3 Vectors: When Your Data Lake Becomes Your Vector Store Sujitha Rasamsetty Sujitha Rasamsetty Sujitha Rasamsetty Follow Jan 11 Amazon S3 Vectors: When Your Data Lake Becomes Your Vector Store # aws # awscommunity # ai # vectordatabase Comments Add Comment 6 min read How Databricks Used AI Agents to Cut Database Debugging Time by 90% Satyabrata Satyabrata Satyabrata Follow Jan 11 How Databricks Used AI Agents to Cut Database Debugging Time by 90% # agents # ai # automation # database Comments Add Comment 3 min read AI Trading: Lesson Learned #079: Tomorrow Hallucination Incident (Jan 5, 2026) Igor Ganapolsky Igor Ganapolsky Igor Ganapolsky Follow Jan 11 AI Trading: Lesson Learned #079: Tomorrow Hallucination Incident (Jan 5, 2026) # ai # trading # python # machinelearning Comments Add Comment 2 min read NordVPN Privacy is a Rip-Off for Most Users (But a Beast for One Specific Group) ii-x ii-x ii-x Follow Jan 11 NordVPN Privacy is a Rip-Off for Most Users (But a Beast for One Specific Group) # ai # tech # productivity Comments Add Comment 3 min read I Built an AI-Powered Portfolio with Next.js, Supabase & Groq - Here's How chiheb nouri chiheb nouri chiheb nouri Follow Jan 11 I Built an AI-Powered Portfolio with Next.js, Supabase & Groq - Here's How # showdev # ai # nextjs # portfolio Comments Add Comment 2 min read AI Trading: Lesson Learned #132: RAG Stuck on December 2025 Content (CRISIS) Igor Ganapolsky Igor Ganapolsky Igor Ganapolsky Follow Jan 11 AI Trading: Lesson Learned #132: RAG Stuck on December 2025 Content (CRISIS) # ai # trading # python # machinelearning Comments Add Comment 1 min read Open WebUI: Self-Hosted LLM Interface Rost Rost Rost Follow Jan 11 Open WebUI: Self-Hosted LLM Interface # ai # llm # ollama # docker Comments Add Comment 13 min read 📊 2026-01-11 - Daily Intelligence Recap - Top 9 Signals Agent_Asof Agent_Asof Agent_Asof Follow Jan 11 📊 2026-01-11 - Daily Intelligence Recap - Top 9 Signals # tech # programming # startup # ai Comments Add Comment 4 min read # What Is CORS and a Preflight Request? Explained for Developers sudip khatiwada sudip khatiwada sudip khatiwada Follow Jan 11 # What Is CORS and a Preflight Request? Explained for Developers # webdev # programming # ai # javascript Comments Add Comment 3 min read I made a free webapp for learning piano notes Daniel Lefanov Daniel Lefanov Daniel Lefanov Follow Jan 11 I made a free webapp for learning piano notes # webdev # ai # opensource # music Comments Add Comment 1 min read MCP Token Limits: The Hidden Cost of Tool Overload Piotr Hajdas Piotr Hajdas Piotr Hajdas Follow Jan 11 MCP Token Limits: The Hidden Cost of Tool Overload # mcp # devops # ai # opensource 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 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.highlight.io/error-monitoring | highlight.io: The open source monitoring platform. Star us on GitHub Star Migrate your Highlight account to LaunchDarkly by February 28, 2026. Learn more on our blog. Product Integrations Pricing Resources Docs Sign in Sign up Explore highlight.io Error monitoring for today’s developer. Error and exception monitoring built for modern web apps. Get started in seconds. Get started Live demo Request a Demo Call Uncover the issues user's face. Reproduce hard-to-crack bugs with error monitoring across your stack. Instant Stacktrace Enhancements. Enhanced stacktraces from your client and server-side errors, with optional uploading in CI. Read the Docs User context from the get-go. Understand the actual users affected by a given error. Keep your customers happy. Read the Docs From a “click” to a server-side error. Visualize a complete, cohesive view of your entire stack. All the way from a user clicking a button to a server-side error. Get started for free Support for all the modern frameworks. Whether it’s React, Angular, or even vanilla JS, we got you covered. Get started with just a few lines of code. View all frameworks import { H } from '@highlight-run/node' H.init({projectID: '<YOUR_PROJECT_ID>'}) const onError = (request, error) => { const parsed = H.parseHeaders(request.headers) H.consumeError(error, parsed.secureSessionId, parsed.requestId) } A few lines of code. That’s it. Turn on Session Replay in seconds and instantly get the visibility you need. Framework Docs import { H } from '@highlight-run/node' H.init({projectID: '<YOUR_PROJECT_ID>'}) const onError = (request, error) => { const parsed = H.parseHeaders(request.headers) H.consumeError(error, parsed.secureSessionId, parsed.requestId) } Above Example in Node.js Other Frameworks → Master OpenTelemetry with our Free Comprehensive Course From fundamentals to advanced implementations, learn how OpenTelemetry can transform your engineering team's observability practices. Ideal for engineering leaders and developers building production-ready monitoring solutions. Start Learning Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. Read our customer review section → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
https://www.highlight.io/for/next-backend | highlight.io: The open source monitoring platform. Star us on GitHub Star Product Integrations Pricing Resources Docs Sign in Sign up Your browser does not support the video tag. Your browser does not support the video tag. The Next.js monitoring toolkit you've been waiting for. What if monitoring your Next.js app was as easy as deploying it? With session replay and error monitoring, Highlight's got you covered. Get started Live demo Session Replay Investigate hard-to-crack bugs by playing through issues in a youtube-like UI. With access to requests, console logs and more! Error Monitoring Continuously monitor errors and exceptions in your Next.js application, all the way from your frontend to your backend. Performance Metrics Monitor and set alerts for important performance metrics in Next.js like Web Vitals, Request latency, and much more! Highlight for Next.js Get started in your Next.js app today. Get started for free Live demo Backend import { withHighlight } from '../highlight.config' const handler = async (req, res) => { res.status(200).json({ name: 'Jay' }) } export default withHighlight(handler) Reproduce issues with high-fidelity session replay. With our pixel-perfect replays of your Next.js app, you'll get to the bottom of issues in no time and better understand how your app is being used. Read our docs Get a ping when exceptions or errors are thrown. Our alerting infrastructure can take abnormal metrics or errors raised in your Next.js app and notify your engineering team over Slack, Discord, and more! Read our docs Monitor the metrics that keep your customers around. Highlight allows you to track performance, request timings, and several other metrics in your Next.js application. Read our docs Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. What our customers have to say → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
https://www.highlight.io/compare/highlight-vs-smartlook | highlight.io: The open source monitoring platform. Star us on GitHub Star Migrate your Highlight account to LaunchDarkly by February 28, 2026. Learn more on our blog. Product Integrations Pricing Resources Docs Sign in Sign up Explore highlight.io The Open Source Smartlook alternative Pixel-perfect video replay of your frontend web application. Step into the shoes of your users. Get started for free Live demo Highlight.io vs Smartlook A detailed comparison of Smartlook and Highlight.io General Unlimited Team Members Support Ticket Integrations Self-hosted Options Analytics Integrations Self-serve Setup Session Replay Session Commenting Heatmaps Session Sharing Privacy SDKs Embedded, fullstack error monitoring Canvas & WebGL Recording Shadow DOM Recording Error Monitoring Embedded Session Replay Error Sharing Support for Backend SDKs Logging Frontend logging Backend logging Embedded replay and stacktraces What makes us different? Highlight.io is open source and transparent Highlight.io is built with transparency at its core, with a permissive license . Not only do we work in the open, but we also expose what we're working on, on our roadmap . The fact that Highlight.io is open source also makes it easy to integrate and build your own tools on-top of it, an advantage closed-source products like Smartlook can't offer. Highlight.io constantly ships new features At Highlight.io, we ship quickly. We update our changelog with a recap of new features biweekly, and we share when these features are completed in our public roadmap . Plus, our community keeps pushing us to do more, so we're constantly adding new integrations . We work hard to keep Highlight.io ahead of the curve, and we're not afraid to show off our secret sauce. Engineers vs Marketers Highlight and Smartlook have two very different target audiences. While Highlight is a full-stack monitoring solution designed for monitoring web applications, Smartlook is a tool that offers features such as heatmaps and user feedback to help marketers optimize conversion rates for their landing pages. While both tools may offer some overlapping features such as session replay, Highlight is focused on providing monitoring and error-tracking for engineers and product teams, not marketers. Full-stack Monitoring Smartlook is primarily focused on providing session replay and analytics for product folks to gain insights into user behavior and optimize their websites for conversions. However, it has limited monitoring capabilities compared to Highlight.io, which is a full-stack tool designed for engineers. Highlight.io offers session replay, error monitoring, and log analysis, allowing developers to quickly identify and diagnose issues across their entire stack. With its in-depth monitoring capabilities, Highlight.io can help developers improve the overall performance and reliability of their applications. Pricing Smartlook offers a free plan that allows users to record up to 3000 sessions per month, with access to all features including heatmap analysis and form analysis views. Their paid plans start at $55 per month and offer additional features such as event tracking, custom data properties, and integrations with third-party tools. Pricing for larger organizations is available upon request. Highlight offers a free plan that includes 500 sessions and 1,000 errors per month, with unlimited seats for all plans including the free version.' Master OpenTelemetry with our Free Comprehensive Course From fundamentals to advanced implementations, learn how OpenTelemetry can transform your engineering team's observability practices. Ideal for engineering leaders and developers building production-ready monitoring solutions. Start Learning Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. Read our customer review section → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
https://forem.com/om_shree_0709 | Om Shree - 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 DEV Community Close Follow User actions Om Shree Technical Evangelist | AI Researcher | Simplifying Complex AI & Agent Workflows for Developers Location India Joined Joined on Feb 27, 2025 Email address omshree0709@gmail.com Personal website https://shreesozo.com github website twitter website Education Jaypee University Of Information Technology Pronouns He/Him Work Founder of Shreesozo 16 Week Community Wellness Streak You're a dedicated community champion! Keep up the great work by posting at least 2 comments per week for 16 straight weeks. The prized 24-week badge is within reach! Got it Close 2 DEV Challenge Volunteer Judge Awarded for judging a DEV Challenge and nominating winners. Got it Close 100 Thumbs Up Milestone Awarded for giving 100 thumbs ups (👍) to a variety of posts across DEV. 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Got it Close More info about @om_shree_0709 Skills/Languages Full-Stack Dev Currently learning Full-Stack Dev Available for MCP Blog Author, Open-Source Contributor, Full-Stack Dev Post 229 posts published Comment 330 comments written Tag 16 tags followed Pin Pinned Cognee: Building the Next Generation of Memory for AI Agents (OSS) Om Shree Om Shree Om Shree Follow Oct 17 '25 Cognee: Building the Next Generation of Memory for AI Agents (OSS) # discuss # ai # beginners # tutorial 47 reactions Comments 28 comments 7 min read Automate GitHub Security Reviews with Glama’s AI Automation and MCP Servers Om Shree Om Shree Om Shree Follow Sep 15 '25 Automate GitHub Security Reviews with Glama’s AI Automation and MCP Servers # discuss # ai # beginners # tutorial 31 reactions Comments 9 comments 5 min read ✨ Build Your Own Developer Avatar with Google AI Studio Education Track: Build Apps with Google AI Studio Om Shree Om Shree Om Shree Follow Jul 9 '25 ✨ Build Your Own Developer Avatar with Google AI Studio # deved # learngoogleaistudio # ai # gemini 52 reactions Comments 17 comments 2 min read I Almost Fell for a “Last Wish” Scam : Here’s What You Need to Know Om Shree Om Shree Om Shree Follow Jan 12 I Almost Fell for a “Last Wish” Scam : Here’s What You Need to Know # discuss # scam # security # privacy 23 reactions Comments Add Comment 4 min read Want to connect with Om Shree? 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Sign in 🧭 Beginner-Friendly Guide 'Minimum Time Visiting All Points' – LeetCode 1266 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 12 🧭 Beginner-Friendly Guide 'Minimum Time Visiting All Points' – LeetCode 1266 (C++, Python, JavaScript) # programming # cpp # python # javascript 10 reactions Comments Add Comment 3 min read Tech Pulse – Weekly Tech Digest January 11, 2026 Om Shree Om Shree Om Shree Follow Jan 11 Tech Pulse – Weekly Tech Digest January 11, 2026 # ai # blockchain # security # science 15 reactions Comments Add Comment 4 min read 🧱 Beginner-Friendly Guide 'Maximal Rectangle' – LeetCode 85 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 11 🧱 Beginner-Friendly Guide 'Maximal Rectangle' – LeetCode 85 (C++, Python, JavaScript) # programming # cpp # python # javascript 25 reactions Comments Add Comment 4 min read Bridging LLMs and Design Systems via MCP: Implementing a Community Figma MCP Server for Generative Design Om Shree Om Shree Om Shree Follow Jan 10 Bridging LLMs and Design Systems via MCP: Implementing a Community Figma MCP Server for Generative Design # mcp # ai # figma # design 11 reactions Comments 2 comments 4 min read 🧶 Beginner-Friendly Guide 'Minimum ASCII Delete Sum for Two Strings' – LeetCode 712 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 10 🧶 Beginner-Friendly Guide 'Minimum ASCII Delete Sum for Two Strings' – LeetCode 712 (C++, Python, JavaScript) # programming # cpp # python # javascript 13 reactions Comments Add Comment 4 min read Orchestrating Intelligence: Simplifying Agentic Workflows with Model Context Protocol Om Shree Om Shree Om Shree Follow Jan 9 Orchestrating Intelligence: Simplifying Agentic Workflows with Model Context Protocol # discuss # ai # automation # mcp 26 reactions Comments 6 comments 4 min read 🌠Beginner-Friendly Guide 'Smallest Subtree with all the Deepest Nodes' – LeetCode 865 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 9 🌠Beginner-Friendly Guide 'Smallest Subtree with all the Deepest Nodes' – LeetCode 865 (C++, Python, JavaScript) # programming # cpp # python # javascript 17 reactions Comments Add Comment 3 min read 🧗♂️Beginner-Friendly Guide 'Max Dot Product of Two Subsequences' – LeetCode 1458 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 8 🧗♂️Beginner-Friendly Guide 'Max Dot Product of Two Subsequences' – LeetCode 1458 (C++, Python, JavaScript) # programming # cpp # python # javascript 17 reactions Comments Add Comment 3 min read The Conformity Gate Phenomenon: Exploration of Fan Theories Following the Stranger Things Season 5 Finale Om Shree Om Shree Om Shree Follow Jan 7 The Conformity Gate Phenomenon: Exploration of Fan Theories Following the Stranger Things Season 5 Finale # streaming # movies # recommendations # analysis 26 reactions Comments Add Comment 4 min read 🌳 Beginner-Friendly Guide 'Maximum Product of Splitted Binary Tree' – LeetCode 1339 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 7 🌳 Beginner-Friendly Guide 'Maximum Product of Splitted Binary Tree' – LeetCode 1339 (C++, Python, JavaScript) # programming # cpp # javascript # python 15 reactions Comments Add Comment 3 min read 🌲 Beginner-Friendly Guide 'Maximum Level Sum of a Binary Tree' – LeetCode 1161 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 6 🌲 Beginner-Friendly Guide 'Maximum Level Sum of a Binary Tree' – LeetCode 1161 (C++, Python, JavaScript) # programming # cpp # python # javascript 19 reactions Comments Add Comment 3 min read 🧩 Beginner-Friendly Guide 'Maximum Matrix Sum' – LeetCode 1975 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 5 🧩 Beginner-Friendly Guide 'Maximum Matrix Sum' – LeetCode 1975 (C++, Python, JavaScript) # programming # cpp # python # javascript 21 reactions Comments Add Comment 3 min read Confessions of a Totally Average Dev "Part 2": How I Accidentally Learned TypeScript and Immediately Regretted It 🌩️😩 Om Shree Om Shree Om Shree Follow Jan 4 Confessions of a Totally Average Dev "Part 2": How I Accidentally Learned TypeScript and Immediately Regretted It 🌩️😩 # news # memes # shitpost # dev 25 reactions Comments Add Comment 5 min read Tech Pulse: Wrapping 2025, Igniting 2026 Om Shree Om Shree Om Shree Follow Jan 4 Tech Pulse: Wrapping 2025, Igniting 2026 # discuss # ai # security # science 25 reactions Comments Add Comment 3 min read 🍀 Beginner-Friendly Guide 'Four Divisors' – LeetCode 1390 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 4 🍀 Beginner-Friendly Guide 'Four Divisors' – LeetCode 1390 (C++, Python, JavaScript) # programming # cpp # python # javascript 24 reactions Comments Add Comment 3 min read 🎨 Beginner-Friendly Guide 'Number of Ways to Paint N 3 Grid' – LeetCode 1411 (C++, Python, JavaScript) Om Shree Om Shree Om Shree Follow Jan 3 🎨 Beginner-Friendly Guide 'Number of Ways to Paint N 3 Grid' – LeetCode 1411 (C++, Python, JavaScript) # programming # cpp # python # javascript 27 reactions Comments Add Comment 3 min read 🎯 Beginner-Friendly Guide 'N-Repeated Element in Size 2N Array' – LeetCode 961 (C++ | Python | JavaScript) Om Shree Om Shree Om Shree Follow Jan 2 🎯 Beginner-Friendly Guide 'N-Repeated Element in Size 2N Array' – LeetCode 961 (C++ | Python | JavaScript) # programming # cpp # python # javascript 27 reactions Comments Add Comment 2 min read 🐦🔥Beginner-Friendly Guide "Plus One" – LeetCode 66 (C++ | Python | JavaScript) Om Shree Om Shree Om Shree Follow Jan 1 🐦🔥Beginner-Friendly Guide "Plus One" – LeetCode 66 (C++ | Python | JavaScript) # programming # cpp # python # javascript 26 reactions Comments 4 comments 2 min read The AI Hype Reckoning: A 2025 Retrospective on the Bubble That Burst Expectations Om Shree Om Shree Om Shree Follow Dec 31 '25 The AI Hype Reckoning: A 2025 Retrospective on the Bubble That Burst Expectations # discuss # ai # beginners # programming 24 reactions Comments 2 comments 4 min read The $1 Takeover: How the U.S. Government "Nationalized" Anthropic Om Shree Om Shree Om Shree Follow Dec 26 '25 The $1 Takeover: How the U.S. Government "Nationalized" Anthropic # discuss # ai # anthropic # news 17 reactions Comments 6 comments 4 min read The 12 Bugs of Christmas: How One Dev's "Festive" Deploy Turned Santa's Workshop into a Kubernetes Catastrophe Om Shree Om Shree Om Shree Follow Dec 24 '25 The 12 Bugs of Christmas: How One Dev's "Festive" Deploy Turned Santa's Workshop into a Kubernetes Catastrophe # news # memes # shitposts # dev 28 reactions Comments 4 comments 5 min read Paradigm Shift in Context: Beyond MCP to Conversation-Native Development Om Shree Om Shree Om Shree Follow Dec 24 '25 Paradigm Shift in Context: Beyond MCP to Conversation-Native Development # programming # ai # beginners # productivity 17 reactions Comments 4 comments 3 min read MCP Weekly: Enterprise Adoption, Agent Coordination, and Power BI’s Big Leap Om Shree Om Shree Om Shree Follow Nov 27 '25 MCP Weekly: Enterprise Adoption, Agent Coordination, and Power BI’s Big Leap # news # ai # architecture # discuss 17 reactions Comments Add Comment 4 min read Securing Enterprise AI Agents with Unique Identities in the Model Context Protocol (MCP) Om Shree Om Shree Om Shree Follow Nov 27 '25 Securing Enterprise AI Agents with Unique Identities in the Model Context Protocol (MCP) # ai # mcp # programming # architecture 25 reactions Comments Add Comment 7 min read MCP Weekly: Security and Large-Scale Enterprise Integration Om Shree Om Shree Om Shree Follow Nov 25 '25 MCP Weekly: Security and Large-Scale Enterprise Integration # news # ai # security # architecture 27 reactions Comments 2 comments 7 min read 📰 Tech Takes: A Whirlwind Day in Innovation on November 20, 2025 Om Shree Om Shree Om Shree Follow Nov 21 '25 📰 Tech Takes: A Whirlwind Day in Innovation on November 20, 2025 # discuss # ai # security # blockchain 15 reactions Comments 4 comments 6 min read Inside Cloudflare's November 18, 2025 Outage: A Deep Dive into What Broke the Internet (Temporarily) Om Shree Om Shree Om Shree Follow Nov 20 '25 Inside Cloudflare's November 18, 2025 Outage: A Deep Dive into What Broke the Internet (Temporarily) # discuss # ai # cloud # architecture 12 reactions Comments Add Comment 6 min read Gemini 3: Google's Boldest AI Bet Yet – Why Developers Can't Ignore It Om Shree Om Shree Om Shree Follow Nov 18 '25 Gemini 3: Google's Boldest AI Bet Yet – Why Developers Can't Ignore It # ai # gemini # javascript # google 30 reactions Comments 4 comments 8 min read Confessions of a Totally Average Dev: Why Being Kinda Dumb Is the Best Job on Earth ☀️😏 Om Shree Om Shree Om Shree Follow Nov 18 '25 Confessions of a Totally Average Dev: Why Being Kinda Dumb Is the Best Job on Earth ☀️😏 # news # memes # shitposts # dev 50 reactions Comments 15 comments 6 min read Engineering Enterprise-Grade Context: Making the Model Context Protocol (MCP) Viable for Financial Services Om Shree Om Shree Om Shree Follow Nov 6 '25 Engineering Enterprise-Grade Context: Making the Model Context Protocol (MCP) Viable for Financial Services # ai # career # productivity # web3 16 reactions Comments Add Comment 7 min read 📰 Major Tech News: November 4th, 2025: OpenAI's $38 Billion Amazon Pact, Nvidia's AI-Fueled Surge, and China's Chip Power Play Om Shree Om Shree Om Shree Follow Nov 4 '25 📰 Major Tech News: November 4th, 2025: OpenAI's $38 Billion Amazon Pact, Nvidia's AI-Fueled Surge, and China's Chip Power Play # ai # blockchain # crypto # security 11 reactions Comments 1 comment 4 min read 📰 Major Tech News: November 2nd, 2025: Apple Vision Pro Delay, Meta's Llama 4 Debate, and EU Probes Amazon's AI Hiring Tools Om Shree Om Shree Om Shree Follow Nov 2 '25 📰 Major Tech News: November 2nd, 2025: Apple Vision Pro Delay, Meta's Llama 4 Debate, and EU Probes Amazon's AI Hiring Tools # ai # blockchain # security # productivity 11 reactions Comments Add Comment 6 min read Can Your AI Blackmail You? Inside the Security Risk of Agentic Misalignment Om Shree Om Shree Om Shree Follow Nov 2 '25 Can Your AI Blackmail You? Inside the Security Risk of Agentic Misalignment # discuss # ai # programming # webdev 24 reactions Comments 7 comments 6 min read 📰 Major Tech News: November 1st, 2025 — Nvidia's Korean AI Surge, Energy Pressures Mount, and Video AI Takes Center Stage Om Shree Om Shree Om Shree Follow Nov 2 '25 📰 Major Tech News: November 1st, 2025 — Nvidia's Korean AI Surge, Energy Pressures Mount, and Video AI Takes Center Stage # ai # blockchain # productivity # security 21 reactions Comments 2 comments 5 min read 🌀 Brent's Algorithm Explained – Faster Cycle Detection for Beginners Om Shree Om Shree Om Shree Follow Nov 2 '25 🌀 Brent's Algorithm Explained – Faster Cycle Detection for Beginners # programming # cpp # javascript # python 24 reactions Comments 4 comments 4 min read 📰 Major Tech News: Oct 31, 2025 : Big Tech's AI Spending Surge, Nvidia's Chip Partnerships, and OpenAI's Security Innovation Om Shree Om Shree Om Shree Follow Nov 1 '25 📰 Major Tech News: Oct 31, 2025 : Big Tech's AI Spending Surge, Nvidia's Chip Partnerships, and OpenAI's Security Innovation # ai # blockchain # crypto # security 26 reactions Comments Add Comment 5 min read MCP Security: Navigating the Exploit Playbook for Agent Om Shree Om Shree Om Shree Follow Nov 1 '25 MCP Security: Navigating the Exploit Playbook for Agent # ai # mcp # architecture # security 26 reactions Comments 11 comments 7 min read Parenting in 2025: Finding Our Center in a World That Never Stops Om Shree Om Shree Om Shree Follow Oct 27 '25 Parenting in 2025: Finding Our Center in a World That Never Stops # learning # education # development 6 reactions Comments Add Comment 3 min read 📰Major Tech News: October 26th, 2025: The Infrastructure of Intelligence Om Shree Om Shree Om Shree Follow Oct 27 '25 📰Major Tech News: October 26th, 2025: The Infrastructure of Intelligence # ai # blockchain # crypto # security 18 reactions Comments 2 comments 3 min read Agentic Debugging with Time Travel: The Architecture of Certainty Om Shree Om Shree Om Shree Follow Oct 27 '25 Agentic Debugging with Time Travel: The Architecture of Certainty # discuss # ai # beginners # architecture 27 reactions Comments 4 comments 6 min read The Model Context Protocol Registry: Standardizing Server Discovery in a Decentralized Ecosystem Om Shree Om Shree Om Shree Follow Oct 26 '25 The Model Context Protocol Registry: Standardizing Server Discovery in a Decentralized Ecosystem # programming # ai # productivity # javascript 28 reactions Comments Add Comment 6 min read 📰 Major Tech News: Oct 25th, 2025 Om Shree Om Shree Om Shree Follow Oct 26 '25 📰 Major Tech News: Oct 25th, 2025 # crypto # ai # blockchain # security 20 reactions Comments Add Comment 4 min read Code Catastrophe Chronicles: A Byte-Sized Saga for the Terminally Tangled Om Shree Om Shree Om Shree Follow Oct 25 '25 Code Catastrophe Chronicles: A Byte-Sized Saga for the Terminally Tangled # discuss # devs # meems # shitpost 22 reactions Comments 3 comments 4 min read 📰 Major Tech News: Oct 24th, 2025 Om Shree Om Shree Om Shree Follow Oct 25 '25 📰 Major Tech News: Oct 24th, 2025 # ai # blockchain # crypto # security 22 reactions Comments 6 comments 4 min read Accelerating Cloud App Development: Render's Implementation of the Model Context Protocol (MCP) Om Shree Om Shree Om Shree Follow Oct 25 '25 Accelerating Cloud App Development: Render's Implementation of the Model Context Protocol (MCP) # discuss # ai # beginners # tutorial 18 reactions Comments 2 comments 6 min read 📰 Major Tech News: Oct 23th, 2025 Om Shree Om Shree Om Shree Follow Oct 24 '25 📰 Major Tech News: Oct 23th, 2025 # ai # blockchain # crypto # security 23 reactions Comments Add Comment 5 min read 🎲Binary Search Explained – A Beginner’s Guide Om Shree Om Shree Om Shree Follow Oct 24 '25 🎲Binary Search Explained – A Beginner’s Guide # programming # cpp # javascript # python 30 reactions Comments Add Comment 5 min read MCP Guardrails: Mitigating Data Poisoning and Prompt Injection in AI Coding Assistants Om Shree Om Shree Om Shree Follow Oct 24 '25 MCP Guardrails: Mitigating Data Poisoning and Prompt Injection in AI Coding Assistants # programming # ai # javascript # beginners 30 reactions Comments Add Comment 7 min read TMCP: Reimagining Model Context Protocol Server Architecture with Modern TypeScript Om Shree Om Shree Om Shree Follow Oct 23 '25 TMCP: Reimagining Model Context Protocol Server Architecture with Modern TypeScript # programming # ai # javascript # beginners 27 reactions Comments 4 comments 6 min read 📰 Major Tech News: Oct 19th, 2025 Om Shree Om Shree Om Shree Follow Oct 19 '25 📰 Major Tech News: Oct 19th, 2025 # ai # blockchain # crypto # security 26 reactions Comments Add Comment 4 min read Laughing Through the Code: Dev's Guide to October 19's Tech Qwirks Om Shree Om Shree Om Shree Follow Oct 19 '25 Laughing Through the Code: Dev's Guide to October 19's Tech Qwirks # news # memes # shitposts # devs 17 reactions Comments Add Comment 5 min read Navigating Modern Parenthood: Insights from This Week's Conversations Om Shree Om Shree Om Shree Follow Oct 19 '25 Navigating Modern Parenthood: Insights from This Week's Conversations # discuss # learning # development # mentalhealth 23 reactions Comments 5 comments 5 min read 📰 Major Tech News: Oct 18th, 2025 Om Shree Om Shree Om Shree Follow Oct 19 '25 📰 Major Tech News: Oct 18th, 2025 # ai # blockchain # crypto # security 14 reactions Comments 2 comments 5 min read 📰 Major Tech News: Oct 17th, 2025 Om Shree Om Shree Om Shree Follow Oct 17 '25 📰 Major Tech News: Oct 17th, 2025 # ai # blockchain # crypto # security 18 reactions Comments Add Comment 5 min read 📰 Major Tech News: Oct 15th, 2025 Om Shree Om Shree Om Shree Follow Oct 15 '25 📰 Major Tech News: Oct 15th, 2025 # ai # blockchain # security # science 19 reactions Comments 2 comments 5 min read 📰 Major Tech News: Oct 14th, 2025 Om Shree Om Shree Om Shree Follow Oct 14 '25 📰 Major Tech News: Oct 14th, 2025 # ai # blockchain # productivity # security 24 reactions Comments 2 comments 5 min read 📰 Major Tech News: Oct 13th, 2025 Om Shree Om Shree Om Shree Follow Oct 13 '25 📰 Major Tech News: Oct 13th, 2025 # ai # blockchain # crypto # security 20 reactions Comments 2 comments 3 min read AI Agents, Language Evolution, and the Security Shift on October 13, 2025 Om Shree Om Shree Om Shree Follow Oct 13 '25 AI Agents, Language Evolution, and the Security Shift on October 13, 2025 # webdev # programming # ai # javascript 26 reactions Comments 5 comments 3 min read Meme War and Existential Dread: What Developers Are Talking About on October 13, 2025 Om Shree Om Shree Om Shree Follow Oct 13 '25 Meme War and Existential Dread: What Developers Are Talking About on October 13, 2025 # news # memes # shitposts # devs 18 reactions 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 — 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. 