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https://zeroday.forem.com/t/blueteam	Blueteam - 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 # blueteam Follow Hide Defensive security strategies, threat detection, and incident response. Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Building an Air-Gapped AI Defense System in Python (No Cloud APIs) SovArcNeo SovArcNeo SovArcNeo Follow Nov 21 '25 Building an Air-Gapped AI Defense System in Python (No Cloud APIs) # discuss # blueteam # beginners # tools Comments Add Comment 1 min read loading... trending guides/resources Building an Air-Gapped AI Defense System in Python (No Cloud APIs) 💎 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	2026-01-13T08:49:44
https://dev.to/bhavesh_gangani_/5-top-erp-solutions-providers-to-improve-your-business-operations-1a1g	5 Top ERP Solutions Providers to Improve Your Business Operations - 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 Bhavesh Gangani Posted on Feb 19, 2025           5 Top ERP Solutions Providers to Improve Your Business Operations # odoo # erp # opensource # cloud In today’s fast-paced business world, a good Enterprise Resource Planning (ERP) solution is key. It helps manage different operations effectively. ERP software integrates key business functions like finance, supply chain, human resources, and customer management into a unified system. With so many options available, choosing the right ERP provider can be overwhelming. To help you decide, we have made a list of the five best ERP solution providers. These providers serve businesses of all sizes and industries. 1. Softhealer Technologies – Customizable and Industry-Specific ERP Solutions Softhealer Technologies is a leading ERP solutions provider known for its customizable and industry-specific ERP systems. Softhealer specializes in Odoo-based solutions. They offer many ERP modules for different industries. These include retail, healthcare, manufacturing, and real estate. Key Features: Fully customizable ERP solutions tailored to business needs. Seamless integration with third-party applications. Scalable solutions are suitable for startups and large enterprises. Strong focus on automation and workflow optimization. Best for: Businesses looking for custom Odoo ERP solutions with extensive features and scalability. 2. SAP S/4HANA – Enterprise-Grade ERP for Large Businesses SAP S/4HANA is a powerful, next-generation ERP system designed for large-scale enterprises. It provides real-time data analytics and integrates artificial intelligence to enhance business operations. Key Features: Real-time data processing and analytics. Advanced financial management and reporting tools. AI-powered automation for better decision-making. Cloud, on-premise, and hybrid deployment options. Best for: Large corporations with complex business processes and global operations. 3. Oracle NetSuite – Best Cloud-Based ERP for Growing Businesses Oracle NetSuite is a popular cloud-based ERP solution. It offers a complete set of business management tools. It is very scalable and perfect for businesses that want to move from traditional ERP systems to a cloud model. Key Features: Cloud-based platform with multi-user access. Built-in business intelligence and reporting. Customizable dashboards for real-time insights. Integrated CRM, financials, and supply chain management. Best for: Businesses looking for a scalable, cloud-based ERP system with flexible customization options. 4. Microsoft Dynamics 365 – Integrated ERP and CRM Solutions Microsoft Dynamics 365 is a strong ERP and CRM tool. It helps businesses manage customer relationships, finances, and operations all in one place. It works well with Microsoft’s ecosystem. This makes it a top choice for companies using Office 365 and Azure. Key Features: Seamless integration with Microsoft products. AI-driven analytics and automation. Highly flexible and customizable modules. Industry-specific solutions for finance, retail, and manufacturing. Best for: Businesses already using Microsoft products and looking for a fully integrated ERP and CRM solution. 5. Odoo – Open-Source and Cost-Effective ERP Solution Odoo is a well-known open-source ERP platform. It offers many applications for businesses, such as sales, accounting, inventory, and human resources. Odoo is flexible and can be changed to fit different business needs. Key Features: Open-source and cost-effective ERP system. Fully modular, allowing businesses to add features as they grow. User-friendly interface with easy implementation. Strong community support and continuous updates. Best for: Small and medium-sized businesses looking for an affordable, flexible, and easy-to-use ERP solution. Conclusion Choosing the right ERP provider depends on factors like business size, industry needs, and budget. Softhealer Technologies is known for its custom Odoo-based ERP solutions. SAP S/4HANA and Oracle NetSuite serve large companies with advanced features. Microsoft Dynamics 365 is great for businesses wanting smooth Microsoft integration. Odoo is an affordable, open-source option for small and medium enterprises. Investing in the right ERP system can help businesses. It can improve efficiency and increase productivity. This is important for staying competitive in a fast-changing market. Need help selecting the best ERP solution for your business? Contact Softhealer Technologies today! 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 Bhavesh Gangani Follow Digital Marketing Executive & Content Writer at Softhealer Technologies. Passionate about SEO, Odoo solutions, and link-building. Sharing insights on tech, ERP, and digital growth. Let's connect! Joined Feb 18, 2025 More from Bhavesh Gangani The Role of POS in Enhancing Customer Experience # possoftware # pointofsale # odoo # erp What Is a POS System and How Does It Work? # pos # possoftware # possystem # erp Retail POS Trends in the United States to Watch in 2025 # pos # posusa # erp # odooerp 💎 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 . 