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https://www.highlight.io/compare/highlight-vs-sentry | highlight.io: The open source monitoring platform. Star us on GitHub Star Migrate your Highlight account to LaunchDarkly by February 28, 2026. Learn more on our blog. Product Integrations Pricing Resources Docs Sign in Sign up Explore highlight.io The Open Source Sentry alternative Session replay of your frontend, fullstack error monitoring, and powerful logging. Get started for free Live demo Highlight.io vs Sentry A detailed comparison of Sentry and Highlight.io General Unlimited Team Members Support Ticket Integrations Self-hosted Options Analytics Integrations Self-serve Setup Session Replay Session Commenting Session Sharing Privacy SDKs Embedded, fullstack error monitoring Canvas & WebGL Recording Shadow DOM Recording Error Monitoring Embedded Session Replay Error Sharing Support for Backend SDKs Agent-less architecture Logging Frontend logging Backend logging Embedded replay and stacktraces Agent-less architecture What makes us different? Highlight.io is open source and transparent Highlight.io is built with transparency at its core, with a permissive license . Not only do we work in the open, but we also expose what we're working on, on our roadmap . The fact that Highlight.io is open source also makes it easy to integrate and build your own tools on-top of it, an advantage closed-source products like Sentry can't offer. Highlight.io constantly ships new features At Highlight.io, we ship quickly. We update our changelog with a recap of new features biweekly, and we share when these features are completed in our public roadmap . Plus, our community keeps pushing us to do more, so we're constantly adding new integrations . We work hard to keep Highlight.io ahead of the curve, and we're not afraid to show off our secret sauce. Full-stack Observability While Sentry provides a comprehensive set of separate features for error monitoring and session replay, it does not support logging. Highlight.io enables teams to monitor and optimize their entire tech stack, pairing server-side infrastructure with your frontend web applications. This makes Highlight.io a more comprehensive solution for developers who need to monitor their entire tech stack, in a simple, easy to implement solution. Master OpenTelemetry with our Free Comprehensive Course From fundamentals to advanced implementations, learn how OpenTelemetry can transform your engineering team's observability practices. Ideal for engineering leaders and developers building production-ready monitoring solutions. Start Learning Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. Read our customer review section → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
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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 Site Reliability Engineering Follow Hide Site Reliability Engineering principles, practices, and culture. Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Shift-Left Reliability Rob Fox Rob Fox Rob Fox Follow Jan 12 Shift-Left Reliability # sre # devops # cicd # platformengineering Comments Add Comment 4 min read The Limitations of Text Embeddings in RAG Applications: A Deep Engineering Dive Kumar Kislay Kumar Kislay Kumar Kislay Follow Jan 12 The Limitations of Text Embeddings in RAG Applications: A Deep Engineering Dive # productivity # sre # rag # machinelearning Comments Add Comment 19 min read You’re Running EC2 Instances That Do Nothing Nikola Roganovic Nikola Roganovic Nikola Roganovic Follow Jan 11 You’re Running EC2 Instances That Do Nothing # aws # cloud # devops # sre 1 reaction Comments Add Comment 2 min read 10 Proven Ways to Cut Your AWS Bill Nikola Roganovic Nikola Roganovic Nikola Roganovic Follow Jan 10 10 Proven Ways to Cut Your AWS Bill # aws # devops # cloud # sre 1 reaction Comments Add Comment 3 min read Kubernetes Is Not a Container Platform (And That Changes Everything) Manuchim Oliver Manuchim Oliver Manuchim Oliver Follow Jan 10 Kubernetes Is Not a Container Platform (And That Changes Everything) # kubernetes # devops # sre # cloud Comments Add Comment 1 min read AWS DevOps Agent Prithvi Kumar Detne Prithvi Kumar Detne Prithvi Kumar Detne Follow Jan 11 AWS DevOps Agent # aws # devops # sre Comments Add Comment 4 min read Why Most DevOps Tutorials Fail in Production Environments Gaurav Chile | InfraForgeLabs Gaurav Chile | InfraForgeLabs Gaurav Chile | InfraForgeLabs Follow Jan 10 Why Most DevOps Tutorials Fail in Production Environments # devops # learning # sre # career Comments Add Comment 2 min read Kubernetes Persistence Series Part 3: Controllers & Resilience — Why Kubernetes Self-Heals Vincent Du Vincent Du Vincent Du Follow Jan 11 Kubernetes Persistence Series Part 3: Controllers & Resilience — Why Kubernetes Self-Heals # kubernetes # devops # architecture # sre 8 reactions Comments Add Comment 4 min read Kubernetes Persistence Series Part 1: When Our Ingress Vanished After a Node Upgrade Vincent Du Vincent Du Vincent Du Follow Jan 11 Kubernetes Persistence Series Part 1: When Our Ingress Vanished After a Node Upgrade # kubernetes # devops # gke # sre 9 reactions Comments Add Comment 4 min read Building a Multi-Account CloudWatch Dashboard That Actually Works Muhammad Yawar Malik Muhammad Yawar Malik Muhammad Yawar Malik Follow Jan 9 Building a Multi-Account CloudWatch Dashboard That Actually Works # aws # cloudwatch # monitoring # sre 5 reactions Comments Add Comment 2 min read Virtual Private Cloud Spiegato Semplice Mirko Scapellato Mirko Scapellato Mirko Scapellato Follow Jan 8 Virtual Private Cloud Spiegato Semplice # cloud # devops # sre # learning Comments Add Comment 3 min read Top APM Tools in 2026: What Every Developer and Engineering Team Should Know Olivia Madison Olivia Madison Olivia Madison Follow Jan 8 Top APM Tools in 2026: What Every Developer and Engineering Team Should Know # developer # devops # sre # apm Comments Add Comment 4 min read Proxy Inverso Agustin Ezequiel Acevedo Agustin Ezequiel Acevedo Agustin Ezequiel Acevedo Follow for Adini Jan 5 Proxy Inverso # sre # cloud # linux # architecture Comments Add Comment 4 min read The Death of "Vibe-Coding" & the Return of the Senior SRE Meena Nukala Meena Nukala Meena Nukala Follow Jan 3 The Death of "Vibe-Coding" & the Return of the Senior SRE # devops # sre # coding # productivity 1 reaction Comments Add Comment 3 min read Beyond the YAML Hell: Why 2026 is the Year of Platform Engineering Meena Nukala Meena Nukala Meena Nukala Follow Jan 3 Beyond the YAML Hell: Why 2026 is the Year of Platform Engineering # devops # sre # cloud # platformengineering Comments Add Comment 3 min read Kube-Proxy and CNI: The Backbone of Kubernetes Networking Shivam Kumar Shivam Kumar Shivam Kumar Follow Jan 3 Kube-Proxy and CNI: The Backbone of Kubernetes Networking # kubernetes # devops # containers # sre Comments Add Comment 2 min read 10 AWS Production Incidents That Taught Me Real-World SRE Muhammad Yawar Malik Muhammad Yawar Malik Muhammad Yawar Malik Follow Jan 8 10 AWS Production Incidents That Taught Me Real-World SRE # aws # sre # monitoring # cloudwatch 6 reactions Comments Add Comment 8 min read A Local-First Way to Debug Kubernetes Incidents: KubeGraf KubeGraf KubeGraf KubeGraf Follow Jan 3 A Local-First Way to Debug Kubernetes Incidents: KubeGraf # kubernetes # devops # kubegraf # sre 2 reactions Comments Add Comment 4 min read Why Your Celery Dashboard is Lying to You (and How I’m Using AI to Fix It) Hernan Chilabert Hernan Chilabert Hernan Chilabert Follow Jan 2 Why Your Celery Dashboard is Lying to You (and How I’m Using AI to Fix It) # python # sre # celery # backend Comments Add Comment 2 min read 🔒 Deep Dive: Production-Grade Environment Variable Automation – Engineering Secrets at Scale kiran ravi kiran ravi kiran ravi Follow Jan 1 🔒 Deep Dive: Production-Grade Environment Variable Automation – Engineering Secrets at Scale # programming # sre # security # automation Comments Add Comment 5 min read Top 10 DevOps Tools Dominating 2026: The Must-Have Toolkit 🚀 Meena Nukala Meena Nukala Meena Nukala Follow Jan 3 Top 10 DevOps Tools Dominating 2026: The Must-Have Toolkit 🚀 # devops # tooling # automation # sre 1 reaction Comments Add Comment 2 min read The 23-Minute Rule: Why 'Quick Questions' Are Destroying Your Team's Velocity Kumar Kislay Kumar Kislay Kumar Kislay Follow Jan 1 The 23-Minute Rule: Why 'Quick Questions' Are Destroying Your Team's Velocity # productivity # sre # automation # management Comments Add Comment 3 min read The "Thundering Herd" of 2026: Preparing SRE for Agent-Native Infrastructure Meena Nukala Meena Nukala Meena Nukala Follow Jan 1 The "Thundering Herd" of 2026: Preparing SRE for Agent-Native Infrastructure # devops # agents # agentaichallenge # sre Comments Add Comment 3 min read Tech Horror Codex: Vendor Lock‑In Narnaiezzsshaa Truong Narnaiezzsshaa Truong Narnaiezzsshaa Truong Follow Jan 1 Tech Horror Codex: Vendor Lock‑In # devops # cloudcomputing # infosec # sre Comments Add Comment 2 min read CloudWatch Investigations: Your AI-Powered Troubleshooting Sidekick vikasbanage vikasbanage vikasbanage Follow for AWS Community Builders Jan 4 CloudWatch Investigations: Your AI-Powered Troubleshooting Sidekick # aws # genai # cloud # sre 1 reaction Comments Add Comment 4 min read loading... trending guides/resources EKS Standard vs. EKS Auto Mode: The Evolutionary Leap in Kubernetes Operations Rightsizing Kubernetes Requests with the In-Place Vertical Pod Autoscaler CloudWatch Investigations: Your AI-Powered Troubleshooting Sidekick A Complete Production-Ready Checklist for Smooth, Safe Deployments The Role Confusion: SRE vs Cloud vs Platform Engineer (And Why "DevOps Engineer" Misses the Point) Building an Air-gapped Hardened Kubernetes Cluster with Kubespray AWS Multi-Account Guardrails: A Complete Blueprint for Secure, Automated Cloud Governance Bash Scripting for Non-Coders Vendor Tools & Reliability — Lessons from the 2025 Cloud Outages Top 10 SRE Tools Dominating 2026: The Ultimate Toolkit for Reliability Engineers 🚀 The DynamoDB DNS Race Condition That Broke The Internet (And Why Your Self-Healing Systems Might ... Google A2UI: The Future of Agentic AI for DevOps & SRE (Goodbye Text-Only ChatOps) Google SRE NALSD Round — A Real Interview Walkthrough MLOps Integration Trends in Late 2025: Bridging DevOps, AI, and Production-Scale ML Infra Proverbs 10 AWS Production Incidents That Taught Me Real-World SRE Map a Kubernetes cluster with one command The Hidden Failure Pattern Behind the AWS, Azure and Cloudflare Outages of 2025 10 MCP Servers to Improve DevOps Workflows SRE in Action: Understanding How Real Teams Use SLOs, SLIs, and Error Budgets to Stay Reliable Th... 💎 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 — 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. 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https://zeroday.forem.com/t/devsecops | Devsecops - Security 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 Security Forem Close # devsecops Follow Hide Integrating security practices into the DevOps lifecycle. Create Post Older #devsecops 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 osquery + OpenTelemetry = ❤️ Adam Gardner Adam Gardner Adam Gardner Follow Nov 16 '25 osquery + OpenTelemetry = ❤️ # devsecops # tools # soc Comments Add Comment 1 min read I put an Air-Gapped Neural Network in my pocket (Python on Android) SovArcNeo SovArcNeo SovArcNeo Follow Nov 21 '25 I put an Air-Gapped Neural Network in my pocket (Python on Android) # discuss # beginners # tools # devsecops 4 reactions Comments Add Comment 2 min read loading... trending guides/resources I put an Air-Gapped Neural Network in my pocket (Python on Android) 💎 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 Security Forem — Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike 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 . Security Forem © 2016 - 2026. Share. Secure. Succeed Log in Create account | 2026-01-13T08:48:47 |
https://www.highlight.io/frameworks | highlight.io: The open source monitoring platform. Star us on GitHub Star Migrate your Highlight account to LaunchDarkly by February 28, 2026. Learn more on our blog. Product Integrations Pricing Resources Docs Sign in Sign up Find the framework you need. Use your favorite frameworks with highlight.io. Frameworks React.js Set up highlight.io with your React application. Next.js Set up highlight.io with your Next application. Remix Set up highlight.io with your Remix application. Vue.js Set up highlight.io with your Vue application. Angular Set up highlight.io with your Angular application. Gatsby.js Set up highlight.io with your Gatsby application. SvelteKit Set up highlight.io with your SvelteKit application. Error Monitoring Go Set up error monitoring in Go with Chi, Fiber, and more. Javascript Set up error monitoring in JS with Express, Node, and more. Python Set up error monitoring in Python with Django, Flask, and more. Ruby Set up error monitoring in Ruby on Rails. Rust Set up error monitoring in Rust. Logging Go Set up logging in Go with Fiber, Logrus, and more. Javascript Set up logging in JS with Nest, Winston, and more. Python Set up logging in Python with Loguru. Ruby Set up logging in Ruby on Rails. Rust Set up logging in Rust. Protocols cURL Set up highlight.io log ingestion over HTTPS. File Set up log ingestion using an OpenTelemetry collector with the filelog receiver. Fluent Forward Set up highlight.io log ingestion via Fluent Forward. Are we missing anything? Reach out if you want support for another framework! Get in Touch Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. Read our customer review section → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
https://www.highlight.io/for/gatsby | highlight.io: The open source monitoring platform. Star us on GitHub Star Product Integrations Pricing Resources Docs Sign in Sign up Your browser does not support the video tag. Your browser does not support the video tag. The Gatsby.js monitoring toolkit you've been waiting for. What if monitoring your Gatsby.js app was as easy as deploying it? With session replay and error monitoring, Highlight's got you covered. Get started Live demo Session Replay Investigate hard-to-crack bugs by playing through issues in a youtube-like UI. With access to requests, console logs and more! Error Monitoring Continuously monitor errors and exceptions in your Gatsby.js application, all the way from your frontend to your backend. Performance Metrics Monitor and set alerts for important performance metrics in Gatsby.js like Web Vitals, Request latency, and much more! Highlight for Gatsby.js Get started in your Gatsby.js app today. Get started for free Live demo //main.ts import { H } from 'highlight.run'; H.init( "<YOUR_PROJECT_ID>", // Get your project ID from https://app.highlight.io/setup networkRecording: { enabled: true, recordHeadersAndBody: true, }, tracingOrigins: true // Optional configuration of Highlight features ); Reproduce issues with high-fidelity session replay. With our pixel-perfect replays of your Gatsby.js app, you'll get to the bottom of issues in no time and better understand how your app is being used. Read our docs Get a ping when exceptions or errors are thrown. Our alerting infrastructure can take abnormal metrics or errors raised in your Gatsby.js app and notify your engineering team over Slack, Discord, and more! Read our docs Monitor the metrics that keep your customers around. Highlight allows you to track performance, request timings, and several other metrics in your Gatsby.js application. Read our docs Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. What our customers have to say → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
https://www.highlight.io/for/svelte | highlight.io: The open source monitoring platform. Star us on GitHub Star Product Integrations Pricing Resources Docs Sign in Sign up Your browser does not support the video tag. Your browser does not support the video tag. The Svelte.js monitoring toolkit you've been waiting for. What if monitoring your Svelte.js app was as easy as deploying it? With session replay and error monitoring, Highlight's got you covered. Get started Live demo Session Replay Investigate hard-to-crack bugs by playing through issues in a youtube-like UI. With access to requests, console logs and more! Error Monitoring Continuously monitor errors and exceptions in your Svelte.js application, all the way from your frontend to your backend. Performance Metrics Monitor and set alerts for important performance metrics in Svelte.js like Web Vitals, Request latency, and much more! Highlight for Svelte.js Get started in your Svelte.js app today. Get started for free Live demo ... %svelte.head% <script src="https://cdn.jsdelivr.net/npm/highlight.run@latest"></script> <script> window.H.init('<YOUR_PROJECT_ID>') </script> ... Reproduce issues with high-fidelity session replay. With our pixel-perfect replays of your Svelte.js app, you'll get to the bottom of issues in no time and better understand how your app is being used. Read our docs Get a ping when exceptions or errors are thrown. Our alerting infrastructure can take abnormal metrics or errors raised in your Svelte.js app and notify your engineering team over Slack, Discord, and more! Read our docs Monitor the metrics that keep your customers around. Highlight allows you to track performance, request timings, and several other metrics in your Svelte.js application. Read our docs Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. What our customers have to say → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
https://www.highlight.io/session-replay | highlight.io: The open source monitoring platform. Star us on GitHub Star Migrate your Highlight account to LaunchDarkly by February 28, 2026. Learn more on our blog. Product Integrations Pricing Resources Docs Sign in Sign up Explore highlight.io Session Replay & UX Monitoring. Monitor your frontend with pixel-perfect video replay & comprehensive javascript monitoring. Get started Live demo Request a Demo Call Debug from a user's perspective. Reproduce hard-to-crack issues and understand how your product is used. Powerful privacy controls. Privacy matters. Use the highlight.io SDK to obfuscate and redact data to control when and where to record. Read the Docs Reproduce the dev-tools for every session. Console logs, errors, network requests, and more. Get full context around the issues on your web application. Read the Docs From a button click to a server-side error. Visualize a complete, cohesive view of your entire stack. All the way from a user clicking a button to a server-side log. Get started for free Support for all the modern frameworks. Whether it's React, Angular, or even vanilla JS, we got you covered. View all frameworks import { H } from 'highlight.run'; H.init('<YOUR_PROJECT_ID>', { tracingOrigins: true, }); A few lines of code. That’s it. Install highlight.io in seconds and get session replay & frontend monitoring out of the box. Framework Docs import { H } from 'highlight.run'; H.init('<YOUR_PROJECT_ID>', { tracingOrigins: true, }); Above Example in React.js Other Frameworks → Master OpenTelemetry with our Free Comprehensive Course From fundamentals to advanced implementations, learn how OpenTelemetry can transform your engineering team's observability practices. Ideal for engineering leaders and developers building production-ready monitoring solutions. Start Learning Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. Read our customer review section → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
https://dev.to/ben/meme-monday-2if1 | Meme Monday - 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 Ben Halpern Posted on Jan 12 Meme Monday # jokes # watercooler # discuss Meme Monday! Today's cover image comes from last week's thread . DEV is an inclusive space! Humor in poor taste will be downvoted by mods. Top comments (18) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand bingkahu bingkahu 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 • Jan 12 Dropdown menu Copy link Hide Finally, a UI that doesn't make me check my phone for a code. This is the peak user experience we should all strive for. 10/10 security. Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Ben Halpern Ben Halpern 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 • Jan 12 Dropdown menu Copy link Hide haha Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Ben Halpern Ben Halpern 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 • Jan 12 Dropdown menu Copy link Hide Today's AI comedy showdown based on the joke from the cover Gemini ChatGPT Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Ben Halpern Ben Halpern 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 • Jan 12 • Edited on Jan 12 • Edited Dropdown menu Copy link Hide These are both complicated and not great but I think Gemini is a bit funnier here Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Reid Burton Reid Burton Reid Burton Follow I am an amateur programmer. I program in more languages than I care to remember. Location string Location = null; Education Homeschooled Pronouns He/Him Work Ceo of unemployment. Joined Nov 7, 2024 • Jan 12 Dropdown menu Copy link Hide Tru dat. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Best Codes Best Codes Best Codes Follow I love coding, 3D designing, and listening to music. I'm currently a fanatic about Rust, TypeScript, and Next.js. Christian, Coder, Creator Email bestcodes.official+devto@gmail.com Location Earth Education Self-taught Work Freelance Programmer | Fullstack Dev Joined Oct 24, 2023 • Jan 13 Dropdown menu Copy link Hide It's hard to tell which one is “funnier” because they're both so bad 💀 Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand heckno heckno heckno Follow Joined Sep 4, 2025 • Jan 12 Dropdown menu Copy link Hide Like comment: Like comment: 9 likes Like Comment button Reply Collapse Expand Aryan Choudhary Aryan Choudhary Aryan Choudhary Follow Level up 10x faster Email aryanc1240@gmail.com Location Pune, India Pronouns He/Him Work SDE 1 Joined Nov 5, 2024 • Jan 13 Dropdown menu Copy link Hide Haha I'm gonna use this term Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand heckno heckno heckno Follow Joined Sep 4, 2025 • Jan 12 • Edited on Jan 12 • Edited Dropdown menu Copy link Hide Like comment: Like comment: 10 likes Like Comment button Reply Collapse Expand bingkahu bingkahu 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 • Jan 12 Dropdown menu Copy link Hide 😂 Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Ben Halpern Ben Halpern 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 • Jan 12 Dropdown menu Copy link Hide lol Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Best Codes Best Codes Best Codes Follow I love coding, 3D designing, and listening to music. I'm currently a fanatic about Rust, TypeScript, and Next.js. Christian, Coder, Creator Email bestcodes.official+devto@gmail.com Location Earth Education Self-taught Work Freelance Programmer | Fullstack Dev Joined Oct 24, 2023 • Jan 13 Dropdown menu Copy link Hide Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Aryan Choudhary Aryan Choudhary Aryan Choudhary Follow Level up 10x faster Email aryanc1240@gmail.com Location Pune, India Pronouns He/Him Work SDE 1 Joined Nov 5, 2024 • Jan 13 Dropdown menu Copy link Hide Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Brian Zavala Brian Zavala Brian Zavala Follow CS Student & Dad. I build privacy-first apps on Arch Linux (btw). Turning caffeine into code. Location Texas Education Bachelor of science in computer science Pronouns He/Him Work Founder & Lead Dev Joined Sep 2, 2024 • Jan 13 Dropdown menu Copy link Hide When someone asks me about my side-project Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Timm David Timm David Timm David Follow Joined Dec 10, 2025 • Jan 13 Dropdown menu Copy link Hide hahaha great. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Hadil Ben Abdallah Hadil Ben Abdallah Hadil Ben Abdallah Follow Software Engineer • Technical Content Writer • LinkedIn Content Creator Email hadilbenabdallah111@gmail.com Location Tunisia Education ENET'COM Pronouns she/her Work Content Writer & Social Media Manager Joined Nov 13, 2023 • Jan 13 Dropdown menu Copy link Hide Like comment: Like comment: 1 like Like Comment button Reply View full discussion (18 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 Ben Halpern Follow A Canadian software developer who thinks he’s funny. Location NY Education Mount Allison University Pronouns He/him Work Co-founder at Forem Joined Dec 27, 2015 More from Ben Halpern Meme Monday # discuss # jokes # watercooler Meme Monday # discuss # watercooler # jokes Meme Monday # discuss # watercooler # jokes 💎 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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https://www.highlight.io/for/node | highlight.io: The open source monitoring platform. Star us on GitHub Star Product Integrations Pricing Resources Docs Sign in Sign up Your browser does not support the video tag. Your browser does not support the video tag. The Node.js monitoring toolkit you've been waiting for. What if monitoring your Node.js app was as easy as deploying it? With session replay and error monitoring, Highlight's got you covered. Get started Live demo Session Replay Investigate hard-to-crack bugs by playing through issues in a youtube-like UI. With access to requests, console logs and more! Error Monitoring Continuously monitor errors and exceptions in your Node.js application, all the way from your frontend to your backend. Performance Metrics Monitor and set alerts for important performance metrics in Node.js like Web Vitals, Request latency, and much more! Highlight for Node.js Get started in your Node.js app today. Get started for free Live demo Backend import { H } from '@highlight-run/node' const highlightOptions = {} if (!H.isInitialized()) { H.init(highlightOptions) } const onError = (request, error) => { const parsed = H.parseHeaders(request.headers) if (parsed !== undefined) { H.consumeError(error, parsed.secureSessionId, parsed.requestId) } } Reproduce issues with high-fidelity session replay. With our pixel-perfect replays of your Node.js app, you'll get to the bottom of issues in no time and better understand how your app is being used. Read our docs Get a ping when exceptions or errors are thrown. Our alerting infrastructure can take abnormal metrics or errors raised in your Node.js app and notify your engineering team over Slack, Discord, and more! Read our docs Monitor the metrics that keep your customers around. Highlight allows you to track performance, request timings, and several other metrics in your Node.js application. Read our docs Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. What our customers have to say → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
https://forem.com/privacy#5-your-privacy-choices-and-rights | Privacy Policy - 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 DEV Community 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 DEV Community — 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 . DEV Community © 2016 - 2026. We're a blogging-forward open source social network where we learn from one another Log in Create account | 2026-01-13T08:48:47 |
https://www.highlight.io/compare/highlight-vs-site24x7 | highlight.io: The open source monitoring platform. Star us on GitHub Star Migrate your Highlight account to LaunchDarkly by February 28, 2026. Learn more on our blog. Product Integrations Pricing Resources Docs Sign in Sign up Explore highlight.io The Open Source Site24x7 alternative Session replay of your frontend, fullstack error monitoring, and powerful logging. Get started for free Live demo Highlight.io vs Site24x7 A detailed comparison of Site24x7 and Highlight.io General Unlimited Team Members Support Ticket Integrations Self-hosted Options Analytics Integrations Self-serve Setup Session Replay Session Commenting Session Sharing Privacy SDKs Embedded, fullstack error monitoring Canvas & WebGL Recording Shadow DOM Recording Error Monitoring Embedded Session Replay Error Sharing Support for Backend SDKs Agent-less architecture Logging Frontend logging Backend logging Embedded replay and stacktraces Agent-less architecture What makes us different? Highlight.io is open source and transparent Highlight.io is built with transparency at its core, with a permissive license . Not only do we work in the open, but we also expose what we're working on, on our roadmap . The fact that Highlight.io is open source also makes it easy to integrate and build your own tools on-top of it, an advantage closed-source products like Sentry can't offer. Highlight.io constantly ships new features At Highlight.io, we ship quickly. We update our changelog with a recap of new features biweekly, and we share when these features are completed in our public roadmap . Plus, our community keeps pushing us to do more, so we're constantly adding new integrations . We work hard to keep Highlight.io ahead of the curve, and we're not afraid to show off our secret sauce. Full-stack Observability While Site24x7 provides a comprehensive set of separate features for error monitoring, session replay, and logging, it does not have many session replay features such as Canvas & WebGL or Shadow DOM Recording. Highlight.io enables teams to monitor and optimize their entire tech stack, pairing server-side infrastructure with your frontend web applications. This makes Highlight.io a more comprehensive solution for developers who need to monitor their entire tech stack, in a simple, easy to implement solution. Master OpenTelemetry with our Free Comprehensive Course From fundamentals to advanced implementations, learn how OpenTelemetry can transform your engineering team's observability practices. Ideal for engineering leaders and developers building production-ready monitoring solutions. Start Learning Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. Read our customer review section → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
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https://www.highlight.io/for/hono | highlight.io: The open source monitoring platform. Star us on GitHub Star Product Integrations Pricing Resources Docs Sign in Sign up Your browser does not support the video tag. Your browser does not support the video tag. The Hono monitoring toolkit you've been waiting for. What if monitoring your Hono app was as easy as deploying it? With session replay and error monitoring, Highlight's got you covered. Get started Live demo Session Replay Investigate hard-to-crack bugs by playing through issues in a youtube-like UI. With access to requests, console logs and more! Error Monitoring Continuously monitor errors and exceptions in your Hono application, all the way from your frontend to your backend. Performance Metrics Monitor and set alerts for important performance metrics in Hono like Web Vitals, Request latency, and much more! Highlight for Hono Get started in your Hono app today. Get started for free Live demo Backend import { highlightMiddleware } from '@highlight-run/hono' const app = new Hono() app.use('*', highlightMiddleware()) Reproduce issues with high-fidelity session replay. With our pixel-perfect replays of your Hono app, you'll get to the bottom of issues in no time and better understand how your app is being used. Read our docs Get a ping when exceptions or errors are thrown. Our alerting infrastructure can take abnormal metrics or errors raised in your Hono app and notify your engineering team over Slack, Discord, and more! Read our docs Monitor the metrics that keep your customers around. Highlight allows you to track performance, request timings, and several other metrics in your Hono application. Read our docs Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. What our customers have to say → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
https://www.highlight.io/for/vue | highlight.io: The open source monitoring platform. Star us on GitHub Star Product Integrations Pricing Resources Docs Sign in Sign up Your browser does not support the video tag. Your browser does not support the video tag. The Vue.js monitoring toolkit you've been waiting for. What if monitoring your Vue.js app was as easy as deploying it? With session replay and error monitoring, Highlight's got you covered. Get started Live demo Session Replay Investigate hard-to-crack bugs by playing through issues in a youtube-like UI. With access to requests, console logs and more! Error Monitoring Continuously monitor errors and exceptions in your Vue.js application, all the way from your frontend to your backend. Performance Metrics Monitor and set alerts for important performance metrics in Vue.js like Web Vitals, Request latency, and much more! Highlight for Vue.js Get started in your Vue.js app today. Get started for free Live demo import { H } from 'highlight.run' import { createApp } from 'vue' import App from './App.vue' H.init('<YOUR_PROJECT_ID>') // Get your project ID from https://app.highlight.io/setup createApp(App).mount('#app') Reproduce issues with high-fidelity session replay. With our pixel-perfect replays of your Vue.js app, you'll get to the bottom of issues in no time and better understand how your app is being used. Read our docs Get a ping when exceptions or errors are thrown. Our alerting infrastructure can take abnormal metrics or errors raised in your Vue.js app and notify your engineering team over Slack, Discord, and more! Read our docs Monitor the metrics that keep your customers around. Highlight allows you to track performance, request timings, and several other metrics in your Vue.js application. Read our docs Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. What our customers have to say → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
https://zeroday.forem.com/t/iot | Iot - Security 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 Security Forem Close # iot Follow Hide Security challenges and solutions for Internet of Things and embedded devices. Create Post Older #iot 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 What is a Denial of Service (DoS) Attack? A Comprehensive Guide Stephano Kambeta Stephano Kambeta Stephano Kambeta Follow Dec 16 '25 What is a Denial of Service (DoS) Attack? A Comprehensive Guide # dos # networksec # iot # security Comments Add Comment 10 min read Why Medical Devices Are Now Prime Targets for Cyberattacks shiva shiva shiva Follow Nov 28 '25 Why Medical Devices Are Now Prime Targets for Cyberattacks # news # iot # networksec Comments Add Comment 2 min read Why State Actors Are Targeting Industrial Control Systems GuardingPearSoftware GuardingPearSoftware GuardingPearSoftware Follow Nov 10 '25 Why State Actors Are Targeting Industrial Control Systems # news # iot # networksec 2 reactions Comments 2 comments 5 min read loading... trending guides/resources What is a Denial of Service (DoS) Attack? A Comprehensive Guide Why Medical Devices Are Now Prime Targets for Cyberattacks Why State Actors Are Targeting Industrial Control Systems 💎 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 Security Forem — Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike 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 . Security Forem © 2016 - 2026. Share. Secure. Succeed Log in Create account | 2026-01-13T08:48:47 |
https://forem.com/jinali98 | Jinali Pabasara - 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 DEV Community Close Follow User actions Jinali Pabasara Experienced Software Engineer with a passion for developing innovative programs Location Colombo, Sri Lanka Joined Joined on Jun 12, 2021 Personal website https://github.com/jinali98 github website Education London Metropolitan University Work Software Engineer at Maash More info about @jinali98 Badges Four Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least four years. Got it Close Three Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least three years. Got it Close Two Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least two years. Got it Close 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 Skills/Languages Javascript, Typescript, Node.js, MongoDB Currently learning AWS Serverless Post 2 posts published Comment 0 comments written Tag 2 tags followed Crafting a Stitch-Inspired Memecoin on Sui Jinali Pabasara Jinali Pabasara Jinali Pabasara Follow Jan 13 Crafting a Stitch-Inspired Memecoin on Sui # smartcontract # blockchain # web3 # programming Comments Add Comment 7 min read Enhancing Privacy with Stealth Addresses on Public Blockchains Jinali Pabasara Jinali Pabasara Jinali Pabasara Follow Jan 13 Enhancing Privacy with Stealth Addresses on Public Blockchains # blockchain # web3 # privacy 1 reaction Comments 3 comments 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 DEV Community — 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 . DEV Community © 2016 - 2026. We're a blogging-forward open source social network where we learn from one another Log in Create account | 2026-01-13T08:48:47 |
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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 Amazon Web Services Follow Hide Amazon Web Services (AWS) is a collection of web services for computing, storage, machine learning, security, and more There are over 200+ AWS services as of 2023. Create Post submission guidelines Articles which primary focus is AWS are permitted to used the #aws tag. Older #aws 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 Cloud Cost Optimization: Engineering-Led Strategy to Reduce AWS & GCP Spend by 30-50% Aspire Softserv Aspire Softserv Aspire Softserv Follow Jan 12 Cloud Cost Optimization: Engineering-Led Strategy to Reduce AWS & GCP Spend by 30-50% # aws # cloud # devops Comments Add Comment 5 min read Hosting a Static Website on Amazon S3 (Step-by-Step) irfan pasha irfan pasha irfan pasha Follow Jan 12 Hosting a Static Website on Amazon S3 (Step-by-Step) # aws # s3 # bigneer # website Comments Add Comment 2 min read AWS Certified Generative AI Developer – Professional in 2 Weeks (Part 1: Exam Overview & Foundations) MakendranG MakendranG MakendranG Follow Jan 11 AWS Certified Generative AI Developer – Professional in 2 Weeks (Part 1: Exam Overview & Foundations) # ai # machinelearning # aws # certification 6 reactions Comments Add Comment 16 min read AWS Certified Generative AI Developer – Professional: Exam Overview & Foundation Strategy (Part 1) MakendranG MakendranG MakendranG Follow Jan 11 AWS Certified Generative AI Developer – Professional: Exam Overview & Foundation Strategy (Part 1) # ai # machinelearning # aws # certification 6 reactions Comments Add Comment 7 min read Automating AWS Security Scanning: Configuring Prowler on EC2 as a Cron Job to Detect Outdated AMIs Rohan Khanal Rohan Khanal Rohan Khanal Follow Jan 11 Automating AWS Security Scanning: Configuring Prowler on EC2 as a Cron Job to Detect Outdated AMIs # automation # aws # devops # security Comments Add Comment 13 min read It’s 2026: Stop Using AWS IAM and Start Using IAM Identity Center Manusha Chethiyawardhana Manusha Chethiyawardhana Manusha Chethiyawardhana Follow for AWS Community Builders Jan 11 It’s 2026: Stop Using AWS IAM and Start Using IAM Identity Center # aws # tutorial # devops # cloud 5 reactions Comments 1 comment 5 min read You’re Running EC2 Instances That Do Nothing Nikola Roganovic Nikola Roganovic Nikola Roganovic Follow Jan 11 You’re Running EC2 Instances That Do Nothing # aws # cloud # devops # sre 1 reaction Comments Add Comment 2 min read BootStrapping Aurora RDS Databases using Lambda and Terraform (Part 2) Santanu Das Santanu Das Santanu Das Follow Jan 11 BootStrapping Aurora RDS Databases using Lambda and Terraform (Part 2) # lambda # aws # rds # devops Comments Add Comment 10 min read Why AI Agents Need Context Graphs (And How to Build One with AWS) Brooke Jamieson Brooke Jamieson Brooke Jamieson Follow for AWS Jan 12 Why AI Agents Need Context Graphs (And How to Build One with AWS) # ai # contextgraphs # agenticai # aws 2 reactions Comments Add Comment 13 min read Call Center con voces naturales en español y acento local ensamblador ensamblador ensamblador Follow for AWS Español Jan 9 Call Center con voces naturales en español y acento local # amazonconnect # elevenlabs # conversationalai # aws 11 reactions Comments 2 comments 7 min read Linux Learning Journey – Day 2: Command-Line Practice & System Familiarity 🐧 Avinash wagh Avinash wagh Avinash wagh Follow Jan 12 Linux Learning Journey – Day 2: Command-Line Practice & System Familiarity 🐧 # linux # ubuntu # aws # learning 1 reaction Comments Add Comment 1 min read Cloud 101 with AWS: From Concepts to a Real Serverless App Warda Liaqat Warda Liaqat Warda Liaqat Follow Jan 11 Cloud 101 with AWS: From Concepts to a Real Serverless App # aws # cloudcomputing # serverless # ai 1 reaction Comments Add Comment 2 min read AWS Certified Generative AI Developer – Professional in 2 Weeks (Part 2: Advanced Learning & Exam Prep) MakendranG MakendranG MakendranG Follow Jan 11 AWS Certified Generative AI Developer – Professional in 2 Weeks (Part 2: Advanced Learning & Exam Prep) # ai # aws # certification # machinelearning 1 reaction Comments Add Comment 13 min read Tag log buckets created by AWS CDK for third party tools Johannes Konings Johannes Konings Johannes Konings Follow for AWS Community Builders Jan 11 Tag log buckets created by AWS CDK for third party tools # aws # cdk # cdknag 1 reaction Comments Add Comment 4 min read Amazon S3 Vectors: When Your Data Lake Becomes Your Vector Store Sujitha Rasamsetty Sujitha Rasamsetty Sujitha Rasamsetty Follow Jan 11 Amazon S3 Vectors: When Your Data Lake Becomes Your Vector Store # aws # awscommunity # ai # vectordatabase Comments Add Comment 6 min read Cloud Computing - Virtual Private Cloud (VPC) Setup - Complete Tutorial Hemanath Kumar J Hemanath Kumar J Hemanath Kumar J Follow Jan 11 Cloud Computing - Virtual Private Cloud (VPC) Setup - Complete Tutorial # tutorial # cloud # aws # vpc Comments Add Comment 2 min read AWS Services That Should Exist (But Don't) Marc Khaled Marc Khaled Marc Khaled Follow Jan 11 AWS Services That Should Exist (But Don't) # aws # devops # cloud # architecture Comments Add Comment 2 min read AWS IAM basics explained with real examples Sahinur Sahinur Sahinur Follow Jan 11 AWS IAM basics explained with real examples # aws # beginners # security Comments Add Comment 5 min read Complete Guide: Deploying Node.js Application on Ubuntu VPS Sahinur Sahinur Sahinur Follow Jan 11 Complete Guide: Deploying Node.js Application on Ubuntu VPS # node # devops # ubuntu # aws Comments Add Comment 4 min read AWS Pricing Models Explained: (A Beginner's Guide) chandra penugonda chandra penugonda chandra penugonda Follow Jan 11 AWS Pricing Models Explained: (A Beginner's Guide) # beginners # tutorial # cloud # aws Comments Add Comment 8 min read Building a Multi-Brand CDN Architecture: Lessons from Scaling CMS Media Delivery Nikola Lalović Nikola Lalović Nikola Lalović Follow Jan 11 Building a Multi-Brand CDN Architecture: Lessons from Scaling CMS Media Delivery # aws # webdev # programming # architecture Comments Add Comment 7 min read Can AI Translate Technical Content into Indian Languages? Exploring Amazon Translate (English Marathi & Hindi) Vasil Shaikh Vasil Shaikh Vasil Shaikh Follow Jan 11 Can AI Translate Technical Content into Indian Languages? Exploring Amazon Translate (English Marathi & Hindi) # aws # ai # translation # cloud Comments Add Comment 5 min read Learning AWS as a Student: What Actually Works Pawan Joshi Pawan Joshi Pawan Joshi Follow Jan 11 Learning AWS as a Student: What Actually Works # beginners # aws # learning # awschallenge 1 reaction Comments Add Comment 1 min read Getting Started with AWS in 2026 – A Practical Beginner's Guide 🚀 Sahinur Sahinur Sahinur Follow Jan 11 Getting Started with AWS in 2026 – A Practical Beginner's Guide 🚀 # aws # cloudcomputing # beginners # devops Comments Add Comment 3 min read How I Designed an Enterprise RAG System Using AWS Bedrock, Pinecone & Neo4j Betty Waiyego Betty Waiyego Betty Waiyego Follow Jan 12 How I Designed an Enterprise RAG System Using AWS Bedrock, Pinecone & Neo4j # aws # machinelearning # ai # python Comments Add Comment 7 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.highlight.io/compare/highlight-vs-heap | highlight.io: The open source monitoring platform. Star us on GitHub Star Migrate your Highlight account to LaunchDarkly by February 28, 2026. Learn more on our blog. Product Integrations Pricing Resources Docs Sign in Sign up Explore highlight.io The Open Source Heap alternative Session replay of your frontend, fullstack error monitoring, and powerful logging. Get started for free Live demo Highlight.io vs Heap A detailed comparison of Heap and Highlight.io General Unlimited Team Members Support Ticket Integrations Self-hosted Options Analytics Integrations Self-serve Setup Session Replay Session Commenting Session Sharing Privacy SDKs Embedded, fullstack error monitoring Canvas & WebGL Recording Shadow DOM Recording Error Monitoring Embedded Session Replay Error Sharing Support for Backend SDKs Agent-less architecture Logging Frontend logging Backend logging Embedded replay and stacktraces Agent-less architecture What makes us different? Highlight.io is open source and transparent Highlight.io is built with transparency at its core, with a permissive license . Not only do we work in the open, but we also expose what we're working on, on our roadmap . The fact that Highlight.io is open source also makes it easy to integrate and build your own tools on-top of it, an advantage closed-source products like Heap can't offer. Highlight.io constantly ships new features At Highlight.io, we ship quickly. We update our changelog with a recap of new features biweekly, and we share when these features are completed in our public roadmap . Plus, our community keeps pushing us to do more, so we're constantly adding new integrations . We work hard to keep Highlight.io ahead of the curve, and we're not afraid to show off our secret sauce. Full-stack Observability While Heap provides a comprehensive set of separate features for session replay, it does not support logging and has limited features for error monitoring. Highlight.io enables teams to monitor and optimize their entire tech stack, pairing server-side infrastructure with your frontend web applications. This makes Highlight.io a more comprehensive solution for developers who need to monitor their entire tech stack, in a simple, easy to implement solution. Master OpenTelemetry with our Free Comprehensive Course From fundamentals to advanced implementations, learn how OpenTelemetry can transform your engineering team's observability practices. Ideal for engineering leaders and developers building production-ready monitoring solutions. Start Learning Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. Read our customer review section → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
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Skip to content ▼ Close Python PSF Docs PyPI Jobs Community ▲ The Python Network Donate ≡ Menu Search This Site GO A A Smaller Larger Reset Socialize LinkedIn Mastodon Chat on IRC Twitter About Applications Quotes Getting Started Help Python Brochure Downloads All releases Source code Windows macOS Android Other Platforms License Alternative Implementations Documentation Docs Audio/Visual Talks Beginner's Guide FAQ Non-English Docs PEP Index Python Books Python Essays Community Diversity Mailing Lists IRC Forums PSF Annual Impact Report Python Conferences Special Interest Groups Python Logo Python Wiki Code of Conduct Community Awards Get Involved Shared Stories Success Stories Arts Business Education Engineering Government Scientific Software Development News Python News PSF Newsletter PSF News PyCon US News News from the Community Events Python Events User Group Events Python Events Archive User Group Events Archive Submit an Event >_ Launch Interactive Shell # Python 3: Fibonacci series up to n >>> def fib(n): >>> a, b = 0, 1 >>> while a < n: >>> print(a, end=' ') >>> a, b = b, a+b >>> print() >>> fib(1000) 0 1 1 2 3 5 8 13 21 34 55 89 144 233 377 610 987 Functions Defined The core of extensible programming is defining functions. Python allows mandatory and optional arguments, keyword arguments, and even arbitrary argument lists. More about defining functions in Python 3 # Python 3: List comprehensions >>> fruits = ['Banana', 'Apple', 'Lime'] >>> loud_fruits = [fruit.upper() for fruit in fruits] >>> print(loud_fruits) ['BANANA', 'APPLE', 'LIME'] # List and the enumerate function >>> list(enumerate(fruits)) [(0, 'Banana'), (1, 'Apple'), (2, 'Lime')] Compound Data Types Lists (known as arrays in other languages) are one of the compound data types that Python understands. Lists can be indexed, sliced and manipulated with other built-in functions. More about lists in Python 3 # Python 3: Simple arithmetic >>> 1 / 2 0.5 >>> 2 ** 3 8 >>> 17 / 3 # classic division returns a float 5.666666666666667 >>> 17 // 3 # floor division 5 Intuitive Interpretation Calculations are simple with Python, and expression syntax is straightforward: the operators + , - , * and / work as expected; parentheses () can be used for grouping. More about simple math functions in Python 3 . # For loop on a list >>> numbers = [2, 4, 6, 8] >>> product = 1 >>> for number in numbers: ... product = product * number ... >>> print('The product is:', product) The product is: 384 All the Flow You’d Expect Python knows the usual control flow statements that other languages speak — if , for , while and range — with some of its own twists, of course. More control flow tools in Python 3 # Simple output (with Unicode) >>> print("Hello, I'm Python!") Hello, I'm Python! # Input, assignment >>> name = input('What is your name?\n') What is your name? Python >>> print(f'Hi, {name}.') Hi, Python. Quick & Easy to Learn Experienced programmers in any other language can pick up Python very quickly, and beginners find the clean syntax and indentation structure easy to learn. Whet your appetite with our Python 3 overview. Python is a programming language that lets you work quickly and integrate systems more effectively. Learn More Get Started Whether you're new to programming or an experienced developer, it's easy to learn and use Python. Start with our Beginner’s Guide Download Python source code and installers are available for download for all versions! Latest: Python 3.14.2 Docs Documentation for Python's standard library, along with tutorials and guides, are available online. docs.python.org Jobs Looking for work or have a Python related position that you're trying to hire for? Our relaunched community-run job board is the place to go. jobs.python.org Latest News More 2026- 01-08 PSF News: $500K+ Raised for Python for Everyone, PyCon US, & More! 2025- 12-16 Python 3.15.0 alpha 3 2025- 12-15 PSF News Special Edition: Python is For Everyone & PyCon US 2026 2025- 12-05 Python 3.14.2 and 3.13.11 are now available! 2025- 12-02 Python 3.13.10 is now available, too, you know! 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https://www.highlight.io/pricing | highlight.io: The open source monitoring platform. Star us on GitHub Star Migrate your Highlight account to LaunchDarkly by February 28, 2026. Learn more on our blog. Product Integrations Pricing Resources Docs Sign in Sign up Get the visibility you need today. Fair and transparent pricing that scales with any organization. Free Free Forever $ 0 / month Start free trial 500 monthly sessions AI error grouping Up to 15 seats Pay-as-you-go Starts at $ 50 / month Start free trial Up to 3 dashboards Up to 2 projects Up to 15 seats Up to 7 day retention Estimate Costs Business Starts at $ 800 / month Start free trial Unlimited dashboards Unlimited projects Unlimited seats Custom retention policies Filters for data ingest Everything in Pay-as-you-go Estimate Costs Enterprise Contact sales for pricing Contact us SAML & SSO Custom MSAs & SLAs RBAC & audit logs Data export & user reporting Everything in Business Estimate Costs Self-Hosted Enterprise For large enterprises hosting Highlight on their own infrastructure. Learn more. Estimate Costs Estimate your bill Each of our plans comes with a pre-defined usage quota, and if you exceed that quota, we charge an additional fee. For custom plans, reach out to us. Pay-as-you-go Monthly Annually Plan base fee $50.00 Session usage fee $0.00 Error usage fee $0.00 Logging fee $0.00 Tracing usage fee $0.00 Monthly Total $50.00 Session Replay $ 0.00 Usage: 500 Retention: 3 months Monthly ingested sessions : Error Monitoring $ 0.00 Usage: 1K Retention: 3 months Monthly ingested errors : Logging $ 0.00 Usage: 1M Retention: 30 days Monthly ingested logs : Traces $ 0.00 Usage: 25M Retention: 30 days Monthly ingested traces : Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. Read our customer review section → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