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https://dev.to/deerapandey/selecting-the-right-erp-for-singapore-smes-why-odoo-deserves-attention-5a56	Selecting the Right ERP for Singapore SMEs: Why Odoo Deserves Attention - 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 Deeraj Posted on Jan 21, 2025 Selecting the Right ERP for Singapore SMEs: Why Odoo Deserves Attention # webdev # productivity # odoo Enterprise Resource Planning (ERP) systems are crucial for businesses to streamline their operation in the competitive world. Further the most important thing for SMEs in Singapore, selecting the right ERP system. With various tools and softwires available determining the best is a challenging process. This blog will explore role of ERP systems in SMEs, top ERP systems in Singapore and the reason why Odoo is the best choice. Role of ERPs in SMEs ERP systems are mainly designed to automate and manage the whole business process like inventory, customer relationship, accounting and supply chain operations. Mostly 90% of businesses in Singapore are adopting ERP systems to the economy. With ERP systems SMEs can enhance their resource management, minimize manual efforts and be competitive in the market. Integrating ERP can benefit businesses in various ways like: Enhance productivity through automation. Streamline workflows by integrating business processes. Offer real-time insights to support decision-making. Scale operations seamlessly as the business grows. Top 7 ERP Systems in Singapore 1. Odoo Odoo ERP solutions is an open-source ERP platform that provides modular solutions for business management in every aspect. from CRM to inventory management, e commerce and accounting, Odoo customization of features and make it more attractive for SMEs. 2. Epicor Epicor is customized for logistics and manufacturing industries and specializes in ERP solutions. Its tools help businesses to optimize ROI, digitize the manual process and streamline operation. This system is a go to choice for industries like automotive, medical and aerospace. 3. Sage Group Sage Group includes Sage X3 and Sage’s flagship ERP software, it provides ERP solutions for businesses of varying sizes. It has various features for production planning, financial management and e commerce. This is the best choice for SMEs having diverse needs. 4. Oracle NetSuite A unified business management suite is provided by NetSuite as it includes finance, e commerce and CRM solutions. It is a cloud-based system as it ensures scalability and seamless upgrades providing to the demanding need for SMEs. 5. Infor Infor is also a cloud-based ERP solutions powered by Amazon Web Services. Its capabilities extend to manufacturing, healthcare, and retail, making it a versatile choice for Singaporean SMEs looking for robust cloud integration. 6. IFS AB This system specially focusses on industries like construction, energy and telecommunications. With a special focus on enterprise asset management and service management, IFS AB fit businesses greatly those requiring project specific solutions. 7. Acumatica Acumatica, a cloud native ERP solution, is mainly designed for mid-sized businesses. It features intuitive UI, modern compatibility, flexible pricing and ensures SMEs access data anywhere, anytime. Odoo vs Other ERP Systems: Which is Best? While comparing ERP systems, the perfect match depends on the needs of SMEs. Here are key differentiators: 1. Target Market: Odoo is suitable solution for all businesses, it might be from startups to established SMEs. Whereas Oracle NetSuite and Microsoft Dynamics cater only for large enterprises. While coming to the pricing and open-source nature, Odoo makes accessible for all. 2. Customizability: Odoo's architecture makes businesses add or remove specific features easily when required. While other ERP systems like NetSuite and Microsoft Dynamics provide customization, they often need high technical expertise. 3. Affordability: Odoo’s community edition is free of cost but other ERP system’s price high. As other ERP solutions are costly for SMEs, Odoo is the right solution for them. 4. Ease of Use: Odoo stands out with modern intuitive interface. Unlike some ERP systems that requires deep learning curves, Odoo is designed for easy use and implementation that can be used even by non-technical users. 5. Scalability: Odoo offers SMEs to start their ERP solutions in small and expand it later with the growth in their business. This scalability option makes a preferred choice for businesses in Singapore. Top Reasons Why Odoo is Better Over 16,000 modules tailored to specific business needs. Transparent and adaptable to unique workflows seamlessly. Advanced ERP features accessible within SME budgets. Global developer support ensures continuous innovation and relevance. Effortlessly integrates third-party tools for streamlined operations. Accessible anywhere, grows alongside evolving business requirements. For SMEs in Singapore, selecting the right ERP system is a critical decision. While numerous options are available, Odoo stands out for its affordability, customizability, and scalability. Partnering with an experts like the best custom ERP development services provider , ensures seamless implementation, enabling businesses to harness the full potential of ERP systems and drive growth in a competitive market. 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 Deeraj Follow Product Marketer & Workflow Automation Expert \| AI + NoCode tools at iSQUARE with 6+ years of experience on handling ERP, Custom CRM software solution for mid to large enterprises. Joined Sep 28, 2023 More from Deeraj Why HR Software is Needed for Renewable Sector? # hrms # productivity How Android App Developers Can Improve Inventory Tracking # android # webdev # programming # productivity How Automated Supply Chain Supercharges ROI # productivity # automation # news 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account	2026-01-13T08:49:44
https://dev.to/mateenali66/the-hidden-tax-on-your-cloud-bill-how-data-transfer-costs-are-silently-draining-your-budget-mc1	The Hidden Tax on Your Cloud Bill: How Data Transfer Costs Are Silently Draining Your Budget - 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 Mateen Anjum Posted on Jan 2 The Hidden Tax on Your Cloud Bill: How Data Transfer Costs Are Silently Draining Your Budget # cloud # aws # gcp # azure TL;DR: Cloud data transfer costs can account for 10-30% of your cloud bill, yet most teams don't understand the pricing until they get shocked by a massive invoice. I break down exactly where these costs hide, compare AWS, GCP, and Azure pricing, and show you how to potentially save 60-80% on egress fees. The $2,657 Overnight Surprise A developer shared a 13.7 GB file that went viral. His AWS bill jumped from $23 to $2,657 overnight. Every download by every user worldwide was charged at $0.09/GB. No warning, no cap, just a bill. This story is more common than you think. And it is why I spent the last month researching cloud data transfer pricing across AWS, GCP, and Azure. What I found was eye opening. The Basics: Why Cloud Providers Love Egress Here is the fundamental asymmetry of cloud pricing: Data IN (ingress): FREE across all major providers Data OUT (egress): $0.05 to $0.23 per GB This is not accidental. Cloud providers want your data to flow in freely. Getting it out? That will cost you. It is often called the "Hotel California" model of cloud computing. Current Pricing Comparison (2025) I verified these numbers across official documentation and third party sources: Egress to Internet (US Regions) Tier AWS GCP Premium Azure Free tier 100 GB/month 1 GiB 100 GB/month First 10 TB $0.09/GB $0.12/GiB $0.087/GB 10-50 TB $0.085/GB $0.11/GiB $0.083/GB 50-150 TB $0.07/GB $0.08/GiB $0.07/GB 150+ TB $0.05/GB $0.08/GiB $0.05/GB Quick math: 10 TB of monthly egress costs: AWS: $900 GCP Premium: $1,100 Azure: $870 Cloudflare R2: $0 (yes, zero) The Hidden Costs Nobody Talks About Standard egress is just the tip of the iceberg. Here is where the real money disappears. 