https://www.algolia.com/developers/?utm_source=devto&utm_medium=referral&bb=146443 | Developers Niket --> Deutsch English français News: Meet us at NRF 2026 Learn more Company Partners Support Login Logout Algolia mark blue Algolia logo blue Products AI Search & Retrieval Overview 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. Artificial Intelligence OVERVIEW Agent Studio Create, test, and deploy AI agents, fast. 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Integrations Connect to your existing stack via pre-built libraries and APIs. Infrastructure Overview 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 Algolia Developer Hub Everything you need to build search that understands. Back-end Front-end Analytics Dropdown Ruby Rails Python Django Php Symfony Laravel JavaScript Java Scala Go C# Kotlin Swift JavaScript React Android Vue Angular IOS Php Ruby JavaScript Python Swift Android C# Java Go Scala my_index = client.init_index('contacts') my_index.save_object({ firstname: "Jimmie", lastname: "Barninger", company: "California Paint" }) Build with Ruby class Contact < ActiveRecord::Base include AlgoliaSearch algoliasearch do attribute :firstname, :lastname, :company end end Build with Rails myIndex = apiClient.init_index("contacts") myIndex.save_object({ "firstname": "Jimmie", "lastname": "Barninger", "company": "California Paint" }) Build with Python from algoliasearch_django import AlgoliaIndex from algoliasearch_django.decorators import register @register(YourModel) class YourModelIndex(AlgoliaIndex): fields = ('firstname', 'lastname', 'company') Build with Django $myIndex = $apiClient->initIndex("contacts"); $myIndex->saveObject([ "firstname" => "Jimmie", "lastname" => "Barninger", "company" => "California Paint", ]); Build with Php /** * @ORM\Entity */ class Contact { /** * @var string * * @ORM\Column(name="firstname", type="string") * @Group({searchable}) */ protected $firstname; /** * @var string * * @ORM\Column(name="lastname", type="string") * @Group({searchable}) */ protected $lastname; /** * @var string * * @ORM\Column(name="company", type="string") * @Group({searchable}) */ protected $company; } Build with Symfony use Illuminate\Database\Eloquent\Model; use Laravel\Scout\Searchable; class Contact extends Model { use Searchable; } Build with Laravel const myIndex = apiClient .initIndex('contacts'); myIndex.saveObject({ firstname: 'Jimmie', lastname: 'Barninger', company: 'California Paint', }); Build with JavaScript Index<Contact> index = client .initIndex("contacts", Contact.class); index.saveObject( new Contact() .setFirstname("Jimmie") .setLastname("Barninger") .setCompany("California Paint") ); Build with Java import algolia.AlgoliaDsl._ import scala.concurrent.ExecutionContext.Implicits.global case class Contact( firstname: String, lastname: String, company: String ) val indexing: Future[Indexing] = client.execute { index into "contacts" `object` Contact( "Jimmie", "Barninger", "California Paint" ) } Build with Scala object := map[string]string{ "firstname": "Jimmie", "lastname": "Barninger", "company": "California Paint" } res, err := index.SaveObject(object) Build with Go SearchIndex index = client.InitIndex("contacts"); var contact = new Contact { FirstName = "Jimmie", LastName = "Barninger", Company = "California Paint" }; index.SaveObject(contact); Build with C# val index = client.initIndex(IndexName("contacts")) val json = json { "firstname" to "Jimmie" "lastname" to "Barninger" "company" to "California Paint" } index.saveObject(json) Build with Kotlin let myIndex = apiClient.getIndex("contacts") let n = [ "firstname": "Jimmie", "lastname": "Barninger", "company": "California Paint" ] myIndex.saveObject(n) Build with Swift <div id="searchbox"></div> <div id="refinement"></div> <div id="hits"></div> <script> const { searchBox, hits } = instantsearch.widgets; search.addWidgets([ searchBox({ container: "#searchbox" }), hits({ container: "#hits" }), refinementList({ container: "#refinement", attribute: "company" }), ]); search.start(); </script> Build with JavaScript const App = () => ( <InstantSearch> <SearchBox /> <Hits /> <Pagination /> <RefinementList attribute="company" /> </InstantSearch> ); Build with React <RelativeLayout xmlns:algolia="http://schemas.android.com/apk/res-auto" xmlns:android="http://schemas.android.com/apk/res/android" android:layout_width="match_parent" android:layout_height="match_parent"> <com.algolia.instantsearch.ui.views.SearchBox android:id="@+id/search_box" android:layout_width="match_parent" android:layout_height="wrap_content"/> <com.algolia.instantsearch.ui.views.Stats android:id="@+id/search_box" android:layout_width="match_parent" android:layout_height="wrap_content"/> <com.algolia.instantsearch.ui.views.Hits android:layout_width="match_parent" android:layout_height="wrap_content" algolia:itemLayout="@layout/hits_item"/> </RelativeLayout> Build with Android <ais-instant-search> <ais-search-box /> <ais-refinement-list attribute="company" /> <ais-hits /> <ais-pagination /> </ais-instant-search> Build with Vue <ais-instantsearch> <ais-search-box></ais-search-box> <ais-refinement-list [attribute]="company" ></ais-refinement-list> <ais-hits></ais-hits> </ais-instantsearch> Build with Angular import InstantSearch override func viewDidLoad() { super.viewDidLoad() let searchBar = SearchBarWidget(frame: ...) let statsWidget = StatsLabelWidget(frame: ...) self.view.addSubview(searchBar) self.view.addSubview(statsWidget) InstantSearch.shared.registerAllWidgets(in: self.view)} Build with IOS $insights = AlgoliaAlgoliaSearchInsightsClient::create( 'ALGOLIA_APP_ID', 'ALGOLIA_API_KEY' ); $insights->user("user-123456")->clickedObjectIDsAfterSearch( 'Product Clicked', 'products', ['9780545139700'], [7], 'cba8245617aeace44' ); Build with Php insights = Algolia::Insights::Client.create('ALGOLIA_APP_ID', 'ALGOLIA_API_KEY') insights.user('user-123456').clicked_object_ids_after_search( 'Product Clicked', 'products', ['9780545139700'], [7], 'cba8245617aeace44' ) Build with Ruby // This requires installing the search-insights separate library: // https://github.com/algolia/search-insights.js // https://www.npmjs.com/package/search-insights aa('clickedObjectIDsAfterSearch', { userToken: 'user-123456', eventName: 'Product Clicked', index: 'products', queryID: 'cba8245617aeace44', objectIDs: ['9780545139700'], positions: [7], }); Build with JavaScript insights = client.init_insights_client().user('user-123456') insights.clicked_object_ids_after_search( 'Product Clicked', 'products', ['9780545139700'], [7], 'cba8245617aeace44' ) Build with Python Insights.register( appId: "ALGOLIA_APP_ID", apiKey: "ALGOLIA_API_KEY", userToken: "user-123456" ) Insights.shared?.clickedAfterSearch( eventName: "Product Clicked", indexName: "products", objectIDs: ["9780545139700"], positions: [7], queryID: "cba8245617aeace44" ) Build with Swift Insights.register( context, "ALGOLIA_APP_ID", "ALGOLIA_API_KEY", "user-123456" ) Insights.shared?.clickedAfterSearch( "Product Clicked", "products", "cba8245617aeace44", EventObjects.IDs("9780545139700"), listOf(7) ) Build with Android var insights = new InsightsClient( "ALGOLIA_APP_ID", "ALGOLIA_API_KEY" ).User("user-123456"); insights.ClickedObjectIDsAfterSearch( "Product Clicked", "products", new List<string> { "9780545139700" }, new List<uint> { 7 }, "cba8245617aeace44" ); Build with C# AsyncUserInsightsClient insights = new AsyncInsightsClient( "ALGOLIA_APP_ID", "ALGOLIA_API_KEY", client ).user("user-123456"); insights.clickedObjectIDsAfterSearch( "Product Clicked", "products", Arrays.asList("9780545139700"), new ArrayList<>(Arrays.asList(7l)), "cba8245617aeace44" ); Build with Java client := insights.NewClient( "ALGOLIA_APP_ID", "ALGOLIA_API_KEY", ).User("user-123456") res, err := client.ClickedObjectIDsAfterSearch( "Product Clicked", "products", []string{"9780545139700"}, []int{7}, "cba8245617aeace44", ) Build with Go client.execute { send event ClickedObjectIDsAfterSearch( "user-123456", "Product Clicked", "products", Seq("9780545139700"), Seq(7), "cba8245617aeace44" ) } Build with Scala *:nth-child(n+1)]:border-b px-4" data-expansion-type="multiItem" > Manage your data using any of our API clients. Build search front-end from customizable UI libraries with reusable components. Configure analytics to show click conversions, run A/B testing and tune recommendations. Scale with Integrations Use integrations and pre-built libraries to build scalable search experiences. --> --> --> No Products Found!!! View all integrations Explore every possibility with full documentation Find everything you need to get started with API reference docs, guides and sample code. Read the docs Develop your stack with UI libraries Deploy pre-built, customizable UI libraries for instantsearch and autocomplete, available in multiple frameworks. Explore all front-end possibilities Build DocSearch Free search for your developer documentation. Discover DocSearch Code Exchange Building blocks for search and discovery. Back-end tools Use our API clients, frameworks and integrations to push your data. Explore back-end building blocks Front-end tools Build your frontend using our UI libraries and templates. Explore front-end building blocks Showcase Don’t start from a blank page. Explore our demos and sample apps. Explore Showcase Explore Code Exchange For startups - all the power, none of the headache Startups, you can get going in minutes and scale for decades. Whatever your future demands, and however much you grow - Algolia has you covered. Eligible startups can begin with $10k of credits from Algolia and $100k from startup partners. Learn more Enterprises, delight your customers Grow your customer satisfaction - and sales. Because when your customers feel understood, they click and they come back. Get help from our experts to start fast and run efficiently. Contact sales "[Algolia] was very professional from the start. We had a great Customer Success Manager and team that provided a lot of help and was a great partner." Clint Fischerström Head of Ecommerce @ Swedol “I think we’ve grown leaps and bounds with Algolia. There's a lot of features that we still can tap into, which is great because I feel like we've gotten a ton out of it already.” Geoff Lyman Digital Experience Solutions Manager @ Hershey's “Instead of having to go into the back end and the catalog—which would have been a technical headache—we were able to figure it out in a matter of a day, test it, and ‘boom’ it’s live.” Courtney Grisham Director of E-Commerce @ Shoe Carnival “Algolia is very fast — able to keep up with our level of traffic… The API and SDK options are really great, and the ability to handle traffic at scale (we have a high volume)” Matt Goorley Engineering Manager @ LTK “Algolia is a breeze to work with. With Algolia, our editorial team has seen significant productivity improvements when building the daily online edition of The Times and weekly edition of The Sunday Times, with search being 300-500 times faster than our prior solution.” Matt Taylor Editorial Product Manager @ The Times Explore more Discord Community Documentation Algolia Startup Program Search API Security & compliance Global infrastructure Customer Hub Enable anyone to build great Search & Discovery Get a demo Start Free Products Overview AI Search AI Browse AI Recommendations Ask AI Intelligent Data Kit Use cases Overview Enterprise search Headless commerce Mobile & app search Voice search Image search OEM Site search Developers Developer Hub Documentation Integrations Engineering blog Discord community API status DocSearch For Open Source Live demos GDPR AI Act Integrations Salesforce Commerce Cloud B2C Shopify Adobe Commerce Netlify Commercetools BigCommerce Distributed & secure Global infrastructure Security & compliance Azure AWS Industries Overview B2C ecommerce B2B ecommerce Marketplaces SaaS Media Startups Fashion Tools Search Grader Ecommerce Search Audit Company About Algolia Careers Newsroom Events Leadership Social impact Contact us Anti-Modern Slavery Statement Awards Social networks Developers Developer Hub Documentation Integrations Engineering blog Discord community API status DocSearch For Open Source Live demos GDPR AI Act Industries Overview B2C ecommerce B2B ecommerce Marketplaces SaaS Media Startups Fashion Tools Search Grader Ecommerce Search Audit Products Overview AI Search AI Browse AI Recommendations Ask AI Intelligent Data Kit Use cases Overview Enterprise search Headless commerce Mobile & app search Voice search Image search OEM Site search Integrations Salesforce Commerce Cloud B2C Shopify Adobe Commerce Netlify Commercetools BigCommerce Distributed & secure Global infrastructure Security & compliance Azure AWS Company About Algolia Careers Newsroom Events Leadership Social impact Contact us Anti-Modern Slavery Statement Awards Social networks Algolia mark white ©2026 Algolia - All rights reserved. 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Skip to content ▼ Close Python PSF Docs PyPI Jobs Community ▲ The Python Network Donate ≡ Menu Search This Site GO A A Smaller Larger Reset Socialize LinkedIn Mastodon Chat on IRC Twitter About Applications Quotes Getting Started Help Python Brochure Downloads All releases Source code Windows macOS Android Other Platforms License Alternative Implementations Documentation Docs Audio/Visual Talks Beginner's Guide FAQ Non-English Docs PEP Index Python Books Python Essays Community Diversity Mailing Lists IRC Forums PSF Annual Impact Report Python Conferences Special Interest Groups Python Logo Python Wiki Code of Conduct Community Awards Get Involved Shared Stories Success Stories Arts Business Education Engineering Government Scientific Software Development News Python News PSF Newsletter PSF News PyCon US News News from the Community Events Python Events User Group Events Python Events Archive User Group Events Archive Submit an Event >_ Launch Interactive Shell # Python 3: Fibonacci series up to n >>> def fib(n): >>> a, b = 0, 1 >>> while a < n: >>> print(a, end=' ') >>> a, b = b, a+b >>> print() >>> fib(1000) 0 1 1 2 3 5 8 13 21 34 55 89 144 233 377 610 987 Functions Defined The core of extensible programming is defining functions. Python allows mandatory and optional arguments, keyword arguments, and even arbitrary argument lists. More about defining functions in Python 3 # Python 3: List comprehensions >>> fruits = ['Banana', 'Apple', 'Lime'] >>> loud_fruits = [fruit.upper() for fruit in fruits] >>> print(loud_fruits) ['BANANA', 'APPLE', 'LIME'] # List and the enumerate function >>> list(enumerate(fruits)) [(0, 'Banana'), (1, 'Apple'), (2, 'Lime')] Compound Data Types Lists (known as arrays in other languages) are one of the compound data types that Python understands. Lists can be indexed, sliced and manipulated with other built-in functions. More about lists in Python 3 # Python 3: Simple arithmetic >>> 1 / 2 0.5 >>> 2 ** 3 8 >>> 17 / 3 # classic division returns a float 5.666666666666667 >>> 17 // 3 # floor division 5 Intuitive Interpretation Calculations are simple with Python, and expression syntax is straightforward: the operators + , - , * and / work as expected; parentheses () can be used for grouping. More about simple math functions in Python 3 . # For loop on a list >>> numbers = [2, 4, 6, 8] >>> product = 1 >>> for number in numbers: ... product = product * number ... >>> print('The product is:', product) The product is: 384 All the Flow You’d Expect Python knows the usual control flow statements that other languages speak — if , for , while and range — with some of its own twists, of course. More control flow tools in Python 3 # Simple output (with Unicode) >>> print("Hello, I'm Python!") Hello, I'm Python! # Input, assignment >>> name = input('What is your name?\n') What is your name? Python >>> print(f'Hi, {name}.') Hi, Python. Quick & Easy to Learn Experienced programmers in any other language can pick up Python very quickly, and beginners find the clean syntax and indentation structure easy to learn. Whet your appetite with our Python 3 overview. Python is a programming language that lets you work quickly and integrate systems more effectively. Learn More Get Started Whether you're new to programming or an experienced developer, it's easy to learn and use Python. Start with our Beginner’s Guide Download Python source code and installers are available for download for all versions! Latest: Python 3.14.2 Docs Documentation for Python's standard library, along with tutorials and guides, are available online. docs.python.org Jobs Looking for work or have a Python related position that you're trying to hire for? Our relaunched community-run job board is the place to go. jobs.python.org Latest News More 2026- 01-08 PSF News: $500K+ Raised for Python for Everyone, PyCon US, & More! 2025- 12-16 Python 3.15.0 alpha 3 2025- 12-15 PSF News Special Edition: Python is For Everyone & PyCon US 2026 2025- 12-05 Python 3.14.2 and 3.13.11 are now available! 2025- 12-02 Python 3.13.10 is now available, too, you know! 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Lincoln Loop: Building a sustainable business inspired by Python’s ethos by Peter Baumgartner Use Python for… More Web Development : Django , Pyramid , Bottle , Tornado , Flask , Litestar , web2py GUI Development : tkInter , PyGObject , PyQt , PySide , Kivy , wxPython , DearPyGui Scientific and Numeric : SciPy , Pandas , IPython Software Development : Buildbot , Trac , Roundup System Administration : Ansible , Salt , OpenStack , xonsh >>> Python Software Foundation The mission of the Python Software Foundation is to promote, protect, and advance the Python programming language, and to support and facilitate the growth of a diverse and international community of Python programmers. 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https://www.highlight.io/for/go | highlight.io: The open source monitoring platform. Star us on GitHub Star Product Integrations Pricing Resources Docs Sign in Sign up Your browser does not support the video tag. Your browser does not support the video tag. The Golang monitoring toolkit you've been waiting for. What if monitoring your Golang app was as easy as deploying it? With session replay and error monitoring, Highlight's got you covered. Get started Live demo Session Replay Investigate hard-to-crack bugs by playing through issues in a youtube-like UI. With access to requests, console logs and more! Error Monitoring Continuously monitor errors and exceptions in your Golang application, all the way from your frontend to your backend. Performance Metrics Monitor and set alerts for important performance metrics in Golang like Web Vitals, Request latency, and much more! Highlight for Golang Get started in your Golang app today. Get started for free Live demo Backend import ( "github.com/highlight/highlight/sdk/highlight-go" ) func main() { //...application logic... highlight.Start() defer highlight.Stop() //...application logic... } Reproduce issues with high-fidelity session replay. With our pixel-perfect replays of your Golang app, you'll get to the bottom of issues in no time and better understand how your app is being used. Read our docs Get a ping when exceptions or errors are thrown. Our alerting infrastructure can take abnormal metrics or errors raised in your Golang app and notify your engineering team over Slack, Discord, and more! Read our docs Monitor the metrics that keep your customers around. Highlight allows you to track performance, request timings, and several other metrics in your Golang application. Read our docs Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. What our customers have to say → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
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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 Parenting Close Welcome to Parenting — part of the Forem network! Navigating the chaos and joy of parenting. Create account Log in Home About Contact Other Code of Conduct Privacy Policy Terms of Use Twitter Facebook Github Instagram Twitch Mastodon Popular Tags #discuss #learning #development #mentalhealth #education #travel #communication #adoption #selfcare #feeding #toddlers #newparents #chores #schoolage #venting #dadlife #pottytraining #advice #momlife #discipline #celebrations #preschoolers #tantrums #singleparenting #toys #productreviews #infants #milestones #askparents #pickyeating Parenting 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. 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Posts Relevant Latest Top Creating a Safe, Supportive Home Environment for Individuals with IDD Community Living & Care Insights Community Living & Care Insights Community Living & Care Insights Follow Dec 30 '25 Creating a Safe, Supportive Home Environment for Individuals with IDD # development # familylife # mentalhealth Comments Add Comment 6 min read The Case for Thyroid Testing in Pregnancy Dani Robertshaw Dani Robertshaw Dani Robertshaw Follow Dec 14 '25 The Case for Thyroid Testing in Pregnancy # thyroid # pregnancy Comments Add Comment 2 min read Raising Privacy-Smart Kids In An Always-Online World Geoffrey Wenger Geoffrey Wenger Geoffrey Wenger Follow Dec 24 '25 Raising Privacy-Smart Kids In An Always-Online World # cybersecurity # privacy # infosec 1 reaction Comments Add Comment 3 min read Top 5 Breast Pumps for 2025: Soft, Practical & Tested by Real Moms Keira Smith Keira Smith Keira Smith Follow Dec 3 '25 Top 5 Breast Pumps for 2025: Soft, Practical & Tested by Real Moms # babygear # newparents Comments 1 comment 18 min read I built a free baby tracker that syncs across devices without requiring an account Siarhei Siarhei Siarhei Follow Dec 1 '25 I built a free baby tracker that syncs across devices without requiring an account # dadlife # newparents 2 reactions Comments 1 comment 3 min read My Free Half Marathon Plan for Working Parents Martin Cartledge Martin Cartledge Martin Cartledge Follow Dec 1 '25 My Free Half Marathon Plan for Working Parents # parenting 2 reactions Comments 1 comment 1 min read What Fraud Taught Me About Teaching Children Digital Trust: A Retrospective Narnaiezzsshaa Truong Narnaiezzsshaa Truong Narnaiezzsshaa Truong Follow Nov 25 '25 What Fraud Taught Me About Teaching Children Digital Trust: A Retrospective # cybersecurity # parenting # phishing # mindfulness 5 reactions Comments 3 comments 5 min read How Becoming a Parent Helped Me Notice the Small Things Eli Sanderson Eli Sanderson Eli Sanderson Follow Nov 21 '25 How Becoming a Parent Helped Me Notice the Small Things # discuss # celebrations # newparents 7 reactions Comments 1 comment 7 min read The Sturdy Pillar Doesn’t Need Reinforcement Juno Threadborne Juno Threadborne Juno Threadborne Follow Nov 21 '25 The Sturdy Pillar Doesn’t Need Reinforcement # mentalhealth # singleparenting 6 reactions Comments 2 comments 4 min read Feeling sad about the lack of diversity at my kid's school Jenny Li Jenny Li Jenny Li Follow Oct 15 '25 Feeling sad about the lack of diversity at my kid's school # inclusion # venting 5 reactions Comments 1 comment 1 min read Weaning Woes Jenny Li Jenny Li Jenny Li Follow Nov 13 '25 Weaning Woes # venting # bodyfeeding 15 reactions Comments 9 comments 1 min read I built something for busy parents who want to run Martin Cartledge Martin Cartledge Martin Cartledge Follow Nov 12 '25 I built something for busy parents who want to run # mentalhealth # balance 10 reactions Comments 2 comments 1 min read This...has not worked the last three nights 😒 Jess Lee Jess Lee Jess Lee Follow Oct 28 '25 This...has not worked the last three nights 😒 We started a new routine called 'highs and lows' to get our kids to open up more! Jess Lee ・ Oct 22 #discuss 1 reaction Comments Add Comment 1 min read We started a new routine called 'highs and lows' to get our kids to open up more! Jess Lee Jess Lee Jess Lee Follow Oct 22 '25 We started a new routine called 'highs and lows' to get our kids to open up more! # discuss 19 reactions Comments 2 comments 2 min read Welcome to Parenting! Jess Lee Jess Lee Jess Lee Follow Oct 14 '25 Welcome to Parenting! # welcome 31 reactions Comments 10 comments 1 min read Why the "Why?" Game is the Most Valuable Thing I Do With My Kids Juno Threadborne Juno Threadborne Juno Threadborne Follow Oct 20 '25 Why the "Why?" Game is the Most Valuable Thing I Do With My Kids # newparents # development # communication # learning 19 reactions Comments 2 comments 3 min read International Travel with Toddlers: Car Seat (or vest!) Considerations Jess Lee Jess Lee Jess Lee Follow Oct 14 '25 International Travel with Toddlers: Car Seat (or vest!) 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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 Design Community Close Welcome to Design Community — part of the Forem network! We're a place where designers share, stay up-to-date and grow their careers. Create account Log in Home About Contact Other Code of Conduct Privacy Policy Terms of Use Twitter Facebook Github Instagram Twitch Mastodon Popular Tags #javascript #design #resources #tools #portfolio #recommendations #sideprojects #nocode #webdesign #hardware #uxdesign #uidesign #figma #freelancing #ethics #productdesign #offtopic #careeradvice #dataviz #copywriting #branding #photography #plugins #salary #typography #memes #showcase #critique #introductions #designblogs Design Community Web design, graphic design and everything in-between Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Design Community © 2016 - 2026. Posts Relevant Latest Top Help Center Design Consistency Rules for Trust and Clarity FreePixel FreePixel FreePixel Follow Dec 24 '25 Help Center Design Consistency Rules for Trust and Clarity # helpcenter # uxdesign # customersupport # knowledgebase Comments Add Comment 4 min read What my dining table and my cat showed me about human attention Metehan Altuntekin Metehan Altuntekin Metehan Altuntekin Follow Jan 5 What my dining table and my cat showed me about human attention # design # uxdesign # behavior 2 reactions Comments Add Comment 3 min read Top 5 Miro Plugins for Designers in 2025 Ethan Ethan Ethan Follow Dec 29 '25 Top 5 Miro Plugins for Designers in 2025 # design # productivity # miro # resources 1 reaction Comments Add Comment 2 min read Stop Screenshotting! The Fastest Way to Create Moodboards in Miro (2025 Guide) Ethan Ethan Ethan Follow Dec 26 '25 Stop Screenshotting! The Fastest Way to Create Moodboards in Miro (2025 Guide) # productivity # design # ux # tutorial Comments Add Comment 2 min read Monitoring Environmental Quality Standards with Power BI ZainAldin ZainAldin ZainAldin Follow Dec 18 '25 Monitoring Environmental Quality Standards with Power BI # powerbi # water # dashboards # environmental Comments Add Comment 1 min read Creating Engaging Tableau Dashboards Using GIFs Perceptive Analytics Perceptive Analytics Perceptive Analytics Follow Dec 18 '25 Creating Engaging Tableau Dashboards Using GIFs # webdev # programming # ai # javascript 1 reaction Comments Add Comment 5 min read Putting it All together: Dashboard Design Tips Kaira Kelvin. Kaira Kelvin. Kaira Kelvin. 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Design YouTube Design YouTube Design YouTube Follow Nov 29 '25 Bring Your Own Laptop: Free Figma Advanced Course: Become a Figma Pro! # design # resources # tools # webdesign Comments Add Comment 1 min read Building a Dummy Service Centre Website Taught Me More Than Any Assignment abu zafar abu zafar abu zafar Follow Dec 24 '25 Building a Dummy Service Centre Website Taught Me More Than Any Assignment # design # webdesign # newdesigner 3 reactions Comments Add Comment 2 min read loading... #discuss Discussion threads targeting the whole community #watercooler Light, and off-topic conversation. 💎 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 Design Community — Web design, graphic design and everything in-between 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.highlight.io/compare/highlight-vs-pendo | highlight.io: The open source monitoring platform. Star us on GitHub Star Migrate your Highlight account to LaunchDarkly by February 28, 2026. Learn more on our blog. Product Integrations Pricing Resources Docs Sign in Sign up Explore highlight.io The Open Source Pendo alternative Session replay of your frontend, fullstack error monitoring, and powerful logging. Get started for free Live demo Highlight.io vs Pendo A detailed comparison of Pendo and Highlight.io General Unlimited Team Members Support Ticket Integrations Self-hosted Options Analytics Integrations Self-serve Setup Session Replay Session Commenting Session Sharing Privacy SDKs Embedded, fullstack error monitoring Canvas & WebGL Recording Shadow DOM Recording Error Monitoring Embedded Session Replay Error Sharing Support for Backend SDKs Agent-less architecture Logging Frontend logging Backend logging Embedded replay and stacktraces Agent-less architecture What makes us different? Highlight.io is open source and transparent Highlight.io is built with transparency at its core, with a permissive license . Not only do we work in the open, but we also expose what we're working on, on our roadmap . The fact that Highlight.io is open source also makes it easy to integrate and build your own tools on-top of it, an advantage closed-source products like Pendo can't offer. Highlight.io constantly ships new features At Highlight.io, we ship quickly. We update our changelog with a recap of new features biweekly, and we share when these features are completed in our public roadmap . Plus, our community keeps pushing us to do more, so we're constantly adding new integrations . We work hard to keep Highlight.io ahead of the curve, and we're not afraid to show off our secret sauce. Full-stack Observability While Pendo provides a comprehensive set of separate features for session replay, it does not support error monitoring or logging. Highlight.io enables teams to monitor and optimize their entire tech stack, pairing server-side infrastructure with your frontend web applications. This makes Highlight.io a more comprehensive solution for developers who need to monitor their entire tech stack, in a simple, easy to implement solution. Master OpenTelemetry with our Free Comprehensive Course From fundamentals to advanced implementations, learn how OpenTelemetry can transform your engineering team's observability practices. Ideal for engineering leaders and developers building production-ready monitoring solutions. Start Learning Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. Read our customer review section → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
https://www.fsf.org/ | Front Page — 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 Info The Free Software Foundation (FSF) is a nonprofit with a worldwide mission to promote computer user freedom. We are hiring! See our listing for an Outreach & Communications Coordinator . --> Featured Celebrate the new year: join the free software community! > --> Featured A message from FSF president Ian Kelling > --> --> --> Body text --> The FSF advocates for free software ideals as outlined in the Free Software Definition , works for adoption of free software and free media formats, and organizes activist campaigns against threats to user freedom like Windows , Apple's iPhone and macOS, DRM on music, ebooks and movies , and software patents . We promote completely free software distributions of GNU/Linux , and advocate that users of the GNU/Linux operating system switch to a distribution which respects their freedom . We drive development of the GNU operating system and maintain a list of high-priority free software projects to promote replacements for common proprietary applications. We build and update resources useful for the free software community like the Free Software Directory , and the free software jobs board. We also provide licenses for free software developers to share their code, including the GNU General Public License . --> Free software means that the users have the freedom to run, edit, contribute to, and share the software. Thus, free software is a matter of liberty, not price. We have been defending the rights of all software users for the past forty years. Help sustain us for many more; become an associate member today. --> Subscribe to our monthly newsletter, the Free Software Supporter : Follow Us on Social Media Share GNU Social --> Mastodon Twitter Peertube Our initiatives Defective by Design is a grassroots campaign to eliminate Digital Restrictions Management (DRM) in media and devices. Read the Email Self-Defense Guide to get started with email encryption, a skill necessary to combat bulk surveillance. The End Software Patents initiative fights to abolish software patents around the world. Join us in calling for a Web that respects our freedom by being compatible with free software and stand up against nonfree JavaScript. The Free Software Directory is a collaborative catalog of computer programs and apps that are fully free. The GNU operating system is a continuously evolving, complete operating system made entirely of free software. LibrePlanet is our global network of free software activism, including events like our annual conference , and online collaboration spaces. The Licensing and Compliance Lab is the preeminent resource for public education on licensing best practices and enforcing the GPL. The "Respects Your Freedom" program certifies retailers who sell hardware in a manner that respects the rights of their users. "This community that we have, that we're building, that does so much, has to grow. We can't compete with Apple, we can't compete with Google, directly, in the field of resources. What we can eventually do is head count and heart count. We can compete on the ground of ideology because ours is better." -- Edward Snowden , NSA whistleblower, speaking at LibrePlanet. Take Action Attend a free software meetup Volunteer for the FSF and GNU Collaborate with us to build the freedom ladder Make the switch to free software Apply to work at the FSF --> Contribute to the FSF Bulletin Meet FSF President Ian Kelling New Nintendo DRM bans consoles, makes users beg for forgiveness Why you shouldn't use a lax license for your next free software program Introducing Mission:Libre, a new project for teens Don’t be fooled by Amazon’s claims that Ring video doorbells give you freedom and security --> Read the current issue of the Bulletin and check out the archives. FSF40 Join us in celebrating 40 years of fighting for software freedom! 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https://www.highlight.io/compare/highlight-vs-better-stack | highlight.io: The open source monitoring platform. Star us on GitHub Star Migrate your Highlight account to LaunchDarkly by February 28, 2026. Learn more on our blog. Product Integrations Pricing Resources Docs Sign in Sign up Explore highlight.io The Open Source Better Stack alternative Session replay of your frontend, fullstack error monitoring, and powerful logging. Get started for free Live demo Highlight.io vs Better Stack A detailed comparison of Better Stack and Highlight.io General Unlimited Team Members Support Ticket Integrations Self-hosted Options Analytics Integrations Self-serve Setup Session Replay Session Commenting Session Sharing Privacy SDKs Embedded, fullstack error monitoring Canvas & WebGL Recording Shadow DOM Recording Error Monitoring Embedded Session Replay Error Sharing Support for Backend SDKs Agent-less architecture Logging Frontend logging Backend logging Embedded replay and stacktraces Agent-less architecture What makes us different? Highlight.io is open source and transparent Highlight.io is built with transparency at its core, with a permissive license . Not only do we work in the open, but we also expose what we're working on, on our roadmap . The fact that Highlight.io is open source also makes it easy to integrate and build your own tools on-top of it, an advantage closed-source products like Better Stack can't offer. Highlight.io constantly ships new features At Highlight.io, we ship quickly. We update our changelog with a recap of new features biweekly, and we share when these features are completed in our public roadmap . Plus, our community keeps pushing us to do more, so we're constantly adding new integrations . We work hard to keep Highlight.io ahead of the curve, and we're not afraid to show off our secret sauce. Full-stack Observability While Better Stack provides a comprehensive set of separate features for error monitoring and logging, it does not support session replay. Highlight.io enables teams to monitor and optimize their entire tech stack, pairing server-side infrastructure with your frontend web applications. This makes Highlight.io a more comprehensive solution for developers who need to monitor their entire tech stack, in a simple, easy to implement solution. Master OpenTelemetry with our Free Comprehensive Course From fundamentals to advanced implementations, learn how OpenTelemetry can transform your engineering team's observability practices. Ideal for engineering leaders and developers building production-ready monitoring solutions. Start Learning Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. Read our customer review section → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
https://trueguard.io/blog/the-hidden-cost-of-fraudulent-users-on-ai-platforms | The Hidden Cost of Fraudulent Users on AI Platforms Product Pricing Documentation Blog Sign In Try it free Try it free The Hidden Cost of Fraudulent Users on AI Platforms By Carel Martten Lechtmets AI companies today face growing challenges from abusive and fraudulent users. These bad actors can exploit platform weaknesses, driving up costs, overloading infrastructure, and creating operational headaches. Protecting your AI platform is essential not only for controlling expenses but also for maintaining user trust and ensuring a seamless experience. Effective abuse detection is at the heart of mitigating these risks. By identifying suspicious behavior early, companies can block harmful activity before it impacts resources or users. History has shown that every powerful tool carries potential for misuse, and AI is no exception. Key Takeaways Abusive users pose significant financial and operational risks to AI companies. Effective AI platform security measures are critical in preventing abuse. Proactive solutions can help detect and block malicious activities. Protecting your AI platform is essential for maintaining user trust. Understanding the risks associated with abusive users is the first step in safeguarding your platform. The Hidden Costs of AI Platform Abuse AI platform abuse is more than a security threat; it's a financial drain. Each API call, model query, or GPU inference incurs a real cost. When users exploit free tiers, use stolen payment methods, or automate abuse, these costs skyrocket. The Real Price Tag of Each API Call It's essential for AI companies to grasp the true cost of each API call. The expenses aren't just about computation; they also cover the cost of robust security measures. For example: GPU Resource Utilization: High-performance GPUs are costly to run. Abusive users can hog these resources, raising costs. External API Call Costs: Each call has a price tag. Multiply this by the number of abusive calls, and the total becomes significant. Security Measures: The cost of implementing and maintaining security to prevent abuse adds to operational expenses. How Free Tiers Become Expensive Liabilities Free tiers aim to attract new users but can be financially burdensome if not managed. Abusers often exploit these tiers, causing significant financial losses. To avoid this: Monitor Usage: Keep a close eye on free tier user patterns to detect and prevent abuse. Implement Limits: Establish realistic limits on free tiers to prevent overuse by a single user. The Scaling Problem: When Abuse Multiplies As your AI platform expands, so does the risk of abuse. Scaling to accommodate legitimate users while managing abusive traffic is both challenging and costly. Effective scaling involves: Advanced Detection: Using advanced systems to spot abusive traffic. Flexible Infrastructure: Having a flexible infrastructure that can adjust to demand changes without unnecessary costs. Financial Impact of Abusive User Behavior The financial toll of abusive users on AI platforms is vast, encompassing higher operational costs and significant revenue loss. As your AI business expands, so does its exposure to these harmful actions. GPU Resource Drain and Rising Compute Costs Abusive users can quickly drain GPU resources by taking advantage of free tiers or sharing accounts to exceed intended limits. They use tactics like automated prompt farming or multi-account setups. This pushes computing workloads and operational costs far beyond what the platform was designed to handle. High-end AI GPUs, like the NVIDIA A100 or H100, can cost $2 to $3 per hour to run. Even moderate misuse can lead to thousands of dollars in monthly expenses. The table below shows how different levels of abuse can increase GPU costs, considering realistic usage hours and cost-per-hour rates: Tier Hours $ / Hr Normal Abuse +% Impact Low 100 $2.5 $250 $375 +50% Minor Med 500 $2.5 $1,250 $2,000 +60% Moderate High 1,000 $2.5 $2,500 $5,000 +100% Severe Extreme 2,500+ $2.5 $6,250 $15,000+ +140% Critical As this data shows, GPU costs rise with usage. However, abuse multiplies those costs significantly due to wasted computation, the need for throttling, and strain on infrastructure. For AI startups with tight budgets, a few malicious users can quickly use up cloud credits or investor funds. Implementing real-time abuse detection and usage throttling mechanisms is essential to prevent this cost increase and protect your platform's financial health. Infrastructure Scaling Challenges Abusive users not only elevate immediate costs but also complicate your plans for infrastructure scaling. As your platform expands, so does the risk of abuse, making it hard to scale efficiently. Revenue Leakage from Payment Fraud Payment fraud is one of the most damaging sources of revenue loss for AI platforms. Fraudulent users take advantage of weak payment and identity systems to access premium features, free credits, or discounted usage, often on a large scale. These actions not only reduce revenue but also create problems like chargebacks, support costs, and harm to reputation. Stolen Payment Methods Bad actors often use stolen or compromised payment details to buy credits, subscriptions, or API access. Each fraudulent transaction results in immediate revenue loss, but the hidden costs come later through chargebacks, processing fees, and loss of trust . For startups with tight cash flow, even a small increase in fraudulent payments can quickly lead to significant financial strain. Account Takeovers Another growing type of payment fraud is account takeover. In this case, attackers gain access to legitimate customer accounts and misuse stored payment methods or credits. This causes direct monetary loss and also damages user confidence in the platform's security. Rebuilding that trust can be much more expensive than the initial fraud. Our analysis of 1.5 million disposable email messages reveals how easy it is for attackers to collect public temporary inboxes and gather password-reset links and other sensitive information. You can read the full write-up here: Analyzing 1.5M Disposable Emails . Preventing payment fraud requires a multi-layered defense : strong user verification, device and IP intelligence, and real-time transaction monitoring . By spotting unusual behavior early, AI companies can stop fraudulent activity before it affects their finances, protecting both revenue and reputation. Beyond Compute: Operational Disruptions Abusive user behavior not only consumes GPU hours, but also causes serious operational disruptions that impact nearly every part of an AI company’s workflow. These disruptions lower efficiency, increase support costs, and damage user trust. Support Team Overhead Abuse incidents often show up as customer complaints, billing disputes, or access issues; all of these feed into support queues. When abuse levels rise, legitimate users experience slower response times and inconsistent service. The operational impact includes: Higher staffing costs to manage the increased number of abuse-related tickets Longer wait times and lower satisfaction for genuine customers Extra training and tools needed for fraud and abuse investigations Platform Reliability and Performance Resource abuse can quietly reduce the reliability of an AI platform. A common example occurs when users set up hundreds of accounts with temporary or disposable email addresses to get around free-tier limits. These accounts often run automated tasks or API calls at the same time, using much more compute than intended. Over time, this results in slower inference speeds, throttled APIs, and higher cloud costs; all of which directly affect the experience of paying customers. Unpredictable traffic spikes from automated or multi-account usage Increased infrastructure and monitoring costs to keep things stable Reputation damage from lower service quality Common Abuse Tactics in AI Platforms Understanding how abuse appears is the first step to preventing it. Here are two common abuse tactics that create significant operational strain: Mass Account Creation Abusive users set up many fake accounts, often using disposable or temporary email addresses, to collect free-tier credits or API tokens. This behavior raises resource consumption, skews usage metrics, and complicates legitimate signups. Detecting these patterns early with domain reputation checks, rate limits, and device fingerprinting can greatly reduce waste. Credential and Token Sharing Some users share API keys, credentials, or workspace logins among multiple people or communities. While it might seem harmless, this bypasses usage controls, creates billing confusion, and increases the risk of unauthorized access or data leaks. Abuse Type Operational Impact Mitigation Mass Account Creation Increases compute usage, disrupts metrics, lowers performance Block disposable domains, limit signups per IP/device, and implement light verification Credential / Token Sharing Bypasses usage limits, confuses billing, raises support load Use per-user tokens, session tracking, and anomaly detection Operational abuse like this not only wastes compute, but also distorts key metrics and forces teams into a constant state of emergency. Proactive detection and managed friction are essential for maintaining reliability as platforms grow. Effective Fraudulent User Detection for AI Platforms Protecting AI infrastructure from abusive users demands a proactive security stance. As AI advances, so do the tactics of fraudulent users. It's essential for AI platforms to outmaneuver these threats. Proactive vs. Reactive Security Approaches Reactive security measures tackle threats after they've happened, leading to substantial financial and reputational damage. On the other hand, proactive security anticipates and blocks fraudulent activities before they affect your platform. A proactive strategy not only shields your AI infrastructure but also boosts user trust and experience. It ensures a safe environment for all users. How Trueguard Protects AI Infrastructure Trueguard is crafted to offer robust defense against fraudulent users, employing cutting-edge technologies to safeguard your AI platform. Browser Fingerprinting Technology Trueguard employs browser fingerprinting to identify and monitor users based on their browser characteristics. This makes it hard for fraudulent users to hide their identities. IP and Device Intelligence Through the analysis of IP and device data , Trueguard spots patterns that suggest fraudulent behavior. This allows for quick action against emerging threats. Email Risk Scoring and Verification Email risk scoring evaluates the probability of an email being linked to fraudulent activities. Verification processes confirm users' authenticity, adding an extra layer of security to your platform. Integrating Trueguard into your AI infrastructure can drastically lower the risk of fraudulent user activities. This protects your business and strengthens your overall security stance. Conclusion: Safeguarding Your AI Platform's Sustainability Protecting your AI platform from abusive users is essential for its long-term success. The financial and operational impacts of AI abuse can be severe. This includes increased computing costs and the need for more support team members. Effective fraudulent user detection is critical to managing these risks. By using proactive security measures, such as those from Trueguard, you can identify and block fraudulent users. This protects your AI infrastructure and ensures your business's ongoing success. Putting a priority on AI platform security is not just about avoiding financial losses. It also helps maintain the trust and reliability of your platform. By securing your AI platform proactively, you ensure its sustainability and growth in the market. Frequently Asked Questions What are the hidden costs of AI platform abuse? The hidden costs of AI platform abuse include the real monetary cost of each external API call, model query, or GPU inference. These costs also include the expenses of scaling infrastructure and the overhead of support teams. How do abusive users exploit AI systems? What is the financial impact of abusive user behavior? How can companies protect themselves from abusive user behavior? Trueguard Basic is free. Start identifying visitors and signals right away, for free Sign up for free No credit card required. Product Features Sign in Disposable Emails Free Tier Abusers Fake Accounts / Bots Resources Pricing Blog Knowledgebase Documentation Tools VPN and Proxy Checker IP Location Checker Temporary Email Checker Domain Age Checker Legal Terms of Service Privacy Policy Data processing agreement © 2026 Trueguard info@trueguard.io | 2026-01-13T08:48:47 |
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https://www.highlight.io/compare/highlight-vs-dash0 | highlight.io: The open source monitoring platform. Star us on GitHub Star Migrate your Highlight account to LaunchDarkly by February 28, 2026. Learn more on our blog. Product Integrations Pricing Resources Docs Sign in Sign up Explore highlight.io The Open Source Dash0 alternative Session replay of your frontend, fullstack error monitoring, and powerful logging. Get started for free Live demo Highlight.io vs Dash0 A detailed comparison of Dash0 and Highlight.io General Unlimited Team Members Support Ticket Integrations Self-hosted Options Analytics Integrations Self-serve Setup Session Replay Session Commenting Session Sharing Privacy SDKs Embedded, fullstack error monitoring Canvas & WebGL Recording Shadow DOM Recording Error Monitoring Embedded Session Replay Error Sharing Support for Backend SDKs Agent-less architecture Logging Frontend logging Backend logging Embedded replay and stacktraces Agent-less architecture What makes us different? Highlight.io is open source and transparent Highlight.io is built with transparency at its core, with a permissive license . Not only do we work in the open, but we also expose what we're working on, on our roadmap . The fact that Highlight.io is open source also makes it easy to integrate and build your own tools on-top of it, an advantage closed-source products like Dash0 can't offer. Highlight.io constantly ships new features At Highlight.io, we ship quickly. We update our changelog with a recap of new features biweekly, and we share when these features are completed in our public roadmap . Plus, our community keeps pushing us to do more, so we're constantly adding new integrations . We work hard to keep Highlight.io ahead of the curve, and we're not afraid to show off our secret sauce. Full-stack Observability While Dash0 provides a set of separate features for logging, it does not support error monitoring or session replay. Highlight.io enables teams to monitor and optimize their entire tech stack, pairing server-side infrastructure with your frontend web applications. This makes Highlight.io a more comprehensive solution for developers who need to monitor their entire tech stack, in a simple, easy to implement solution. Master OpenTelemetry with our Free Comprehensive Course From fundamentals to advanced implementations, learn how OpenTelemetry can transform your engineering team's observability practices. Ideal for engineering leaders and developers building production-ready monitoring solutions. Start Learning Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. Read our customer review section → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:47 |
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Right menu Unlocking the Power of Inheritance in Python Visakh Vijayan Visakh Vijayan Visakh Vijayan Follow Jan 12 Unlocking the Power of Inheritance in Python # beginners # programming # python # tutorial Comments Add Comment 2 min read Why Asking for Better Outputs Misses the Real Problem Leena Malhotra Leena Malhotra Leena Malhotra Follow Jan 12 Why Asking for Better Outputs Misses the Real Problem # programming # ai # imagegen # nanobanana 2 reactions Comments Add Comment 5 min read Flutter ECS: Mastering Async Operations and Complex Workflows Dr. E Dr. E Dr. E Follow Jan 11 Flutter ECS: Mastering Async Operations and Complex Workflows # flutter # dart # programming # opensource Comments Add Comment 2 min read What's new in Webpixels v3 Alexis Enache Alexis Enache Alexis Enache Follow Jan 12 What's new in Webpixels v3 # webdev # programming # ai # productivity Comments Add Comment 3 min read EC2 (single instance with db and redis and all) vs EC2 + RDS + MemoryDB, ECS/EKS (docker-based approach): when and why Saif Ullah Usmani Saif Ullah Usmani Saif Ullah Usmani Follow Jan 11 EC2 (single instance with db and redis and all) vs EC2 + RDS + MemoryDB, ECS/EKS (docker-based approach): when and why # webdev # programming # devops # javascript Comments Add Comment 3 min read 𝗪𝗵𝘆 𝗔𝗜-𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗲𝗱 𝗖𝗼𝗱𝗲 𝗢𝗳𝘁𝗲𝗻 𝗟𝗼𝗼𝗸𝘀 “𝗖𝗼𝗺𝗽𝗹𝗲𝘁𝗲” — 𝗯𝘂𝘁 𝗜𝘀𝗻’𝘁—𝗮𝗻𝗱 𝘄𝗵𝘆 𝗜 𝗯𝘂𝗶𝗹𝘁 𝗔𝗜-𝗦𝗟𝗢𝗣 𝗗𝗲𝘁𝗲𝗰𝘁𝗼𝗿 Kwansub Yun Kwansub Yun Kwansub Yun Follow Jan 11 𝗪𝗵𝘆 𝗔𝗜-𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗲𝗱 𝗖𝗼𝗱𝗲 𝗢𝗳𝘁𝗲𝗻 𝗟𝗼𝗼𝗸𝘀 “𝗖𝗼𝗺𝗽𝗹𝗲𝘁𝗲” — 𝗯𝘂𝘁 𝗜𝘀𝗻’𝘁—𝗮𝗻𝗱 𝘄𝗵𝘆 𝗜 𝗯𝘂𝗶𝗹𝘁 𝗔𝗜-𝗦𝗟𝗢𝗣 𝗗𝗲𝘁𝗲𝗰𝘁𝗼𝗿 # opensource # codequality # devsecops # programming Comments 1 comment 2 min read Beyond the Buzzwords: 5 Counter-Intuitive Lessons in System Design Amit Dey Amit Dey Amit Dey Follow Jan 11 Beyond the Buzzwords: 5 Counter-Intuitive Lessons in System Design # systemdesign # programming # security Comments Add Comment 7 min read ReactJS Hook Pattern ~UseImperativeHandle~ Ogasawara Kakeru Ogasawara Kakeru Ogasawara Kakeru Follow Jan 12 ReactJS Hook Pattern ~UseImperativeHandle~ # programming # javascript # react # learning Comments Add Comment 1 min read Create Your First MCP Server in 5 Minutes with create-mcp-server Ali Ibrahim Ali Ibrahim Ali Ibrahim Follow Jan 11 Create Your First MCP Server in 5 Minutes with create-mcp-server # webdev # javascript # ai # programming 1 reaction Comments Add Comment 10 min read Code Coverage Best Practices for Agentic Development Ariel Frischer Ariel Frischer Ariel Frischer Follow Jan 11 Code Coverage Best Practices for Agentic Development # webdev # programming # ai # productivity Comments Add Comment 3 min read Build Network Proxies and Reverse Proxies in Go: A Hands-On Guide Jones Charles Jones Charles Jones Charles Follow Jan 12 Build Network Proxies and Reverse Proxies in Go: A Hands-On Guide # go # networking # programming # webdev Comments Add Comment 6 min read What should 2.0.10 have been in PWin11 Tweaker? ph2ncyn ph2ncyn ph2ncyn Follow Jan 11 What should 2.0.10 have been in PWin11 Tweaker? # programming # microsoft # opensource # github Comments Add Comment 10 min read SQL vs NoSQL: The Ultimate Interview Guide to Choosing the Right Database (Simple Checklist Included) sizan mahmud0 sizan mahmud0 sizan mahmud0 Follow Jan 12 SQL vs NoSQL: The Ultimate Interview Guide to Choosing the Right Database (Simple Checklist Included) # interview # sql # nosql # programming 1 reaction Comments Add Comment 4 min read Building Amalanku 1.2.0: Home Widgets, Backup Systems & More 🚀 Cahyanudien Aziz Saputra Cahyanudien Aziz Saputra Cahyanudien Aziz Saputra Follow Jan 11 Building Amalanku 1.2.0: Home Widgets, Backup Systems & More 🚀 # programming # wecoded # islam 2 reactions Comments Add Comment 4 min read LINE Bot Developer Guide: Other Related Features Evan Lin Evan Lin Evan Lin Follow Jan 11 LINE Bot Developer Guide: Other Related Features # documentation # tutorial # api # programming Comments Add Comment 7 min read LINE Bot Developer Guide: LINE Login (Supplement) Evan Lin Evan Lin Evan Lin Follow Jan 11 LINE Bot Developer Guide: LINE Login (Supplement) # api # programming # tutorial Comments Add Comment 6 min read I Added a Cache and the System Got Slower: The Hidden Cost of Caching yusuf yonturk yusuf yonturk yusuf yonturk Follow Jan 11 I Added a Cache and the System Got Slower: The Hidden Cost of Caching # programming # performance # backend # redis 1 reaction Comments Add Comment 3 min read LINE Bot Developer Guide: Sending API Requests - Notes Evan Lin Evan Lin Evan Lin Follow Jan 11 LINE Bot Developer Guide: Sending API Requests - Notes # learning # api # tutorial # programming Comments Add Comment 9 min read Production ML is not about