1. NAT Gateway: The Silent Budget Killer If you run workloads in private subnets (which you should for security), traffic to the internet goes through a NAT Gateway. The cost? Hourly charge: $0.045/hour ($32.85/month per gateway) Data processing: $0.045/GB Let me break down a real scenario. You have 100 GB going to S3 through a NAT Gateway: Component Cost NAT processing 100 GB x $0.045 = $4.50 Internet egress 100 GB x $0.09 = $9.00 Total $13.50 But here is the thing: S3 traffic through a VPC Gateway Endpoint is FREE. One developer at Geocodio documented a "$1,000 AWS mistake" where traffic to AWS services in the same region was routed through NAT Gateway. All of that was avoidable. 2. Cross-AZ Traffic: Death by a Thousand Cuts Every time data crosses between Availability Zones, you pay $0.01/GB in each direction. That is $0.02/GB round trip. Seems small? Consider this: Your app server is in AZ-1 Your database (Multi-AZ RDS) is in AZ-2 Every query response crosses zones A database doing 10 TB of response traffic monthly costs an extra $200 just in cross-AZ fees. Multiply that across all your services. 3. Load Balancer Data Processing Your Application Load Balancer processes all that traffic. When requests come in on one AZ and targets live in another, you pay twice. GCP Load Balancing charges: Inbound data processed: $0.008/GiB Outbound data processed: $0.008/GiB Plus forwarding rules: $0.025/hour (first 5), $0.01/hour each additional 4. Public IPv4 Addresses (AWS, 2024) New as of February 2024, AWS charges $0.005/hour for all public IPv4 addresses. That is $3.60/month per IP, in-use or idle. 10 public IPs sitting there? That is $36/month before you transfer any data. Where This Gets Expensive: Multi-Cloud and Hybrid Moving data between clouds or to on-premises is where costs really add up. Option 1: Over the Internet (Expensive) AWS to GCP via public internet: AWS egress: $0.09/GB GCP ingress: FREE Total: $0.09/GB For 50 TB monthly: $4,500 Option 2: Dedicated Interconnect (Better Economics) Service Port Fee (10 Gbps) Data Transfer AWS Direct Connect $2.25/hour (~$1,643/mo) $0.02/GB Azure ExpressRoute $3,400/month $0.025/GB GCP Cross-Cloud Interconnect $5.60/hour (~$4,032/mo) Same as inter-region For high volume transfers, dedicated connections pay for themselves quickly. At 50 TB monthly, Direct Connect saves ~$3,500 compared to internet egress. Companies That Solved This Dropbox: $75 Million Saved Dropbox was one of S3's largest customers. In 2015-2016, they built their own storage infrastructure called "Magic Pocket" and migrated off AWS. The result: $74.6 million in savings over two years. First year alone saved $39.5 million. At their scale, owning infrastructure beats renting. Basecamp/37signals: $10 Million Over Five Years In 2023, Basecamp left AWS and Google Cloud. Their results: Total projected savings: $10+ million over five years Already saving: $1 million/year S3 exit alone: $5,000/day ($150K/month) DHH (their founder) wrote extensively about this. They bought ~$600K in hardware and added no new staff. The payback period was less than a year. Netflix: Built Their Own CDN Netflix does not stream videos out of AWS. The egress costs would be astronomical. Instead, they built Open Connect, their own CDN with appliances placed directly in ISP networks. Quote from an industry analyst: "The underlying economics of data transfer does not reflect how the cloud providers price for it. We are still paying 1990s prices for bandwidth when we are in the cloud." How to Reduce Your Egress Costs Based on my research, here are the highest impact optimizations: 1. VPC Gateway Endpoints for S3/DynamoDB (100% Savings) These are free and route traffic directly to S3/DynamoDB without touching NAT Gateway or the internet. # Terraform example resource "aws_vpc_endpoint" "s3" { vpc_id = aws_vpc . main . id service_name = "com.amazonaws.${var.region}.s3" vpc_endpoint_type = "Gateway" route_table_ids = [ aws_route_table . private . id ] } Enter fullscreen mode Exit fullscreen mode 2. CloudFront for Content Delivery (60-80% Reduction) CloudFront to S3 origin is free. You only pay CloudFront egress, which is cheaper than S3 direct: Method Cost per 10K requests S3 direct $0.05 CloudFront $0.0075 Plus caching means you serve from edge instead of origin. 3. Compression Before Transfer (50-80% Reduction) Compress everything: Gzip for general purpose Brotli for text content (better ratio than Gzip) Delta encoding for incremental updates 4. Same-AZ Deployment (Eliminate Cross-AZ) If high availability is not critical for a workload, keep everything in one AZ. Same-AZ traffic is free. 5. Consider Cloudflare R2 for Storage Heavy Workloads R2 has zero egress fees. For a workload with 10 TB storage and 50 TB monthly egress: Provider Monthly Cost AWS S3 $230 (storage) + $4,500 (egress) = $4,730 Cloudflare R2 $150 (storage only) That is a 97% reduction. Monitoring and Alerting You cannot optimize what you do not measure. Set up: AWS Cost Explorer with daily data transfer breakdown CloudWatch alarms on NAT Gateway bytes processed Budget alerts specifically for data transfer line items VPC Flow Logs to understand traffic patterns (but watch the logging costs) # Check your data transfer costs (AWS CLI) aws ce get-cost-and-usage \ --time-period Start = 2024-01-01,End = 2024-01-31 \ --granularity MONTHLY \ --metrics "UnblendedCost" \ --filter '{"Dimensions":{"Key":"USAGE_TYPE_GROUP","Values":["EC2: Data Transfer - Internet (Out)","EC2: Data Transfer - Region to Region (Out)"]}}' Enter fullscreen mode Exit fullscreen mode The Regulatory Push The European Data Act (effective September 2025) is forcing cloud providers toward transparent pricing and easier data portability. All three major providers now offer egress fee waivers for complete cloud departures: AWS: Waiver upon account team approval GCP: Waiver for full migration off platform Azure: 100GB credits for 60 days The catch? These only apply to complete departures, not ongoing multi-cloud operations. Key Takeaways Ingress is free, egress is not. Plan your architecture with data gravity in mind. NAT Gateway is the biggest hidden cost. Use VPC Gateway Endpoints for S3/DynamoDB. Cross-AZ traffic adds up. $0.01/GB each way on every hop. At scale, consider alternatives. Dropbox saved $75M, Basecamp saves $1M/year. CDN and compression are low-hanging fruit. 