models. It’s about trade-offs. Jashwanth Thatipamula Jashwanth Thatipamula Jashwanth Thatipamula Follow Jan 11 Production ML is not about models. It’s about trade-offs. # webdev # ai # machinelearning # programming 3 reactions Comments Add Comment 3 min read Observer Pattern Explained Simply With JavaScript Examples Arun Teja Arun Teja Arun Teja Follow Jan 11 Observer Pattern Explained Simply With JavaScript Examples # designpatterns # javascript # beginners # programming Comments Add Comment 3 min read AI Agents: Automate 80% of Support (Case Study) Robort Gabriel Robort Gabriel Robort Gabriel Follow Jan 11 AI Agents: Automate 80% of Support (Case Study) # agents # programming # ai Comments Add Comment 6 min read Python Sets: remove() vs discard() — When Silence Is Golden Samuel Ochaba Samuel Ochaba Samuel Ochaba Follow Jan 11 Python Sets: remove() vs discard() — When Silence Is Golden # python # programming # tutorial # webdev Comments Add Comment 2 min read When Your AI Coding Assistant Gets Stuck — What's your next move? Hanyuan PENG Hanyuan PENG Hanyuan PENG Follow Jan 11 When Your AI Coding Assistant Gets Stuck — What's your next move? # vibecoding # ai # programming # knowledgesharing 1 reaction Comments Add Comment 2 min read FastAPI from Zero: Writing Your First API Route Tekeu Franck Tekeu Franck Tekeu Franck Follow Jan 12 FastAPI from Zero: Writing Your First API Route # webdev # programming # fastapi Comments Add Comment 3 min read Is Learning Programming Without a Computer Science Degree Realistic? syed shabeh syed shabeh syed shabeh Follow Jan 12 Is Learning Programming Without a Computer Science Degree Realistic? # programming # computerscience # developers # webdev 2 reactions 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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Posts Relevant Latest Top Gemini told me it had 20 years in coding experience and spent 2 hours debugging a for-loop bingkahu bingkahu bingkahu Follow Jan 12 Gemini told me it had 20 years in coding experience and spent 2 hours debugging a for-loop # coding # ai # dumb # debugging 3 reactions Comments 1 comment 1 min read Confessions of a Totally Average Dev "Part 2": How I Accidentally Learned TypeScript and Immediately Regretted It 🌩️😩 Om Shree Om Shree Om Shree Follow Jan 4 Confessions of a Totally Average Dev "Part 2": How I Accidentally Learned TypeScript and Immediately Regretted It 🌩️😩 # news # memes # shitpost # dev 25 reactions Comments Add Comment 5 min read I’m turning my GitHub Contribution Graph into a playable screen for DOOM. Am I insane? Sempala Daniel Sempala Daniel Sempala Daniel Follow Dec 31 '25 I’m turning my GitHub Contribution Graph into a playable screen for DOOM. Am I insane? # showdev # github # opensource # doom 3 reactions Comments 1 comment 2 min read I landed myself in a weird technical spot before graduation need perspective anant anant anant Follow Jan 2 I landed myself in a weird technical spot before graduation need perspective 1 reaction Comments 3 comments 1 min read 🚀 Zod vs. Yup: O Fim da Duplicação de Tipos em TypeScript Nathana Facion Nathana Facion Nathana Facion Follow Dec 27 '25 🚀 Zod vs. Yup: O Fim da Duplicação de Tipos em TypeScript # zod # yup # react # typescript 5 reactions Comments Add Comment 1 min read The 12 Bugs of Christmas: How One Dev's "Festive" Deploy Turned Santa's Workshop into a Kubernetes Catastrophe Om Shree Om Shree Om Shree Follow Dec 24 '25 The 12 Bugs of Christmas: How One Dev's "Festive" Deploy Turned Santa's Workshop into a Kubernetes Catastrophe # news # memes # shitposts # dev 28 reactions Comments 4 comments 5 min read How I Built a Pseudocode Runner by Screaming at AI idrees qazi idrees qazi idrees qazi Follow Nov 29 '25 How I Built a Pseudocode Runner by Screaming at AI # memes # vibecoding 4 reactions Comments 3 comments 1 min read The fifth fundamental data type: string, number, boolean, null, and jason Neeraj S Neeraj S Neeraj S Follow Nov 22 '25 The fifth fundamental data type: string, number, boolean, null, and jason 11 reactions Comments Add Comment 1 min read Confessions of a Totally Average Dev: Why Being Kinda Dumb Is the Best Job on Earth ☀️😏 Om Shree Om Shree Om Shree Follow Nov 18 '25 Confessions of a Totally Average Dev: Why Being Kinda Dumb Is the Best Job on Earth ☀️😏 # news # memes # shitposts # dev 50 reactions Comments 15 comments 6 min read How not to disappear from the office one minute before closing time Polina Elizarova Polina Elizarova Polina Elizarova Follow Nov 19 '25 How not to disappear from the office one minute before closing time # me # life # tips Comments 2 comments 3 min read Dumb*** business ideas ElysionMind ElysionMind ElysionMind Follow Nov 14 '25 Dumb*** business ideas 9 reactions Comments 5 comments 1 min read devme.me - meme-driven mini-game full of silly jokes Evgenii Evgenii Evgenii Follow Nov 13 '25 devme.me - meme-driven mini-game full of silly jokes # memes # joke # webdev Comments Add Comment 1 min read SEnoir devs help me need guidanace Aditya Aditya Aditya Follow Nov 13 '25 SEnoir devs help me need guidanace 1 reaction Comments 2 comments 2 min read Honey, break out the fine china. 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Ben Halpern Ben Halpern Ben Halpern Follow Nov 3 '25 You're absolutely right! 8 reactions Comments 3 comments 1 min read Uniqueness constraints Ben Halpern Ben Halpern Ben Halpern Follow Oct 29 '25 Uniqueness constraints 8 reactions Comments Add Comment 1 min read Credit: @hfrench DumbDEVMemeBot DumbDEVMemeBot DumbDEVMemeBot Follow Sep 24 '25 Credit: @hfrench Comments Add Comment 1 min read loading... #webdev Because the internet... #php Home for all the PHP-related posts on Dev.to! #productivity Productivity includes tips on how to use tools and software, process optimization, useful references, experience, and mindstate optimization. #linux What are clouds made of? 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https://www.python.org/blogs/ | Our Blogs | Python.org Notice: While JavaScript is not essential for this website, your interaction with the content will be limited. Please turn JavaScript on for the full experience. Skip to content ▼ Close Python PSF Docs PyPI Jobs Community ▲ The Python Network Donate ≡ Menu Search This Site GO A A Smaller Larger Reset Socialize LinkedIn Mastodon Chat on IRC Twitter About Applications Quotes Getting Started Help Python Brochure Downloads All releases Source code Windows macOS Android Other Platforms License Alternative Implementations Documentation Docs Audio/Visual Talks Beginner's Guide FAQ Non-English Docs PEP Index Python Books Python Essays Community Diversity Mailing Lists IRC Forums PSF Annual Impact Report Python Conferences Special Interest Groups Python Logo Python Wiki Code of Conduct Community Awards Get Involved Shared Stories Success Stories Arts Business Education Engineering Government Scientific Software Development News Python News PSF Newsletter PSF News PyCon US News News from the Community Events Python Events User Group Events Python Events Archive User Group Events Archive Submit an Event Welcome to the Python Insider PSF News: $500K+ Raised for Python for Everyone, PyCon US, & More! Jan. 8, 2026, 6 p.m. You Showed Up for Python 💙 View this email in your browser Python is for Everyone– Thanks to each of you! YOU DID IT- you helped us raise more than ✨$500,000✨ to support Python for everyone! This end-of-year fundraiser surpassed our greatest hopes, and we are still reeling from this … Read more Latest News More Python 3.15.0 alpha 3 Dec. 16, 2025 PSF News Special Edition: Python is For Everyone & PyCon US 2026 Dec. 15, 2025 Python 3.14.2 and 3.13.11 are now available! Dec. 5, 2025 Python 3.13.10 is now available, too, you know! Dec. 2, 2025 Python 3.14.1 is now available! Dec. 2, 2025 Python Insider Subscriptions Subscribe to Python Insider via: RSS Also check out the Discussions on Python.org Copyright Python Insider by the Python Core Team is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 3.0 Unported License . Based on a work at blog.python.org . ▲ Back to Top About Applications Quotes Getting Started Help Python Brochure Downloads All releases Source code Windows macOS Android Other Platforms License Alternative Implementations Documentation Docs Audio/Visual Talks Beginner's Guide FAQ Non-English Docs PEP Index Python Books Python Essays Community Diversity Mailing Lists IRC Forums PSF Annual Impact Report Python Conferences Special Interest Groups Python Logo Python Wiki Code of Conduct Community Awards Get Involved Shared Stories Success Stories Arts Business Education Engineering Government Scientific Software Development News Python News PSF Newsletter PSF News PyCon US News News from the Community Events Python Events User Group Events Python Events Archive User Group Events Archive Submit an Event Contributing Developer's Guide Issue Tracker python-dev list Core Mentorship Report a Security Issue ▲ Back to Top Help & General Contact Diversity Initiatives Submit Website Bug Status Copyright ©2001-2026. Python Software Foundation Legal Statements Privacy Notice Powered by PSF Community Infrastructure --> | 2026-01-13T08:48:47 |
https://trueguard.io/blog/what-is-free-tier-abuse-and-how-saas-can-prevent-it | What Is Free-Tier Abuse & How SaaS Can Prevent It Product Pricing Documentation Blog Sign In Try it free Try it free What Is Free-Tier Abuse & How SaaS Can Prevent It By Carel Martten Lechtmets SaaS companies give out a free tier to let people try their services first. But this can attract bad actors, causing big losses in revenue. Trueguard's fraud-defense platform fights against fake signups and other abuse . It stops fraud before it starts, saving SaaS companies money. Key Takeaways SaaS companies face big losses from revenue loss due to free-tier abuse . Trueguard's fraud-defense platform stops fake signups and other bad activities. Using an automated fraud defense can greatly cut down financial losses. SaaS businesses can save their resources by catching and blocking fraud early. A strong fraud-defense platform is key for SaaS companies with free tiers . Understanding Free Tier Abuse in SaaS It's key for SaaS businesses to know about free tier abuse to stay profitable. Free tier abuse happens when people misuse free SaaS services. They might do it for bad reasons or to get an unfair edge. Definition and Real-World Examples Free tier abuse can take many forms. This includes automated bot signups , serial account creation , and identity manipulation . For example, someone might make lots of accounts with fake emails or VPNs to hide who they are. Attackers also use free tiers to test stolen credit cards, not paying for the service. "The line between legitimate users and abusers is increasingly blurred, making it challenging for SaaS companies to distinguish between the two." Why Free Tier Abuse Hurts Your Business Free tiers are designed to attract and convert new customers, but when abused, they can quickly become a drain on resources. Fraudulent or excessive usage drives up infrastructure costs, skews product analytics, and can degrade performance for genuine users. What should be a growth engine instead turns into an ongoing expense. As abuse grows more common, many SaaS companies are being forced to reconsider how they structure their free offerings or risk sacrificing both profitability and user trust. Impact Area Description Effect on Bottom Line Infrastructure Costs Abuse leads to increased server and maintenance costs. Negative Service Quality Degradation of service for legitimate users due to abuse. Negative Conversion Rates Abusers rarely convert to paid plans, skewing conversion metrics. Negative The Financial and Operational Impact on SaaS Companies SaaS providers face big financial and operational challenges. The misuse of their free tiers leads to direct financial losses. It also makes running the business more complicated. Direct Revenue Losses and Conversion Impacts Free-tier abuse hurts the revenue of SaaS companies. Malicious actors use free services without paying. This distorts conversion metrics and harms revenue forecasts. Infrastructure Costs and Performance Degradation Free tier abuse drives up infrastructure costs—just a handful of bad actors can strain systems, leaving legitimate users with a degraded experience. Customer Experience and Brand Reputation Effects Free-tier abuse can make service performance worse. This hurts the customer experience and can damage the brand's reputation. Trueguard helps detect and stop such abuse, keeping service quality high. Identifying Common Free Tier Abuse Tactics Free tiers in SaaS offerings are frequently targeted by malicious actors. Understanding the tactics they employ is essential for developing effective strategies to detect and prevent abuse. Serial Account Creation and Identity Manipulation Bad actors quickly create many accounts. They use different emails, phone numbers, and even fake identities. For example, they might use real corporate emails to make it hard to spot fake signups. Automated Bot Signups and Their Patterns Malicious actors use bots to sign up for many accounts. These bots change IP addresses and user agents to hide. By spotting these patterns, SaaS companies can block suspicious activity. Disposable Email Services and Detection Challenges Disposable email services are a big problem for SaaS companies. They offer temporary emails for signing up to many accounts. To fight this, companies must have strong email verification to catch suspicious emails. VPN Usage and IP Hopping Techniques Malicious actors hide their IP addresses with VPNs and IP hopping. This makes it hard for SaaS companies to block them. Companies need better detection methods than just blocking IP addresses. How to Detect Signs of Free Tier Abuse To protect your SaaS business, it's key to spot free-tier abuse early. This means looking at user behavior, using advanced tech, and setting up strong checks. Implementing Email Quality Assessment Checking email quality is a big step in stopping free-tier abuse. SaaS companies can weed out fake sign-ups by looking at email addresses. They check for fake email services, verify email formats, and check the email domain's reputation. Leveraging Device Fingerprinting Technology Device fingerprinting tech gathers info about a user's device, like browser type and screen size. This helps SaaS providers spot fraud and catch multiple accounts from the same device. Analyzing IP Reputation and Network Behavior Looking at user IP reputation and network actions is also key. SaaS companies check IP addresses against blacklists and watch for odd network activity. They also look for patterns of IP hopping or VPN use. Building Effective Risk Scoring Systems Creating a risk scoring system is important. It uses signals like email quality , device data, and IP reputation to judge user risk. Trueguard uses these signals to give real-time risk scores, helping to fight free-tier abuse. By using these detection methods, SaaS companies can cut down on free-tier abuse. This protects their business from losing money and dealing with extra work. Step-by-Step Prevention Strategies for SaaS Companies For SaaS businesses, stopping free tier abuse is key to keeping profits up. By taking the right steps, companies can lower abuse risks and safeguard their earnings. Developing and Enforcing Custom Security Rules Creating security rules that fit your SaaS platform is vital. Look at how users act to spot and stop odd behavior. For example, Trueguard lets teams block or flag threats with custom rules, boosting your service's security . To make these rules, use data on how users interact. This helps spot common abuse tactics. With this info, you can set up security steps that block abuse without bothering real users. Implementing Progressive User Verification Progressive user verification means checking users more as they do more on your platform. It's a way to keep things secure without making it hard for real users. For instance, you might ask for an email check when someone signs up. Then, if they try to use premium features or act strangely, you'll ask for more info. This step-by-step check helps cut down on free tier abuse. Optimizing Security Measures Without Friction Finding the right balance between security and ease is tough for SaaS companies. To stop free trial abuse, pick a strategy that keeps users happy while keeping things secure. Use smart tech like device fingerprinting and IP checks to spot and stop abuse without bothering real users. Prevention Strategy Description Benefits Custom Security Rules Tailored rules based on user behavior Enhanced security, reduced false positives Progressive User Verification Gradual verification based on user actions Balanced security and user experience Optimized Security Measures Advanced technologies for abuse detection Effective abuse prevention without friction By following these steps, SaaS companies can fight free tier abuse well. This protects their business and makes the user experience better. Trueguard: A Solution to Free Tier Abuse Free-tier abuse is a big problem for SaaS providers. Trueguard's automated fraud-defense platform is a reliable solution. It protects SaaS businesses from financial and operational impacts of free-tier abuse. Persistent Device Intelligence Across Sessions and Modes Trueguard collects device and browser intelligence that lasts even after clearing cookies or using VPNs. This helps SaaS companies spot and block suspicious activity. It catches fraudsters who try to hide their online tracks. Multi-Signal Risk Assessment in Real-Time Trueguard's multi-signal risk assessment checks many data points in real-time. It figures out the risk of a user or transaction. This lets SaaS businesses make smart choices and stop free-tier abuse early. Advanced Bot Detection and Network Analysis Trueguard's advanced bot detection spots automated bot signups , a trick used by fraudsters. It also looks at IP reputation and network behavior. This boosts the security of SaaS companies. How the Free Tier Option Helps You Get Started Trueguard has a free tier option for SaaS businesses. It lets them try the platform without paying. This free tier helps companies see if Trueguard works against free-tier abuse. It also lets them add Trueguard to their security setup. With Trueguard, SaaS companies can fight free-tier abuse well. They can protect their businesses from big financial losses. Conclusion: Securing Your SaaS Business Against Free Tier Abuse Free tier abuse is a big problem for SaaS companies. It can lead to lost revenue, extra costs, and harm to your brand's image. To fight this, you need to use identity checks, watch user data, and plan your free offer carefully. Trueguard offers a leading solution for preventing free tier abuse. By leveraging advanced device intelligence, multi-signal risk assessment, and robust bot detection, it enables SaaS companies to identify and block fraudulent sign-ups at the earliest stage - protecting both revenue and legitimate user experience. Keeping your SaaS safe from free tier abuse is key to a strong business and happy customers. With the right security, you can avoid the financial and operational problems caused by abuse. Frequently Asked Questions What is free-tier abuse and how does it affect SaaS companies? Free-tier abuse happens when people misuse free services or trials. This can cause financial losses and strain on the company's resources. It also harms the customer experience and the company's reputation. How do bad actors typically abuse free tiers? What are the financial impacts of free-tier abuse on SaaS companies? How can SaaS companies prevent free-tier abuse? What prevention strategies can SaaS companies employ against free-tier abuse? How does Trueguard help prevent free-tier abuse? Can Trueguard's solution be integrated with existing security measures? What makes Trueguard's approach to preventing free-tier abuse effective? Trueguard Basic is free. Start identifying visitors and signals right away, for free Sign up for free No credit card required. 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Skip to content ▼ Close Python PSF Docs PyPI Jobs Community ▲ The Python Network Donate ≡ Menu Search This Site GO A A Smaller Larger Reset Socialize LinkedIn Mastodon Chat on IRC Twitter About Applications Quotes Getting Started Help Python Brochure Downloads All releases Source code Windows macOS Android Other Platforms License Alternative Implementations Documentation Docs Audio/Visual Talks Beginner's Guide FAQ Non-English Docs PEP Index Python Books Python Essays Community Diversity Mailing Lists IRC Forums PSF Annual Impact Report Python Conferences Special Interest Groups Python Logo Python Wiki Code of Conduct Community Awards Get Involved Shared Stories Success Stories Arts Business Education Engineering Government Scientific Software Development News Python News PSF Newsletter PSF News PyCon US News News from the Community Events Python Events User Group Events Python Events Archive User Group Events Archive Submit an Event Python >>> About >>> Getting Started Python For Beginners Welcome! Are you completely new to programming ? If not then we presume you will be looking for information about why and how to get started with Python. Fortunately an experienced programmer in any programming language (whatever it may be) can pick up Python very quickly. It's also easy for beginners to use and learn, so jump in ! Installing Installing Python is generally easy, and nowadays many Linux and UNIX distributions include a recent Python. Even some Windows computers (notably those from HP) now come with Python already installed. If you do need to install Python and aren't confident about the task you can find a few notes on the BeginnersGuide/Download wiki page, but installation is unremarkable on most platforms. Learning Before getting started, you may want to find out which IDEs and text editors are tailored to make Python editing easy, browse the list of introductory books , or look at code samples that you might find helpful. There is a list of tutorials suitable for experienced programmers on the BeginnersGuide/Tutorials page. There is also a list of resources in other languages which might be useful if English is not your first language. The online documentation is your first port of call for definitive information. There is a fairly brief tutorial that gives you basic information about the language and gets you started. You can follow this by looking at the library reference for a full description of Python's many libraries and the language reference for a complete (though somewhat dry) explanation of Python's syntax. If you are looking for common Python recipes and patterns, you can browse the ActiveState Python Cookbook Looking for Something Specific? If you want to know whether a particular application, or a library with particular functionality, is available in Python there are a number of possible sources of information. The Python web site provides a Python Package Index (also known as the Cheese Shop , a reference to the Monty Python script of that name). There is also a search page for a number of sources of Python-related information. Failing that, just Google for a phrase including the word ''python'' and you may well get the result you need. If all else fails, ask on the python newsgroup and there's a good chance someone will put you on the right track. Frequently Asked Questions If you have a question, it's a good idea to try the FAQ , which answers the most commonly asked questions about Python. Looking to Help? If you want to help to develop Python, take a look at the developer area for further information. Please note that you don't have to be an expert programmer to help. The documentation is just as important as the compiler, and still needs plenty of work! The PSF The Python Software Foundation is the organization behind Python. 