60-80% reduction for content delivery. Cloudflare R2 has zero egress. Seriously consider it for storage-heavy workloads. Monitor proactively. One viral file can turn a $23 bill into $2,657 overnight. Resources AWS Data Transfer Pricing GCP Network Pricing Azure Bandwidth Pricing Basecamp Cloud Exit Cloudflare R2 Pricing What is the worst data transfer bill you have received? I would love to hear your horror stories and optimization wins in the comments. 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 Mateen Anjum Follow SRE/DevOps engineer with experience designing resilient cloud architectures and CI/CD pipelines at scale. Writing here about Kubernetes, observability, performance tuning, and engineering leadership. Location Kitchener, Ontario Education Masters in Computer Science from University of Sunderland, UK Joined Dec 4, 2025 More from Mateen Anjum Never Commit Secrets Again: Generate .env Files from AWS Secrets Manager # aws # security # secret # dotenv AWS DevOps Agent: What AWS Isn't Telling You (And Why Your Job Is Safe) # aws # devops # ai # cloud I Built a Zero-Downtime Database Migration Pipeline (PostgreSQL to Aurora) # postgres # database # aws # devops 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/sivarampg/bagsfm-the-solana-launchpad-thats-changing-creator-monetization-4g7n	Bags.fm: The Solana Launchpad That's Changing Creator Monetization - 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 Sivaram Posted on Jan 12           Bags.fm: The Solana Launchpad That's Changing Creator Monetization # solana # cryptocurrency # webdev # discuss If you've been following the Solana ecosystem lately, you might have heard about Bags.fm - a platform that's making waves in the crypto crowdfunding space. But what exactly is it, and why should developers care? Let's dive into how Bags.fm works, what makes it different, and how you can integrate it into your projects. What is Bags.fm? Bags.fm is a Solana-native, all-in-one platform that lets anyone launch, trade, and discover tokens without writing a single line of code. Think of it as a Web3-powered crowdfunding tool where supporters can actually own and trade your coin. But here's the kicker: creators earn 1% of all trading volume on their tokens - forever. The Core Model: Create → Share → Earn Forever 1. Launch a Coin Connect your Solana wallet, upload a logo, choose a name/ticker, write a description, and go live. No developers needed. 2. Build Community Your coin holders become your community. They have upside in your success, so they're incentivized to help you grow. More engagement → more visibility → more trading volume → more earnings for you. 3. Earn Forever Claim your 1% trading fees anytime, cash out to your bank, or use the earnings to fund your next project. The "Get Bagged" Feature 💰🫵 This is where things get interesting. Someone can launch a coin using your content, meme, or idea without your permission. But here's the clever part: You can verify ownership and claim earnings from that coin The community sets your username as the royalty earner Turn viral content into passive income You're already creating content, now you're getting paid for it It's like if someone could create a stock for your company without your permission, but you'd still receive dividends from it. Dividends System Creators can enable dividends by sharing fees with @DividendsBot . Here's how it works: Creator enables dividends by sharing a portion of their fees Automatic distribution every 24 hours - if a token has ≥10 SOL in unclaimed earnings Top 100 holders receive proportional payouts based on their holdings No manual claiming - dividends are deposited directly into wallets This aligns creator success with holder success and incentivizes early support. For Developers: The Bags API Bags.fm exposes a full REST API with a TypeScript SDK, making it easy to integrate Bags functionality into your applications. Getting Started First, get your API key from dev.bags.fm : # Install the SDK npm install @bagsfm/bags-sdk @solana/web3.js dotenv Enter fullscreen mode Exit fullscreen mode Basic Setup import dotenv from " dotenv " ; dotenv . config (); import { BagsSDK } from " @bagsfm/bags-sdk " ; import { Connection } from " @solana/web3.js " ; const BAGS_API_KEY = process . env . BAGS_API_KEY ; const SOLANA_RPC_URL = process . env . SOLANA_RPC_URL ; const connection = new Connection ( SOLANA_RPC_URL ); const sdk = new BagsSDK ( BAGS_API_KEY , connection , " processed " ); Enter fullscreen mode Exit fullscreen mode Launch a Token async function launchToken () { const tokenInfo = { name : " My Awesome Token " , symbol : " AWESOME " , description : " A token for my community " , image : " https://example.com/token-logo.png " , initialBuy : 0.1 , // Optional: SOL to buy at launch feeShares : [ { wallet : " recipient_wallet_address " , percentage : 50 // 50% of fees } ] }; const result = await sdk . tokenLaunch . createTokenInfo ( tokenInfo ); console . log ( " Token created: " , result ); } Enter fullscreen mode Exit fullscreen mode Get Token Creators async function getTokenCreators ( tokenMint : string ) { const creators = await sdk . state . getTokenCreators ( new PublicKey ( tokenMint ) ); const primaryCreator = creators . find ( c => c . isCreator ); console . log ( " Primary Creator: " , { displayName : primaryCreator . providerUsername , wallet : primaryCreator . wallet , royalty : ` ${ primaryCreator . royaltyBps / 100 } %` }); } Enter fullscreen mode Exit fullscreen mode Get Lifetime Fees async function getTokenLifetimeFees ( tokenMint : string ) { const response = await fetch ( `https://public-api-v2.bags.fm/api/v1/token-launch/lifetime-fees?tokenMint= ${ tokenMint } ` , { headers : { ' x-api-key ' : BAGS_API_KEY } } ); const data = await response . json (); console . log ( " Lifetime fees collected: " , data . response ); } Enter fullscreen mode Exit fullscreen mode Trade Tokens async function tradeToken ( tokenMint : string , amount : number ) { const quote = await sdk . trade . getTradeQuote ({ tokenMint : new PublicKey ( tokenMint ), amount , action : " buy " // or "sell" }); const transaction = await sdk . trade . createSwapTransaction ( quote ); // Sign and send transaction } Enter fullscreen mode Exit fullscreen mode API Rate Limits 1,000 requests per hour per user Rate limits apply across all your API keys Check X-RateLimit-Remaining and X-RateLimit-Reset headers Use Cases for Developers 1. Analytics Dashboard Build a dashboard to track token performance, creator earnings, and community growth: async function buildDashboard ( tokenMint : string ) { const [ creators , lifetimeFees , claimStats ] = await Promise . all ([ sdk . state . getTokenCreators ( new PublicKey ( tokenMint )), fetchLifetimeFees ( tokenMint ), sdk . analytics . getTokenClaimStats ( tokenMint ) ]); return { creators , totalEarnings : lifetimeFees , claimableAmount : claimStats . claimableAmount }; } Enter fullscreen mode Exit fullscreen mode 2. Automated Trading Bot Create a bot that trades based on token performance metrics: async function tradingBot ( tokenMint : string ) { const quote = await sdk . trade . getTradeQuote ({ tokenMint : new PublicKey ( tokenMint ), amount : 0.5 , action : " buy " }); // Add your trading logic here if ( shouldBuy ( quote )) { const tx = await sdk . trade . createSwapTransaction ( quote ); // Execute trade } } Enter fullscreen mode Exit fullscreen mode 3. Community Management Tool Build tools to help creators manage their communities: async function getTopHolders ( tokenMint : string ) { const holders = await sdk . analytics . getTokenHolders ( tokenMint ); return holders . slice ( 0 , 100 ); // Top 100 for dividends } Enter fullscreen mode Exit fullscreen mode Potential Concerns to Consider Intellectual Property The "Get Bagged" feature raises questions: What if someone launches a coin using your brand without permission? While you can claim earnings, what about brand control? Could lead to trademark issues Dividend Concentration Only top 100 holders get dividends Could create whale dynamics Smaller holders don't benefit from dividends Sustainability 1% forever - is this sustainable long-term? What happens when trading volume drops? Creator earnings tied to speculation The Big Picture Bags.fm is attempting to solve creator monetization by: Turning fans into investors - they have skin in the game Creating ongoing revenue - not just one-time payments Leveraging community for growth - holders become marketers Making it permissionless - anyone can participate It's like Patreon meets the stock market, with a viral twist. Getting Started Ready to dive in? Here's your roadmap: Explore the platform : Visit bags.fm to see it in action Get API access : Sign up at dev.bags.fm Read the docs : Check out the full API documentation Join the community : Connect with other developers on their Discord Conclusion Bags.fm represents an interesting experiment in creator monetization and community-driven economics. Whether you're building tools for creators, analyzing token performance, or just curious about the future of crowdfunding, there's plenty to explore. The platform's permissionless nature and perpetual royalty model create unique opportunities - and challenges - for developers and creators alike. What do you think? Is this the future of creator monetization, or just another crypto experiment? Let me know in the comments! Resources Bags.fm API Documentation Developer Portal Discord Community This article explores Bags.fm as of 2026. The crypto space moves fast, so always verify the latest information before building production applications. 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 Sivaram Follow Full Stack Engineer. Consultant. Designing & Developing Blockchain & AI E2E Solutions. De-risking Ambiguity. OSS Location India Joined Oct 5, 2023 More from Sivaram Building a Prediction Market on Solana with Anchor: Complete Rust Smart Contract Guide # solana # web3 # smartcontract # predictionmarket The Ralph Wiggum Approach: Running AI Coding Agents for Hours (Not Minutes) # webdev # productivity # ai # agents How the Creator of Claude Code Uses Claude Code: A Complete Breakdown # ai # webdev # programming # productivity 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Forem © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account	2026-01-13T08:49:44
https://docs.suprsend.com/docs/embeddable-inbox#config-options	Integration - SuprSend, Notification infrastructure for Product teams Skip to main content SuprSend, Notification infrastructure for Product teams home page Search... ⌘ K Community Trust Center Platform Status Postman Collection GETTING STARTED What is SuprSend? Quick Start Guide Best Practices Plan Your Integration Go-live checklist CORE CONCEPTS Templates Users Events Workflow Notification Categories Preferences Tenants Lists Broadcast Objects Translations DLT Guidelines Whatsapp Template Guidelines WORKFLOW BUILDER Design Workflow Node List Workflow Settings Trigger Workflow Validate Trigger Payload Tenant Workflows Notification Inbox Overview Multi Tabs React Javascript (Angular, Vuejs etc) Integration Customization options React Native Flutter (Headless) PREFERENCE CENTRE Embedded Preference Centre Javascript Angular React VENDOR INTEGRATION GUIDE Overview Email Integrations SMS Integrations Android Push Whatsapp Integrations iOS Push Chat Integrations Vendor Fallback Tenant Vendor INTEGRATIONS Webhook Connectors MONITORING & DEBUGGING Logs Audit Logs Error Guides MANAGE YOUR ACCOUNT Authentication Methods Contact Us Get Started SuprSend, Notification infrastructure for Product teams home page Search... ⌘ K Ask AI Contact Us Get Started Get Started Search... Navigation Javascript (Angular, Vuejs etc) Integration Documentation API Reference Management API CLI Reference Developer Resources Changelog Documentation API Reference Management API CLI Reference Developer Resources Changelog Javascript (Angular, Vuejs etc) Integration OpenAI Open in ChatGPT How to integrate SuprSend inbox/feed components in Angular, Vue, VanillaJS, and other non-React frameworks. OpenAI Open in ChatGPT End of Support for @suprsend/web-inbox . Migrate to @suprsend/web-components We have upgraded authentication of inbox from HMAC to JWT as it is more secure. Please migrate to newer SDK if you are on old one. There are 2 ways in which you can implement inbox functionality: Drop-in components: Pre-built UI with many customizable options which require minimal effort to build. Headless implementation: For more advanced use cases where you want to build UI/UX from scratch. This guide help you integrate drop-in components in your non-react frameworks (angular, vuejs, vanillajs etc). If you want to build your own UI (headless) instead of using drop-in components please refer docs . Integration Integrate using script tag This integration is used in Vanillajs, Django, Laravel, ruby etc where npm is not used. Copy Ask AI <!-- for dropin inbox with bell --> < div id = "suprsend-inbox" ></ div > <!