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https://trueguard.io/blog/preventing-free-tier-abuse-with-trueguard | Preventing free-tier abuse with Trueguard Product Pricing Documentation Blog Sign In Try it free Try it free Preventing free-tier abuse with Trueguard By Carel Martten Lechtmets Key Takeaways Free-tier abuse has become a major threat for SaaS companies. Nothing is free! There are hidden costs inherent in providing any service for free. Infrastructure strain, operational expenses, and warped analytics from malicious users all add to these costs. Fake users and abusive accounts create real financial loss and eventually punishes real users and penalizes corporate profitability. To avoid misuse of free-tier services, it's essential to use various verification techniques. These can include email inteligence, analyzing IP addresses, and utilizing device and network fingerprinting methods. A balance between security and user experience is key. Best security measures stop bad actors while not inconveniencing legitimate users. For Software as a Service (SaaS) companies, fake sign-ups, automated traffic and too many trial accounts not only hampers efficiency but also diminishes the quality of service available to genuine users. The Sting of free-tier/freemium Abuse Free-tier abuse is a constant battle to fight for SaaS businesses. It occurs when users abuse the free plan or free trial, usually in the most unmanageable fashion. As an example, automated account creation through the use of disposable emails . Even less than 1% of free riders can siphon resources, illustrating the sustainability-killing effect of even minor abuse. B2C tools suffer, as bad actors exploit free-tier features that are intended for the good faith, quote unquote, customers. At the heart of these abuses are different motivations for exploiting free tiers. Some users aim to test services without real intent to subscribe, while others abuse mechanisms like monthly credit resets or usage limits to gain repeated access without paying. For example, SaaS that offers monthly free credits eventually become unsustainable as users avoid usage limits by creating or rotating through disposable accounts. These policies abuse infrastructure and undercut the value for actual paying customers. In order to fix this, companies need to develop freemium abuse by design strategies. Captchas on signup forms are one method to prevent bot account creation. Blocking disposable/dedicated email domains is an ironclad best practice. It's important to strike a balance between anti-abuse measures and user experience so that legitimate users aren't scared away. When "Free" Isn't Really Free Providing a free tier is usually a really good business strategy to garner new user adoption. However, it also invites challenges such as free trial abuse and multiple signups that can drain your staff's time and your company's money. Unfortunately, abusive fraud, including serious abusers using disposable email addresses and other methods, makes its way to seemingly-free services more often than you'd think, and the ramifications are deep. The Hidden Costs of Fake Users Fake accounts - which fraudsters can create in the thousands at little to no cost - can result in serious dollars lost. Instances have occurred where hundreds of thousands fake users were generated in just one day, resulting in significant financial losses for brands. Such accounts place a huge burden on infrastructure, hogging server space and doubling maintenance costs. Misusing free-tier services leads to higher operational expenses, as companies have to deal with fraudulent signups and implement protective measures. Beyond financial concerns, the presence of fake users skews analytics, making it hard to gather meaningful insights. When businesses base their decisions on inaccurate data, it can result in misguided strategies, further harming their profits and overall success. Technical Overload from Abuse In high volumes, these non-authentic users can flood servers, degrading performance and reliability. As companies are pushed to absorb impacts of abuse, it requires expending resources such as security upgrades and enforcement of anti-abuse policies. When a system is brought down, system uptime quickly becomes a problem impacting all users, including the law abiding ones. From Frustration to Trueguard Free-tier abuse has long been a frustrating reality for SaaS platforms, eroding both goodwill and development bandwidth. My personal story of getting behind Trueguard started with that same frustration. Running multiple SaaS projects, I encountered repeated cases of fake signups, bots exploiting free tiers, and malicious users draining resources without contributing value. Building an Internal Solution We tackled fraudulent registrations by identifying common tactics used by bad actors, like disposable email addresses, multiple accounts from one IP address, VPNs and more. We created an internal codebase with strict rules to automatically flag suspicious behaviors during registration. We compiled a list of disposable email providers, validating emails against this list during sign-up. Users trying to register with these emails receive an error message encouraging them to use a different address. To prevent multiple accounts from the same IP, we set a limit on registrations per IP address within a specific time frame, which helped us eliminate huge amount of abusive accounts. We also used IP insight services to block registrations from suspicious IPs linked to data centers or previous fraud. Sharing the Solution with Others Understanding that this was not a unique problem, I realized we had the chance to provide free-tier abuse detection service other SaaS providers. We made the decision to transform our internal solution into a standalone product, named Trueguard, allowing all SaaS companies to implement it effortlessly. One early adopter, a mid-sized SaaS provider, eliminated >90% of free-tier abuse with the help of Trueguard, reducing costs and reclaiming time to focus on product development. Trueguard: Protecting SaaS Companies Trueguard's core strength comes from a combination of preemptive abusive blocking combined with the actionable insights it maintains on user experience. Its real-time detection feature, alongside its scalability, makes it perfect for businesses both large and small. By protecting authentic users, Trueguard enables SaaS developers to shift their attention away from combating abuse and move toward growing their business and innovating. From Personal Pain to Universal Protection In this way, the process of Building Trueguard was very personal. Universal experiences fuelled by individual hurt. As so many of you, especially those that have worked on SaaS projects, can attest, I experienced firsthand how free-tier abuse drives developers from platforms. Fake signups and harmful bots are not only bad for engagement. They squander resources, distort analytics, and damage real users. Beyond just a technical challenge, this had been a consistent personal pain point that required a forward-thinking property owners' solution. Trueguard was born out of this frustration, designed to directly solve these pains by providing true real-time protection that's automated and effortless. The issue stretches past just these individual platforms. It's a problem that exists broadly across the industry. Many SaaS providers struggle with the same cycle: launching a free tier to attract users, only to have it exploited by bad actors. Preventing Free-Tier Abuse: A Founder's Guide With a free tier in your SaaS product, you really have a great low-friction way of getting users on board with your service. Be careful of abuse, because it can rapidly incur high costs. Plausible abusive users can batch create tens of thousands of accounts on the free tier per day, saturating your resources and poisoning your platform. Immediately below, I share some practical steps you can take to prevent free-tier abuse. Verify Emails One of the simplest and most effective measures to combat free-tier abuse is to verify email addresses. Numerous open-source lists of temporary domains can be found on GitHub such as FakeFilter . Trueguard combines these open-source resources with our own database, continuously monitoring new domains around the clock. However, it's important to remember that just verifying temporary domains isn't sufficient. There are also many services that provide temporary Gmail and Hotmail addresses. At Trueguard, we have identified ~10.000 such emails. Additionally, tools like Apple's Hide My Email can create random email addresses for users, adding another layer of complexity. Trueguard's Email Intelligence additionally assigns a high risk score to emails with random patterns, such as sdkfgjsdfgbnsd@gmail.com, because there is little likelihood that these belong to legitimate users. Monitoring IP Addresses IP tracking is key to recognize patterns such as multiple signups originating from one address. However, IPs offer more than just that. They reveal details about the origin of requests, whether they are linked to a VPN or proxy, and if they come from a data center. By considering this information, businesses can effectively reduce instances of abuse. Device and network fingerprinting Device and network fingerprinting is very effective way of combating abuse as they are harder to fake for regular day to day users. Device and network fingerprinting is a highly effective method used to identify and track users based on their unique device characteristics and network information. This technology makes it challenging for those trying to abuse free-tier services, as it becomes difficult to impersonate regular users. By analyzing various factors like browser settings, operating system details, network characteristics, service providers, and more can pinpoint suspicious activity and prevent misuse. Limit Free Tier Functionality Limiting features available in the free tier makes it less tempting to would-be abusers. Establish definitive boundaries, such as maximum allowed API calls or storage space, to manage how much users can benefit from unlimited resources. Behavior-based tiered access prevention lets real users advance while stopping abusers in their tracks. Implement CAPTCHAs Strategically CAPTCHAs such as Google reCAPTCHA and Cludflare Turnstile stop bots in their tracks. Adaptive CAPTCHAs change depending on the level of risk, allowing a smooth user experience without annoying legitimate users. Alternatives such as invisible CAPTCHAs that only challenge suspicious traffic add an extra layer of security without adding user friction. Require Payment Information Asking for payment information when signing up for a free trial turns away these abusers who flinch at even a nominal fee. Fraudulent credit cards are difficult to maintain, so this is a relatively inexpensive deterrent. Challenges in Sustaining Free Tiers While free tiers are indeed a powerful tool for attracting users, there are some notable challenges in sustaining them. Businesses may quickly become overwhelmed with challenges such as resource drain, exploitation by unsponsored users, and the inability to successfully transition free users into paying customers. Unless free tiers are carefully designed, these hurdles can threaten the sustainability of these offerings. Cost-Efficient System Design Designing a cost-effective system to support continuity of free trial offerings is crucial. Automation will be critical for lowering operational costs and preventing free trial abuse. It is particularly adept at automating manual tasks such as tracking traffic trends, identifying anomalies, and optimally allocating resources. For example, SaaS platforms can leverage automated fraud prevention systems to prevent abusive signups at the outset, limiting manual review efforts. Continuously monitoring the performance of the system is also essential. Regular evaluation of system performance helps pinpoint inefficiencies in troublesome projects. For instance, platforms like Heroku and Koyeb faced abuse from mining gangs exploiting free compute resources, highlighting the need for ongoing optimization. A smart use of targeted resources means that true users get the advantages they're looking for without jamming up the system. Scaling Resources Efficiently Scaling resources for free-tier services will need thoughtful solutions that respond to demand shifts. Cloud solutions offer businesses the flexibility to rapidly respond by scaling up or down as circumstances require. Load balancing takes performance even further, spreading out traffic across servers to eliminate potential bottlenecks. Proactive resource management - from regular usage reporting to implementation caps - can avoid misuse of the resources without putting a major financial burden on providers. Heroku's recent decision to sunset its free tier is a sobering example of the difficulty in sustaining growth while managing resource constraints. Maintaining Free Tiers Without Credit Cards Offering free tiers without credit cards broadens accessibility but increases abuse risks. Clear policies, like establishing usage limits or only allowing access for verified accounts, can help prevent that. Companies such as Dropbox stopped offering free trials to prevent abuse, illustrating how the abuse can lead to an inability to sustain something. If left unchecked, overly generous plans can do severe damage by not converting free users into paid customers. Conclusion Free-tier abuse isn't just an operational headache - it's a swift kick to trust, growth, and resources. Addressing it isn't just about banning users, it's about curating an environment that's equitable and long-term for all users. Striking the right balance between accessibility and robust safeguards requires time and careful automated technology. Trueguard was birthed from that first hand frustration. From there, it became an approach that safeguards users while introducing no extra steps in their journey. From peace of mind to reduced complexity, it illustrates that security doesn't have to equal compromise - it can equal confidence. If you're in charge of a platform with a free tier, don't wait until abuse gets out of hand. Begin planning today to ensure that you don't disrupt what you've innovated, but don't clunk up the experience for your end users. Making the right decisions today will go a long way toward ensuring their continued success for many years to come. Frequently Asked Questions What is free-tier abuse? Free-tier abuse, particularly through the use of disposable email addresses, is one of the ways free services get exploited, pushing them beyond their original scope and creating significant financial and operational burdens on companies offering free compute resources. Why is free-tier abuse a problem? How can businesses prevent free-tier abuse? What are the challenges of sustaining free tiers? How does user experience (UX) affect free-tier abuse prevention? What are some advanced techniques for tackling free-tier abuse? Why is free-tier abuse prevention important for startups? Trueguard Basic is free. Start identifying visitors and signals right away, for free Sign up for free No credit card required. Product Features Sign in Disposable Emails Free Tier Abusers Fake Accounts / Bots Resources Pricing Blog Knowledgebase Documentation Tools VPN and Proxy Checker IP Location Checker Temporary Email Checker Domain Age Checker Legal Terms of Service Privacy Policy Data processing agreement © 2026 Trueguard info@trueguard.io | 2026-01-13T08:48:48 |
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Learn more about reporting abuse . Report abuse Overview Repositories 23 Projects 0 Packages 0 Stars 30 More Overview Repositories Projects Packages Stars LOIC-only-one / README .md 🌿 Loïc Maurer Développeur Python & JavaScript — passionné par la cybersécurité, les réseaux et la créativité logicielle. Étudiant en BUT Réseaux & Télécoms à l’IUT de Colmar 🛠️ Langages & Outils 🚀 Ce que je fais en ce moment Apprentissage de la stack Ansible, Vagrant, Jenkins Création d’un outil d’audit automatique de configurations réseau Cisco Exploration de la cybersécurité (TryHackMe, Root-Me, Vulnhub) 📚 Frameworks & Technos Python : Django, FastAPI, REST APIs Frontend : HTML/CSS/JS vanilla Outils DevOps : Docker, Git, GitHub Actions Réseau : Cisco IOL, OSPF, NAT, VLAN, ACL Exploration : Go, Ruby, VBScript (expérimentations) 🔗 Me retrouver « La créativité, c’est l’intelligence qui s’amuse. » — A. Einstein Pinned Loading Alocalisation Alocalisation Public Script python pouvant localiser un numéro, ainsi que son opérateur ! Ce petit script, est idéal pour réaliser des tests d'investigations open-source. Python 6 1 WebSecurityEmpire WebSecurityEmpire Public Concernant le projet WebSecurityEmpire : Il s'agit de scripts pour tester la sécurité de site internet, cette collection peut être utilisé pour faire des présentations. Python 4 ExoFTP ExoFTP Public Explore FTP service with ExoFTP Python 1 Something went wrong, please refresh the page to try again. If the problem persists, check the GitHub status page or contact support . Uh oh! There was an error while loading. Please reload this page . Footer © 2026 GitHub, Inc. Footer navigation Terms Privacy Security Status Community Docs Contact Manage cookies Do not share my personal information You can’t perform that action at this time. | 2026-01-13T08:48:48 |
https://github.com/miltivik | miltivik (miliS) · GitHub Skip to content Navigation Menu Toggle navigation Sign in Appearance settings Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... Search code, repositories, users, issues, pull requests... --> Search Clear Search syntax tips Provide feedback --> We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly --> Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Appearance settings Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert {{ message }} miltivik Follow Overview Repositories 16 Projects 0 Packages 0 Stars 22 More Overview Repositories Projects Packages Stars miltivik Follow miliS miltivik Follow im a guy and love money xd 3 followers · 3 following Achievements x2 Achievements x2 Block or Report Block or report miltivik --> Block user Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users . You must be logged in to block users. Add an optional note Maximum 250 characters. Please don't include any personal information such as legal names or email addresses. Markdown supported. This note will be visible to only you. Block user Report abuse Contact GitHub support about this user’s behavior. Learn more about reporting abuse . Report abuse Overview Repositories 16 Projects 0 Packages 0 Stars 22 More Overview Repositories Projects Packages Stars miltivik / README .md Hi 👋, I'm Ismael A passionate frontend developer from Uruguay 🔭 I’m currently working on Argus Box 🌱 I’m currently learning Python and React 👨💻 All of my projects are available at ismaeldesign.framer.website 💬 Ask me about react or ui library 📫 How to reach me ismamed4@gmail.com ⚡ Fun fact Always learn something new Connect with me: Languages and Tools: Popular repositories Loading miltivik miltivik Public Config files for my GitHub profile. cobblecity cobblecity Public Python Award-zetris Award-zetris Public JavaScript portfolio-ismael portfolio-ismael Public JavaScript storage_management_solution storage_management_solution Public Forked from adrianhajdin/storage_management_solution TypeScript system-prompts-and-models-of-ai-tools system-prompts-and-models-of-ai-tools Public Forked from x1xhlol/system-prompts-and-models-of-ai-tools FULL v0, Cursor, Manus, Same.dev, Lovable, Devin, Replit Agent, Windsurf Agent & VSCode Agent (And other Open Sourced) System Prompts, Tools & AI Models. Something went wrong, please refresh the page to try again. If the problem persists, check the GitHub status page or contact support . Uh oh! There was an error while loading. Please reload this page . Footer © 2026 GitHub, Inc. Footer navigation Terms Privacy Security Status Community Docs Contact Manage cookies Do not share my personal information You can’t perform that action at this time. | 2026-01-13T08:48:48 |
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https://trueguard.io/blog/preventing-saas-free-tier-abuse | Guide: How to prevent free-tier abuse Product Pricing Documentation Blog Sign In Try it free Try it free Guide: How to prevent free-tier abuse By Carel Martten Lechtmets Key Takeaways Free tier abuse is when users take advantage of the free products and services that SaaS companies provide. Abusing the free tier dramatically raises operational costs and eats into company's budget. Abusers frequently use temporary emails and VPNs to mask their identities and use automated bots to consume as many free resources as possible. Our first prevention step is an easy one - always validating a user provided information. That means building strong email and phone verification flows, analyzing IPs for abnormal activity patterns, and deploying more sophisticated tools such as device fingerprinting. Finding the right balance between security measures and overall user experience will be key. Free-tier abuse happens when users exploit free service plans without genuine intent, often leading to increased costs and reduced resources for legitimate users. This abuse ranges from fraudulent signups and bot-driven activity to simply password sharing. What is Free Tier Abuse? Free tier abuse is the exploitation of free services offered by SaaS (software as a service) platforms. These free tiers are designed to onboard and convert new users by providing a taste of the premium features under some limitations. Some bad actors take advantage of these offerings, creating a significant stress on the service providers. This abuse typically occurs through the exploitation of loopholes or by circumventing limitations, forcing companies to face dire operational and fiscal consequences. Common SaaS Abuse Scenarios Frequently, free tier abuse occurs via account farming. This may seem a minor nuisance until bad actors are able to create thousands of fake accounts in one day, costing businesses millions a lot of money. As an example, Savvy abusers might use temporary emails and VPNs to hide their identity, so they are more difficult to catch in whatever harmful action they are taking. These activities undermine the integrity of the platform. They further harm the experience of legitimate users by overloading resources and increasing response time. Impact of Abuse on Your Business The bottom line is that the financial impact of free tier abuse can be catastrophic. In addition, businesses must cover the higher operational costs associated with hosting and maintaining fake accounts at scale, or dealing with fraudulent activity. To give you an idea, one of these SaaS owners is losing tens of thousands dollars per month on average from these predatory activities. Beyond spending like a thief on stolen credit cards, revenue loss happens when these abusers skip upgrades or drive away legitimate users with poor service quality. This abuse directly kills the user experience for legitimate customers. Limited resources, slower speeds, and compromised security can infuriate them, causing them to churn. With time, these challenges negatively impact your brand reputation and chip away at trust, making it increasingly difficult to keep repeat customers. Some companies, like Oddsjam, have turned abusers into paying customers by implementing safeguards and nudging them toward legitimate use, showcasing potential recovery strategies. How to Prevent Free Tier Abuse Preventing free tier abuse is best accomplished with a careful, multi-layered approach that places a premium on technology, monitoring, and clear communication with users about acceptable use. With a few proactive measures, SaaS providers can safeguard their platforms from abuse while preserving the user experience. Here are more specific tactics to make that a reality. 1. Validate User Contact Information Forcing users to provide real contact information is a good starting point. Require validation processes like email and phone number verification to ensure users are real. Approaches such as requiring confirmation codes or relying on third-party validation services are viable solutions. Implement and rigorously monitor. Evaluate all measures taken to ensure they are working. 2. Implement Robust Email Verification One of the simplest and most effective measures to combat free-tier abuse is to verify email addresses. Numerous open-source lists of temporary domains can be found on GitHub such as FakeFilter . However, it's important to remember that just verifying temporary domains isn't sufficient. There are also many services that provide temporary Gmail and Hotmail addresses. Additionally, tools like Apple's Hide My Email can create random email addresses for users, adding another layer of complexity. 3. Verify Phone Numbers Verifying phone numbers through SMS-based methods is a powerful strategy to minimize free-tier abuse. By mandating users to confirm their accounts with a phone number, it becomes significantly harder to misuse the service. Unlike temporary email addresses, there is not an unlimited supply of disposable phone numbers. 4. Analyze IP Addresses and Geolocation Monitoring the use of IP addresses can reveal suspicious activity like the creation of several accounts from one IP address. Geolocation checks can catch high-risk geographic areas, and blocking known proxy or VPN IPs are simple ways to stay safer. Legitimate versus suspicious IP behavior, like a single IP creating multiple accounts very quickly, assists in training and improving detection systems. 5. Employ Device and Network Fingerprinting Device and network fingerprinting is very effective way of combating abuse as they are harder to fake for regular day to day users. This technology makes it challenging for those trying to abuse free-tier services, as it becomes difficult to impersonate regular users. By analyzing various factors like browser settings, operating system details, network characteristics, service providers, and more can pinpoint suspicious activity and prevent misuse. Examining a user's network connection can reveal a wealth of distinctive information that can be valuable. 6. Use CAPTCHAs Strategically CAPTCHA is designed to protect against automated bot attacks. Alternatives such as image recognition, slider puzzles or invisible CAPTCHAs provide more security without compromising user-friendliness. Regular reevaluation of your CAPTCHA maintains the right type is the most effective, while not hindering user experience. For instance, invisible CAPTCHAs are simply less intrusive, but just as effective in protecting against sophisticated bots. 7. Limit Free Tier Features and Usage Limiting premium-level features in the free tier reduces the potential for abuse. Usage metrics such as API requests or active hours are critical use case indicators for abuse detection. By implementing feature throttling or usage limits, users are pressured to upgrade. Transparent, easily understandable communication regarding these limitations goes a long way in instilling trust and preventing future misunderstandings. 8. Require Payment Information Upfront Collecting credit card information upfront - even if you don’t charge anything on those cards - eliminates the vast majority of fraudulent signups. Payment gateways such as Stripe make this an intuitive, easy process. Testing the effect on signup conversion rates helps make sure that this step doesn’t scare off legitimate users. Providing sufficient alternatives, including refundable deposits, increases user confidence even more. 9. Monitor User Behavior for Suspicious Activity Behavior analytics monitor user activity or behavior to identify deviations from the norm. Actions such as rapid account switching and/or high resource utilization may set off alarms. Frequent data analysis along with public user reporting improves monitoring efficiency. For example, an unexpected increase in the number of API calls made by a free-tier account could be a sign of abuse. Advanced Abuse Prevention Strategies Advanced abuse prevention strategies focus on practical measures that all platforms can take to reduce their susceptibility to abuse. These strategies depend both on technological solutions and industry best practices. Leverage Machine Learning for Fraud Detection Machine learning holds incredible promise in detecting abusive signups. By utilizing algorithms that model typical user behavior, you can identify anomalies that could indicate free trial abuse. For instance, a sudden influx of account registrations or suspicious authentication attempts might signal that your free accounts are being exploited. By developing models specifically designed for finding anomalies, platforms can quickly prevent fraud. Updating these models regularly with new data continues to increase accuracy over time, adjusting to evolving abuse tactics. By monitoring machine learning solutions in real-time, you can quickly detect and respond to an issue before it becomes a significant threat. Implement Risk Scoring Systems Risk scoring systems can be an effective method of determining a user’s level of trustworthiness. These systems calculate risk based on how an account is created, the consistency of log-in IP addresses, payment information and more. For example, if a user creates an account using a burn email, they may receive a higher risk score. Tracking these scores through time, according to learned tendencies, enables agile abuse prevention. Ultimately, by adjusting thresholds, you can find the right balance between providing users access without putting your platform at risk. Conclusion Free-tier abuse is more than just a nuisance - it can severely disrupt your business operations and compromise the experience for genuine users. By adopting a multi-layered approach that combines rigorous verification methods, smart usage monitoring, and advanced fraud detection techniques, SaaS companies can significantly mitigate the risks associated with abuse. These measures not only protect your bottom line but also ensure that your platform remains welcoming and accessible to the users who truly add value. Ultimately, striking the right balance between security and usability is the key to fostering a sustainable ecosystem that benefits both your business and its loyal customers. Frequently Asked Questions What is free-tier abuse? Free-tier abuse occurs when users exploit free trial promotions to create multiple accounts or utilize disposable email addresses, circumventing intended usage limits without paying. This behavior negatively affects service providers and legitimate users, highlighting the need for an effective abuse management system to prevent abuse. Why does free-tier abuse happen? How can businesses prevent free-tier abuse? What are advanced strategies to stop free-tier abuse? Can free-tier abuse impact user experience? How does Trueguard help with free-tier protection? Trueguard Basic is free. Start identifying visitors and signals right away, for free Sign up for free No credit card required. 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https://www.highlight.io/compare/highlight-vs-hyperdx | highlight.io: The open source monitoring platform. Star us on GitHub Star Migrate your Highlight account to LaunchDarkly by February 28, 2026. Learn more on our blog. Product Integrations Pricing Resources Docs Sign in Sign up Explore highlight.io The Open Source HyperDX alternative Session replay of your frontend, fullstack error monitoring, and powerful logging. Get started for free Live demo Highlight.io vs HyperDX A detailed comparison of HyperDX and Highlight.io General Unlimited Team Members Support Ticket Integrations Self-hosted Options Analytics Integrations Self-serve Setup Session Replay Session Commenting Session Sharing Privacy SDKs Embedded, fullstack error monitoring Canvas & WebGL Recording Shadow DOM Recording Error Monitoring Embedded Session Replay Error Sharing Support for Backend SDKs Agent-less architecture Logging Frontend logging Backend logging Embedded replay and stacktraces Agent-less architecture What makes us different? Highlight.io is open source and transparent Highlight.io is built with transparency at its core, with a permissive license . Not only do we work in the open, but we also expose what we're working on, on our roadmap . The fact that Highlight.io is open source also makes it easy to integrate and build your own tools on-top of it, an advantage closed-source products like HyperDX can't offer. Highlight.io constantly ships new features At Highlight.io, we ship quickly. We update our changelog with a recap of new features biweekly, and we share when these features are completed in our public roadmap . Plus, our community keeps pushing us to do more, so we're constantly adding new integrations . We work hard to keep Highlight.io ahead of the curve, and we're not afraid to show off our secret sauce. Full-stack Observability While HyperDX provides a set of separate features for error monitoring, session replay, and logging, it lacks some more comprehensive features. Highlight.io enables teams to monitor and optimize their entire tech stack, pairing server-side infrastructure with your frontend web applications. This makes Highlight.io a more comprehensive solution for developers who need to monitor their entire tech stack, in a simple, easy to implement solution. Master OpenTelemetry with our Free Comprehensive Course From fundamentals to advanced implementations, learn how OpenTelemetry can transform your engineering team's observability practices. Ideal for engineering leaders and developers building production-ready monitoring solutions. Start Learning Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. Read our customer review section → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:48 |