-- for feed without bell as a fullscreen notification etc --> < div id = "suprsend-feed" ></ div > < script > window . suprsendConfig = { distinctId: "YOUR_DISTINCT_ID" , publicApiKey: "YOUR_PUBLIC_API_KEY" , userAuthenticationHandler : ({ response }) => { console . log ( "User Authentication Response" , response ); }, }; let scriptElem = document . createElement ( "script" ); scriptElem . async = 1 ; scriptElem . src = "https://web-components.suprsend.com/v0.3.0/bundle.umd.js" ; scriptElem . onload = () => { console . log ( "SuprSend SDK loaded" , window . suprsend ); }; document . body . appendChild ( scriptElem ); </ script > Integrate as npm package This integration is used in framework based applications like angular, vuejs etc. Copy Ask AI npm install @suprsend/web-components@latest Copy Ask AI import { initSuprSend , clearSuprSend } from "@suprsend/web-components" ; // for dropin inbox with bell < div id = "suprsend-inbox" ></ div > // for feed without bell as a fullscreen notification etc < div id = "suprsend-feed" ></ div > const suprsendConfig = { distinctId: "YOUR_DISTINCT_ID" , publicApiKey: "YOUR_PUBLIC_API_KEY" , userAuthenticationHandler : ({ response }) => { console . log ( "User Authentication Response" , response ); }, }; initSuprSend ( suprsendConfig ) // for creating instance and rendering component console . log ( "Instance created but user authentication pending" , window . suprsend ) NOTE: If you are using suprsend-feed , specify height for the container for infinite scroll to work properly. Copy Ask AI const suprsendConfig = { distinctId: "YOUR_DISTINCT_ID" , publicApiKey: "YOUR_PUBLIC_API_KEY" , feed: { theme: { notificationsContainer: { container: { height: "100vh" } } }, // add this to specify height }, }; Removing instance Components will be removed automatically if you navigate away from the page (on unmounting). If you want to remove them manually, you can use below methods. Using script tag Using npm package Copy Ask AI window . suprsend . clearSuprSend (); // clears instance and remove all components window . suprsend . clearSuprSendInbox (); // unmount only inbox component window . suprsend . clearSuprSendFeed (); // unmount only feed component Updating configuration dynamically Copy Ask AI window . suprsend . updateSuprSendConfig ( config : IUpdateSuprSendConfigOptions ); // refresh userToken, change locale, translations dymanically window . suprsend . updateInboxConfig ( config : IInbox ); window . suprsend . updateFeedConfig ( config : IFeed ); window . suprsend . updateToastConfig ( config : IToastNotificationProps ); Accessing other instance methods SDK internally calls new SuprSend() when you call initSuprSend() then you can access instance using window.suprsend.client . This instance has methods like preferences , webpush , event and user updates . Copy Ask AI // example methods window . suprsend . client . isIdentified (); window . suprsend . client . user . addEmail ( email : string ); window . suprsend . client . track ( event : string , properties ?: Dictionary ) window . suprsend . client . webpush . registerPush (); window . suprsend . client . user . preferences . getPreferences ( args ?: {tenantId? : string }); Config options To customise SuprSend components you can pass config object. Config Options Inbox Config Options Feed Config Options Toast Config Options Copy Ask AI interface ConfigProps { publicApiKey : string ; distinctId ? : unknown ; userToken ? : string ; host ? : string ; initOnLoad ? : boolean ; // pass false if you don't want to initialise instance just after loading script refreshUserToken ? : ( oldUserToken : string , tokenPayload : Dictionary ) => Promise < string > ; vapidKey ? : string ; swFileName ? : string ; userAuthenticationHandler ? : ({ response : ApiResponse }) => void ; inbox ? : IInbox ; // inbox config options feed ? : IFeed ; // feed config options toast ? : IToastNotificationProps ; // toast config options shadowRoot ?: ShadowRoot ; //shadowRoot reference } Parameter Description publicApiKey Public API Key is mandatory field without which error will be thrown by SuprSendProvider. You can get this from SuprSend Dashboard . distinctId Unique identifier to identify a user across platform. If a value is passed SDK will create user and authenticate user. If null value is passed authenticated user’s instance data will be cleared in your application, kind of logout. userToken Mandatory when enhanced security mode is on. This is ES256 JWT token generated in your server-side. Refer docs to create userToken. refreshUserToken This function is called by SDK internally to get new userToken before existing token is expired. The returned JWT token string is used as the new userToken. userAuthenticationHandler This callback will be called after authenticating user internally when you pass distinctId field to give you back the response of user creation API call. host Customise the host url. vapidKey This key is needed only if you are implementing WebPush notifications. You can get it in SuprSend Dashboard —> Vendors —> WebPush swFileName This key is needed only if you are implementing WebPush notifications and want to customise default serviceworker.js file name with your own service worker file name. shadowRoot Shadow root reference to render components inside shadow dom For further component specific customisations please refer to the docs . Was this page helpful? Yes No Suggest edits Raise issue Previous Customization options How to customize the styling, CSS, and layout of the Inbox Feed to match your product’s design in non-React websites. Next ⌘ I x github linkedin youtube Powered by On this page Integration Integrate using script tag Integrate as npm package Removing instance Updating configuration dynamically Accessing other instance methods Config options	2026-01-13T08:49:44
https://docs.devcycle.com/sdk/server-side-sdks/nestjs/nestjs-openfeature	NestJS OpenFeature Provider \| DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up SDK Overview SDK Lifecycle SDK Features Client-side SDKS Server-side SDKS Node.js SDK NestJS SDK Installation Getting Started Usage OpenFeature Typescript Example App PHP SDK Go SDK Ruby SDK Python SDK Java SDK .NET SDK SDK Proxy Server-side SDKS NestJS SDK OpenFeature On this page OpenFeature NestJS Provider AI-Powered Install MCP Install Follow the MCP Getting Started guide to quickly set up the DevCycle MCP server and connect your AI tool. Run this prompt: "Install DevCycle into this app" 📦 Install in Cursor 📦 Install in VS Code claude mcp add --transport http devcycle https://mcp.devcycle.com/mcp AI Prompt Copy Prompt OpenFeature is an open standard that provides a vendor-agnostic, community-driven API for feature flagging that works with DevCycle. DevCycle provides a NodeJS implementation of the OpenFeature Provider interface for the OpenFeature NestJS SDK using the DevCycleProvider class. Usage Installation Install the DevCycle NodeJS Server SDK which includes the OpenFeature Server SDK as a dependency NPM npm install --save @devcycle/openfeature-nestjs-provider @openfeature/nestjs-sdk Yarn yarn add @devcycle/openfeature-nestjs-provider @openfeature/nestjs-sdk Getting Started Create the DevCycleProvider and set it as the provider for OpenFeature NestJS SDK: import { Module , OnModuleInit } from '@nestjs/common' ; import { OpenFeatureModule } from '@openfeature/nestjs-sdk' ; import { DevCycleNestJSProvider } from '@devcycle/openfeature-nestjs-provider' ; import { OpenFeature } from '@openfeature/server-sdk' ; const provider = new DevCycleNestJSProvider ( process . env . DEVCYCLE_SERVER_SDK_KEY ) ; @ Module ( { imports : [ ... OpenFeatureModule . forRoot ( { contextFactory : ( ) => ( { targetingKey : 'nestjs-test' } ) , } ) , ] , controllers : [ ... ] , providers : [ ... { provide : 'DVC_CLIENT' , useValue : provider . devcycleClient , } , ] , } ) export class AppModule implements OnModuleInit { async onModuleInit ( ) { await OpenFeature . setProviderAndWait ( provider ) ; } } Evaluate a Variable To use the OpenFeature NestJS SDK in a service first inject the OpenFeatureClient into the service. Then use a Variable value by creating the EvaluationContext, and pass the Variable key, default value, and EvaluationContext to one of the OpenFeature flag evaluation methods. import { Injectable , Inject } from '@nestjs/common' import { OpenFeatureClient , Client } from '@openfeature/nestjs-sdk' const SERVICE_USER = { user_id : 'example-service' } @ Injectable ( ) export class ExampleService { constructor ( @ OpenFeatureClient ( ) private ofClient : Client ) { } async testFlag ( ) { const testFlag = await this . ofClient . getBooleanValue ( 'test-flag' , false , SERVICE_USER , ) } } Tracking Events You can use the OpenFeature track method to track events which will be sent to DevCycle as custom events. Calling track will queue the event, which will be sent in batches to the DevCycle servers. const context = { targetingKey : 'node_sdk_test' } openFeatureClient . track ( 'custom-event' , context , { target : 'event-target' , value : 100 , metaDataField : 'value' , } ) To track custom events with OpenFeature you are required to set the first argument as the event name, and pass the EvaluationContext as the second argument. The event name will be used as the event's type in DevCycle, and you can optionally set a value / target / date as defined in the DevCycleEvent Typescript Schema . Any additional properties will be added to the event as metaData fields. Passing DevCycleOptions to the DevCycleProvider Ensure that you pass any custom DevCycleOptions set on the DevCycleClient instance to the DevCycleProvider constructor const options = { logger : dvcDefaultLogger ( { level : 'debug' } ) } const devcycleProvider = new DevCycleProvider ( DEVCYCLE_SERVER_SDK_KEY , options ) Accessing the DevCycleClient If you need to access the underlying DevCycleClient from the provider, it is exposed using provider.devcycleClient : const devcycleProvider = new DevCycleProvider ( DEVCYCLE_SERVER_SDK_KEY ) ... const allFeatures = devcycleProvider . devcycleClient . allFeatures ( dvcUser ) Required TargetingKey For DevCycle SDK to work we require either a targetingKey or user_id to be set on the OpenFeature context. This is used to identify the user as the user_id for a DevCycleUser in DevCycle. Context properties to DevCycleUser The provider will automatically translate known DevCycleUser properties from the OpenFeature context to the DevCycleUser object. DevCycleUser TypeScript Interface For example all these properties will be set on the DevCycleUser : openFeatureClient . setContext ( { user_id : 'user_id' , email : ' [email protected] ' , name : 'name' , language : 'en' , country : 'CA' , appVersion : '1.0.11' , appBuild : 1000 , customData : { custom : 'data' } , privateCustomData : { private : 'data' } , } ) Context properties that are not known DevCycleUser properties will be automatically added to the customData property of the DevCycleUser . Context Limitations DevCycle only supports flat JSON Object properties used in the Context. Non-flat properties will be ignored. For example obj will be ignored: openFeatureClient . setContext ( { user_id : 'user_id' , obj : { key : 'value' } , } ) JSON Flag Limitations The OpenFeature spec for JSON flags allows for any type of valid JSON value to be set as the flag value. For example the following are all valid default value types to use with OpenFeature: // Invalid JSON values for the DevCycle SDK, will return defaults openFeatureClient . getObjectValue ( 'json-flag' , [ 'arry' ] ) openFeatureClient . getObjectValue ( 'json-flag' , 610 ) openFeatureClient . getObjectValue ( 'json-flag' , false ) openFeatureClient . getObjectValue ( 'json-flag' , 'string' ) openFeatureClient . getObjectValue ( 'json-flag' , null ) However, these are not valid types for the DevCycle SDK, the DevCycle SDK only supports JSON Objects: // Valid JSON Object as the default value, will be evaluated by the DevCycle SDK openFeatureClient . getObjectValue ( 'json-flag' , { default : 'value' } ) Edit this page Last updated on Jan 9, 2026 Previous Usage Next Typescript AI-Powered Install Usage Installation Getting Started Evaluate a Variable Tracking Events Passing DevCycleOptions to the DevCycleProvider Accessing the DevCycleClient Required TargetingKey Context properties to DevCycleUser Context Limitations JSON Flag Limitations DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved.	2026-01-13T08:49:44
https://dev.to/t/openai/page/6	OpenAI Page 6 - 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 OpenAI Follow Hide OpenAI is an artificial intelligence (AI) research laboratory consisting of the for-profit corporation OpenAI LP and its parent company, the non-profit OpenAI Inc. Create Post submission guidelines We welcome all posts around the topic of OpenAI - technical articles, personal stories, and discussions around GPT-3, ChatGPT, DALL-E, and Whisper! Older #openai posts 3 4 5 6 7 8 9 10 11 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Building Production-Ready AI Agents with OpenAI Agents SDK and FastAPI parupati madhukar reddy parupati madhukar reddy parupati madhukar reddy Follow Oct 20 '25 Building Production-Ready AI Agents with OpenAI Agents SDK and FastAPI # api # openai # python # ai Comments Add Comment 4 min read GPT-5 সম্পর্কে সংক্ষিপ্ত তথ্য:👇 MD.Younus Islam MD.Younus Islam MD.Younus Islam Follow Oct 19 '25 GPT-5 সম্পর্কে সংক্ষিপ্ত তথ্য:👇 # openai # chatgpt # webdev # ai Comments Add Comment 1 min read Asking n People (n Generative AI Models) Simultaneously sta sta sta Follow Nov 21 '25 Asking n People (n Generative