https://trueguard.io/blog/analyzing-1-5M-disposable-emails | Mapping the Disposable Email - Insights from 1.5M Messages Product Pricing Documentation Blog Sign In Try it free Try it free Mapping the Disposable Email Ecosystem: Insights from 1.5 Million Emails By Carel Martten Lechtmets Disposable emails have become a key part of the modern internet. People use them to protect their privacy, while fraudsters use them to avoid being detected. To understand how these temporary inboxes influence online environments, we analyzed 1.5 million emails sent to disposable addresses from 46k+ websites across various industries. Our analysis shows where disposable emails are most prevalent, including AI tools, SaaS platforms, dating sites, e-commerce, and more. It also reveals the types of messages they receive, ranging from free trial confirmations to password resets. The findings highlight not only how users briefly engage with platforms, but also how fraudsters misuse disposable addresses to bypass verification and take advantage of free services. By uncovering these patterns, we hope to help platforms see what is often hidden: the behaviors and risks that come with throwaway accounts. This research emphasizes the need for proactive fraud detection, which is what Trueguard was designed to provide. It helps companies identify and block high-risk users in real time. Key Takeaways Scale of the study: We analyzed 1.5 million emails sent to disposable addresses from 46,000+ websites across various industries. Top categories: AI tools, dating sites, and marketplaces showed the highest use of disposable emails. This is often linked to free-trial abuse and multiple accounts. Common message types: Most messages included signups, password resets, and free trial confirmations. This suggests short-term or possibly fraudulent engagement. Security risk: Disposable emails are not private or secure. Many inboxes are open to the public and can reveal OTPs, receipts, and refund confirmations. Real-world abuse: Fraudsters use disposable addresses to get around verification and take advantage of free services. They extract value before getting refunds, as shown by a €1,248 refund scam in our data. Defensive implication: To prevent abuse effectively, organizations need to go beyond simple email checks. They should combine network, device, and bot signals to identify and block high-risk users early. What Are Disposable Emails? Disposable emails are temporary inboxes that let users receive messages without revealing their real email address. They're designed for short-term use - often lasting just minutes or hours - and are popular for situations where people want to avoid spam, sign up for trials, or stay anonymous online. There are two main types of disposable email setups: 1. Domain-based disposable emails: These come from dedicated temporary email domains such as temp-mail.org, 10minutemail.com, or guerrillamail.com. For example, a typical disposable email might look like nijep42763@temp-mail.org . Anyone can generate and access these inboxes without authentication, making them easy to use - and easy to abuse. 2. Temporary Gmail addresses: Some temporary email providers use real Gmail accounts to simulate disposable behavior. They rely on Gmail's dot and "+" aliasfeatures to generate endless variations of the same base address - for instance, sh.i.e1.11.98.6@gmail.com or shie111986+asd123@gmail.com . These addresses all route back to a single inbox but appear unique to external systems, allowing users (or bots) to create multiple “different” accounts on the same platform. While disposable emails can have legitimate uses - like protecting privacy or testing workflows - they also present challenges for platforms that rely on email verification for user trust and fraud prevention. Because they're easy to create and discard, disposable emails are often associated with fake signups, abuse of free tiers, and large-scale automation activity. Methodology - How We Collected and Analyzed the Data To better understand how disposable emails are used across the web, we scraped data from multiple public temporary email providers over a period of several months. These providers host openly accessible inboxes, allowing anyone to view incoming messages to randomly generated addresses. All data was gathered from public sources. For each email observed, we extracted and stored key metadata, including: From and To email addresses - identifying the sender and the disposable address that received the message. Subject line - used to classify the email type (e.g., registration, password reset, or marketing). Email body - analyzed for language patterns and purpose indicators. Timestamp - the date and time the message was received. Each message was stored in a structured database for large-scale analysis. In parallel, we also scraped metadata about the sender domains themselves. This included a short description of each domain (derived from its public website or metadata) and a high-level category such as AI, SaaS, e-commerce, dating, fintech, etc. Categorizing the senders allowed us to visualize which industries most frequently interact with disposable inboxes. Who Sends Emails to Disposable Addresses? To understand which industries interact most frequently with disposable inboxes, we categorized every sender domain into one of several high-level segments - spanning SaaS, AI, e-commerce, finance, gaming, and more. This classification allowed us to identify which types of platforms are most exposed to disposable email traffic and how that activity varies by category. The chart below illustrates the relative share of disposable email traffic across industries, based on more than 1.5 million messages analyzed. The data shows that Marketplaces & Platforms , AI & Emerging Tech , Adult & Dating , and Gaming & Entertainment dominate disposable email activity - collectively accounting for nearly half of all messages received. AI & Emerging Tech (12.1%) - A fast-growing category reflecting the recent boom in AI-powered tools and APIs. High disposable email usage likely stems from users creating quick test accounts or exploiting free credit tiers. Gaming & Entertainment (11.9%) - Game and media platforms show significant disposable activity, often linked to free trial abuse, promo code farming, and repeated registrations to unlock bonuses. Adult & Dating (9.7%) - Disposable emails are heavily used to create anonymous accounts or bypass verification. These platforms often face persistent account churn driven by privacy-conscious users and spammers alike. Marketplaces & Platforms (8.8%) - Online marketplaces and service platforms generated the largest share of disposable email traffic. Many of these emails were registration confirmations or transactional updates, suggesting widespread testing or multi-account behavior among sellers and buyers. Finance & Fintech (7.5%) and Crypto & Web3 (7.5%) - While smaller in total sender count, both sectors show meaningful disposable usage. In these contexts, temporary emails often signal attempts to create multiple accounts or bypass KYC-linked signups. SaaS & Productivity (6.8%) - Disposable usage here typically correlates with free trial or freemium abuse, where users rotate emails to maintain indefinite access. E-commerce & Retail (5.7%) - Retail sites show moderate levels of disposable email activity, mainly for promo code redemption, newsletter signups, and one-time orders. Education & Learning (2.8%) - Many educational tools and platforms appear in the dataset, often associated with one-off trial usage or temporary access for testing learning management systems. Other notable categories - such as Advertising & Marketing , Hosting & Infrastructure , and Newsletters & Media - appear frequently but with smaller relative volume. Even lower-frequency categories, like Health & Wellness , Government , and Legal & Compliance , demonstrate that disposable email usage extends well beyond consumer-facing apps into almost every sector of the web. Percentage of total emails sent to disposable addresses Percentage of total domains sending emails to disposable addresses Overall, this data highlights how disposable email usage isn't limited to one type of platform. From productivity tools and learning portals to dating apps and gaming services, nearly every digital vertical sees some level of temporary or anonymous user activity - a clear signal of the need for adaptive fraud prevention. What Kinds of Emails Are Being Sent? Not all disposable emails are used in the same way. Some only exist to bypass account verification, while others receive transactional messages or sensitive notifications. To understand the types of messages sent to temporary inboxes, we analyzed emails and grouped them into common categories based on subject lines and content. Login confirmation (~160,000 emails) - One-time passwords (OTPs), two-factor authentication codes, and sign-in alerts sent when users log in or authenticate. Account registration / verification (~115,000 emails) - Emails confirming new signups, activating accounts, or verifying email addresses for new users. Free trial / onboarding (~70,000 emails) - Messages guiding users through trial activations, onboarding steps, or claiming free credits. Transactional (~25,000 emails) - Receipts, invoices, order confirmations, billing statements, and subscription notifications sent after purchases or service use. Data removal (~15,000 emails) - Requests or confirmations for deleting user data from a platform. Password reset (~10,000 emails) - Links and instructions to reset forgotten or compromised passwords. Account security alert (~5,000 emails) - Notifications about suspicious activity, unusual sign-ins, or security updates to protect accounts. This distribution shows that disposable emails aren't just used to avoid marketing messages. They often receive important communications, transactional emails, and sensitive alerts. That makes them a valuable target for abuse, testing, and fraud across platforms. Are Disposable Emails Really Secure? Short answer: no . Disposable emails are not secure in the way most people assume. They provide convenience and a degree of anonymity for legitimate privacy-conscious uses, but they are fundamentally public or loosely controlled inboxes. That makes them a poor choice for any communication requiring confidentiality, long-term identity, or strong account assurance. There are two structural reasons for this lack of security. First, domain-based temporary inboxes (for example, addresses issued by public services such as temp-mail.org) are openly accessible: anyone who knows or guesses the inbox identifier can view messages. Second, so-called temporary Gmail-style addresses created with dots or "+" aliases while routing to an existing Gmail account are still simple to generate and reuse, and they do not provide additional authentication beyond the base inbox. Because disposable inboxes can be viewed or enumerated by third parties, the contents of those inboxes - including registration confirmations, reset links, receipts, or promotional messages - are exposed to risks that range from privacy breaches to downstream fraud. In our research, we intentionally worked only with data available from public inboxes and analyzed it in aggregate; we do not publish personally identifiable information and maintain ethical controls around data use. What this exposure enables (high-level, non-actionable) Account enumeration and takeover risk: Public inboxes can reveal account-related emails (verification, password resets) that reduce the friction for attackers attempting account access - particularly when platforms rely solely on email-based assurance. Free-trial and promotion abuse: If an attacker can repeatedly create or access disposable addresses, they can cycle through trials, promo codes, or one-off benefits without long-term commitment. Transactional and financial leakage: Order confirmations, invoices, or receipts visible in a disposable inbox expose transactional metadata that can be misused for social engineering or fraud analytics. Data harvesting at scale: Because many disposable inboxes are public, automated processes can collect large volumes of messages and then analyze them for patterns to support abusive campaigns or targeted attacks. Case Study - The €1,248 Refund Exploit Among the messages collected in our dataset was a striking example of high-value abuse that illustrates how disposable addresses can mask malicious intent. We observed a disposable inbox receive a payment confirmation for €1,248.00 for a bulk-email verification service. The account proceeded to use the service intensively, and two days later the payment was refunded in full. What happened (high-level timeline) Day 0: A disposable address receives a payment confirmation for €1,248.00. Day 0-2: The purchaser uses the service at scale (bulk verification activity consistent with normal customer usage). Day 2: A full refund is issued and the disposable inbox receives the refund confirmation. Immediate response: We notified the CEO of the affected company about the pattern; the CEO responded within 6 minutes requesting a calendar link to discuss next steps. Impact The company faced a direct financial loss of €1,248 due to a refund, even though the service had already been fully used during those two days. Essentially, the fraudster got the value of the product without paying for it. In addition to the monetary loss, the incident also increased the team's workload with refund handling, fraud investigation, and customer support follow-up. Cases like this show how one undetected abuse can lead to a double loss: lost revenue and lost time. How Trueguard Helps Platforms Stay Ahead As fraud tactics become more complex, relying on basic checks like email verification or IP blocking is not enough. Trueguard helps platforms stay ahead by combining intelligence across multiple layers. This includes data from email and network signals, as well as device and automation detection. With this approach, we can prevent abuse before it affects your business. Key Capabilities Email Intelligence: Identify disposable, temporary, and low-quality email addresses in real time to block risky signups before they enter your system. Network Analysis: Detect VPNs, proxies, and suspicious IP clusters to uncover hidden sources of abuse and prevent repeat offenders from evading detection. Device Fingerprinting: Generate durable, privacy-safe device identifiers to spot multiple accounts from the same device and stop automated signup or usage patterns. Bot Detection: Identify bot-like behavior during registration or activity flows and block scripted signups. Do this without disrupting real users. Geolocation Intelligence: Monitor where users are connecting from and flag signups or transactions coming from high-risk or unusual regions. Risk Scoring: Combine email, device, and network signals into unified risk and bot scores that help prioritize investigations and automatically surface the highest threats. Rules Engine: Tailor fraud prevention to your product needs with custom rules that automatically block, flag, or review risky accounts before they cause harm. Together, these layers of intelligence give platforms the visibility and control they need to combat sophisticated abuse. Trueguard continuously evaluates signals in real time. This helps teams stop disposable email signups, refund exploits, and automated attacks while keeping the user experience smooth. Conclusion Our research into more than 1.5 million emails sent to disposable inboxes shows just how deeply temporary email use is embedded across the modern web. Disposable addresses pop up in nearly every category, from AI tools and SaaS platforms to gaming and fintech. They are often part of legitimate testing or privacy efforts but are also commonly linked to abuse and fraud. These findings present a key challenge for online platforms. Disposable emails mix genuine users with high-risk activity. When email identity is relied on as a trust signal, attackers can take advantage of this weakness. They can create throwaway accounts, cycle through free trials, or request fraudulent refunds while remaining largely undetected by traditional defenses. The takeaway is straightforward: preventing this type of abuse needs a more thorough look at the signals surrounding each user, not just their email address. Device, network, and usage patterns all help us understand intent and build stronger defenses against evolving fraud. Disposable emails are here to stay. However, with better data and smarter detection, platforms can turn what used to be a blind spot into a valuable source of insight. This can help them protect both their products and their users. Frequently Asked Questions What are disposable emails? Disposable emails are temporary addresses created for short-term use. They come from public services (e.g., temp-mail.org) or are simulated via Gmail aliases (using dots or + tags). People use them to avoid spam, test services, or preserve privacy, but they're also commonly used to mask abusive or low-intent activity. Why do companies end up sending emails to disposable addresses? Are disposable emails secure? What kind of fraud can occur through disposable emails? How can companies prevent abuse from disposable emails? Trueguard Basic is free. Start identifying visitors and signals right away, for free Sign up for free No credit card required. Product Features Sign in Disposable Emails Free Tier Abusers Fake Accounts / Bots Resources Pricing Blog Knowledgebase Documentation Tools VPN and Proxy Checker IP Location Checker Temporary Email Checker Domain Age Checker Legal Terms of Service Privacy Policy Data processing agreement © 2026 Trueguard info@trueguard.io | 2026-01-13T08:48:48 |
https://learn.interviewkickstart.com/ace-your-mock-interview | Ace your mock interview | Interview Kickstart Skip to content How it works Pricing FAQs Start Interviewing with FAANG+ Experts Start Interviewing with FAANG+ Experts Mock Interviews with FAANG+ Engineers — The Smarter Way to Prepare Gain confidence. Fix your gaps. Crack your next interview. Start Interviewing with FAANG+ Experts Interviewers from Offer: $200K - SDE @ 1.28M highest offer 4.8/5 Avg. Rating 3-5X Higher Offer 12,235 + Mock interviews Start Interviewing with FAANG+ Experts Interviewers from Interviewers from Practise mock interviews with 700+ experts Maximize Your Interviewing Potential Danielle Class Danielle Class is a Software Engineering Manager at Amazon, leading AI initiatives, and an instructor at Interview Kickstart. She brings 10+ years of experience across engineering, program management, and STEM education, with a strong focus on mentoring and curriculum development. 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https://dev.to/alifunk/why-ownership-is-the-best-certification-building-infrastructure-for-an-aws-legend-4nd5 | Why "Ownership" is the Best Certification: Building Infrastructure for an AWS Legend - 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 Ali-Funk Posted on Jan 12 Why "Ownership" is the Best Certification: Building Infrastructure for an AWS Legend # aws # community # cloud # career After 8 years in IT Operations, I made a conscious decision: I’m not just going to "learn" Cloud Security. I’m going to live it. I am currently in the middle of a full career pivot. My days are spent on foundational IT retraining, my nights are dedicated to AWS certifications and Cloud Security. But certificates are just paper if you don't apply them. I promised myself that I wouldn't use this time to just "park" and wait for a degree. I am building a "launchpad". The Project: Building a Home for Cloud Architects Recently, I had the opportunity to support Marko Sluga a true authority in the AWS world and someone I’ve looked up to for learning cloud architecture. His community needed a new home, a place to discuss complex AWS topics, share knowledge, and grow together. I volunteered to design and build the infrastructure for his new Discord Community. This wasn't just about creating channels. It was about: Designing a logical structure for discussions Implementing security best practices for community management Creating a space where knowledge can scale When It clicked for me: Validation over Certification We often obsess over passing exams (and I am grinding for them too!). But in the real world, soft skills and mindset often beat raw data retention. After the launch, Marko gave me feedback that hit harder than any "Exam Passed" badge ever could: "Ali Funk being willing to take ownership like you did is a rare trait and I am grateful for your help. You deserve every ounce of recognition!" Marko Sluga He didn't thank me for "configuring a bot." He thanked me for taking ownership. Why I aim to be an AWS Community Builder This experience clarified my path. I realized that my biggest strength isn't just configuring systems It´s enabling others. I love bridging the gap between "Old School Ops" reliability and "Cloud Native" agility I love building infrastructures where communities can thrive I love the "hybrid war" of learning and doing simultaneously This is why I have set my sights on becoming an AWS Community Builder. I want to be part of the global group of people who don't just consume cloud technology, but who actively shape how it is understood and used. I want to share my journey from the Data Center floor to the cloud architecture board, helping others who are making the same pivot. The Takeaway If you are early in your cloud journey, or pivoting like me: Don't wait for permission. Don't wait until you have 5 certs to build something. Find a problem. Fix it. Take ownership. That’s how you build a "launchpad" If you’re early in your cloud journey: build something real, even if it’s small. Like I did with a Discord Server. Run it. Break it. Fix it. Document it. That experience will stay with you longer than any exam score ." 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 Ali-Funk Follow Learning in Public. Transitioning into Cloud Security. Currently wrestling with AWS CCP and the Imposter Syndrome. I am here sharing what I learn so you don't have to make the same mistakes as I did. Location Germany Work Aspiring Cloud Security Architect Joined Jan 7, 2026 More from Ali-Funk **More Than a Bootcamp: Why I Chose the German 'Umschulung' Path into Tech** # career # watercooler # devops # beginners LLMs are like Humans - They make mistakes. Here is how we limit them with Guardrails # aws # ai # guardrails # architecture Why I rescheduled my AWS exam today # aws # beginners # cloud # career 💎 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 | 2026-01-13T08:48:48 |
https://dev.to/jwebsite-go/readiness-probe-3co0 | Readiness probe - 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 Khadijah (Dana Ordalina) Posted on Jan 13 Readiness probe # devops # aws # kubernetes # beginners Readiness probe ** — это **проверка “готово ли приложение принимать трафик” . Проще говоря: “Ты уже готов работать с пользователями или ещё нет?” Чаще всего это термин из Kubernetes . Простыми словами 👇 Представь кафе: Кафе открыто , но повар ещё не готов, кухня не прогрелась, продукты не разложены. Readiness probe — это как вопрос официанту: 👉 «Можно уже пускать клиентов?» Если ответ “нет” — клиенты не заходят. Если “да” — клиентов начинают пускать. В Kubernetes что происходит Kubernetes регулярно проверяет приложение (например, по HTTP-запросу или команде). Если readiness probe успешен ✅ → pod получает трафик (его добавляют в Service / Load Balancer). Если неуспешен ❌ → pod жив , но трафик к нему не идёт . ⚠️ Важно: Readiness probe не убивает pod , он просто временно “выводится из оборота”. Чем отличается от liveness probe Коротко: Liveness probe — “Ты вообще жив?” ❌ нет → pod перезапускают Readiness probe — “Ты готов обслуживать запросы?” ❌ нет → pod живёт, но без трафика Когда readiness probe особенно нужен приложение долго стартует подключается к БД делает миграции временно перегружено зависит от внешних сервисов Погнали, наглядно и без заумных слов 😄 Реальный YAML-пример с readiness + liveness + startup apiVersion : v1 kind : Pod metadata : name : demo-app spec : containers : - name : app image : my-app:1.0 ports : - containerPort : 8080 # 1️⃣ Startup probe — ждём, пока приложение ВООБЩЕ запустится startupProbe : httpGet : path : /health/startup port : 8080 failureThreshold : 30 periodSeconds : 5 # → даём до 150 секунд на старт # 2️⃣ Readiness probe — готово ли принимать трафик readinessProbe : httpGet : path : /health/ready port : 8080 initialDelaySeconds : 5 periodSeconds : 5 failureThreshold : 3 # 3️⃣ Liveness probe — не зависло ли livenessProbe : httpGet : path : /health/live port : 8080 periodSeconds : 10 failureThreshold : 3 Enter fullscreen mode Exit fullscreen mode Что здесь происходит по шагам 🟦 Startup probe Вопрос: «Ты уже ЗАПУСТИЛСЯ?» Kubernetes не запускает readiness и liveness , пока startup probe не станет OK если не стал OK за лимит → pod перезапускают 💡 Нужен для: Java / Spring приложений с миграциями долгого старта 🟩 Readiness probe Вопрос: «Ты ГОТОВ принимать запросы?» если ❌ → pod убирают из Service pod не перезапускают когда снова ✅ → трафик возвращается 💡 Типично проверяют: подключение к БД доступность зависимостей перегрузку 🟥 Liveness probe Вопрос: «Ты вообще ЖИВ?» если ❌ → pod перезапускают 💡 Проверяет: deadlock зависшие потоки утечки памяти Сравнение: startup vs readiness (очень коротко) Probe Когда Если FAIL Для чего startup только при старте pod перезапуск долгий запуск readiness всё время убрать трафик временно не готов liveness всё время pod перезапуск приложение зависло Жизненный пример Приложение стартует так: запускается JVM (40 сек) миграции БД (30 сек) готово принимать запросы 👉 startup probe ждёт шаги 1–2 👉 readiness probe включает трафик только после шага 3 👉 liveness probe следит, чтобы всё не зависло через час 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 Khadijah (Dana Ordalina) Follow DevOps Engineer. AWS, Terraform, Docker and CI/CD. Building real projects and sharing my DevOps journey. Location United States Work DevOps Engineer Joined Dec 20, 2025 More from Khadijah (Dana Ordalina) Сине-зеленое развертывание на EKS # eks # aws # bluegreen # programming Kubernetes #1 # kubernetes # nginx # docker # programming 💎 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 | 2026-01-13T08:48:48 |
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