AI Models) Simultaneously # ai # llm # openai # openaiapi 2 reactions Comments Add Comment 4 min read Explainable AI (XAI): Why Transparency in AI Matters to Me PRATHAM Tiwari PRATHAM Tiwari PRATHAM Tiwari Follow Nov 7 '25 Explainable AI (XAI): Why Transparency in AI Matters to Me # ai # beginners # machinelearning # openai Comments Add Comment 1 min read How I Added On-Chain Rewards and NFTs to Solana Quiz: Practical Insights, Pitfalls, and Tips Dima Zaichenko Dima Zaichenko Dima Zaichenko Follow Nov 18 '25 How I Added On-Chain Rewards and NFTs to Solana Quiz: Practical Insights, Pitfalls, and Tips # solana # web3 # openai # rust 1 reaction Comments 1 comment 5 min read GPT 5.1 API Deep Dive Ali Farhat Ali Farhat Ali Farhat Follow Nov 14 '25 GPT 5.1 API Deep Dive # chatgpt # gpt5 # ai # openai 30 reactions Comments 6 comments 4 min read My First Open Source Journey Nivesh Padamata Nivesh Padamata Nivesh Padamata Follow Nov 2 '25 My First Open Source Journey # opensource # github # contribution # openai 3 reactions Comments Add Comment 5 min read How MCP Integrates with OpenAI and ChatGPT: A Complete Guide Mano Nagarajan Mano Nagarajan Mano Nagarajan Follow Oct 13 '25 How MCP Integrates with OpenAI and ChatGPT: A Complete Guide # ai # openai # chatgpt # mcp Comments Add Comment 4 min read Can you save on LLM tokens using images instead of text? Loftie Ellis Loftie Ellis Loftie Ellis Follow Nov 1 '25 Can you save on LLM tokens using images instead of text? # llm # ai # openai 4 reactions Comments Add Comment 3 min read Build Your Own AI Chatbot Like ChatGPT — A Practical Guide with Code Rajni Devi Rajni Devi Rajni Devi Follow Nov 1 '25 Build Your Own AI Chatbot Like ChatGPT — A Practical Guide with Code # openai # ai Comments 1 comment 3 min read Integrating OpenAI API with WordPress: Generate Content Automatically Naimur Rahman Nahid Naimur Rahman Nahid Naimur Rahman Nahid Follow Nov 11 '25 Integrating OpenAI API with WordPress: Generate Content Automatically # webdev # ai # programming # openai 1 reaction Comments Add Comment 2 min read A Quick Look at OpenAI’s New Visual Agent Toolkit 🚀 Web Dev \| Adit Web Dev \| Adit Web Dev \| Adit Follow Oct 8 '25 A Quick Look at OpenAI’s New Visual Agent Toolkit 🚀 # webdev # ai # openai # chatgpt Comments Add Comment 2 min read A User Broke My AI Chatbot With Unexpected Input — Here’s What Actually Happened Chris Technology Chris Technology Chris Technology Follow Nov 11 '25 A User Broke My AI Chatbot With Unexpected Input — Here’s What Actually Happened # ai # programming # chatgpt # openai Comments 1 comment 6 min read 🚀 Building AI Agents with FastAPI + OpenAI Jack Jack Jack Follow Nov 12 '25 🚀 Building AI Agents with FastAPI + OpenAI # fastapi # openai # python # cicd 2 reactions Comments Add Comment 2 min read From Manual to Autonomous: 10 ’ing Your SME with AgentKit igbojionu igbojionu igbojionu Follow Oct 8 '25 From Manual to Autonomous: 10 ’ing Your SME with AgentKit # automation # openai # ai # productivity 1 reaction Comments Add Comment 5 min read Creating a realtime voice agent using OpenAI's new gpt-realtime speech-to-speech model Matthew Mascord Matthew Mascord Matthew Mascord Follow Oct 7 '25 Creating a realtime voice agent using OpenAI's new gpt-realtime speech-to-speech model # ai # openai # python Comments Add Comment 10 min read OpenAI Hits $500B While China Cuts AI Costs in Half TechSparkLive TechSparkLive TechSparkLive Follow Oct 6 '25 OpenAI Hits $500B While China Cuts AI Costs in Half # openai # anthropic # deepseek 1 reaction Comments Add Comment 3 min read Structured output comparison across popular LLM providers - OpenAI, Gemini, Anthropic, Mistral and AWS Bedrock Rost Rost Rost Follow Oct 5 '25 Structured output comparison across popular LLM providers - OpenAI, Gemini, Anthropic, Mistral and AWS Bedrock # llm # openai # gemini # development Comments Add Comment 5 min read 调用Deepseek API drake drake drake Follow Oct 6 '25 调用Deepseek API # api # python # openai # llm Comments Add Comment 1 min read LobeChat: Where Bots Write 23% of the Code and Reviews Take 42 Seconds Riyana Patel Riyana Patel Riyana Patel Follow for PullFlow Oct 17 '25 LobeChat: Where Bots Write 23% of the Code and Reviews Take 42 Seconds # ai # chatgpt # opensource # openai 10 reactions Comments Add Comment 2 min read LLPY-07: Integrando LLMs - OpenAI y Google Gemini Jesus Oviedo Riquelme Jesus Oviedo Riquelme Jesus Oviedo Riquelme Follow Oct 17 '25 LLPY-07: Integrando LLMs - OpenAI y Google Gemini # ai # spanish # llm # openai Comments Add Comment 10 min read No OpenAI API? No Problem. Build RAG Locally with Ollama and FastAPI. Nishant prakash Nishant prakash Nishant prakash Follow Nov 6 '25 No OpenAI API? No Problem. Build RAG Locally with Ollama and FastAPI. # openai # ai # mlops # python 4 reactions Comments 1 comment 5 min read We Tested 6 AI Models on 3 Advanced Security Exploits: The Results Darko from Kilo Darko from Kilo Darko from Kilo Follow Nov 6 '25 We Tested 6 AI Models on 3 Advanced Security Exploits: The Results # ai # gemini # openai # grok 1 reaction Comments 1 comment 12 min read The Complete SORA 2 Guide: iOS, Web, API & Automation (October 2025) Anton Abyzov Anton Abyzov Anton Abyzov Follow Oct 16 '25 The Complete SORA 2 Guide: iOS, Web, API & Automation (October 2025) # automation # api # openai # tutorial 1 reaction Comments Add Comment 5 min read 10 AI Coding Patterns That'll Make You Look Like a Wizard 🧙‍♂️ Daniel Shashko Daniel Shashko Daniel Shashko Follow Nov 4 '25 10 AI Coding Patterns That'll Make You Look Like a Wizard 🧙‍♂️ # ai # openai # programming # productivity 4 reactions Comments Add Comment 9 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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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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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 OpenAI Follow Hide OpenAI is an artificial intelligence (AI) research laboratory consisting of the for-profit corporation OpenAI LP and its parent company, the non-profit OpenAI Inc. Create Post submission guidelines We welcome all posts around the topic of OpenAI - technical articles, personal stories, and discussions around GPT-3, ChatGPT, DALL-E, and Whisper! Older #openai 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 Beyond the Firewall: Unlocking Trusted Web Search for Agentforce with OpenAI Hemant Jawale Hemant Jawale Hemant Jawale Follow Jan 13 Beyond the Firewall: Unlocking Trusted Web Search for Agentforce with OpenAI # agentforce # openai # salesforce # agents Comments Add Comment 4 min read 2025 Voice AI Guide How to Make Your Own Real-Time Voice Agent (Part-3) Boopathi Boopathi Boopathi Follow Jan 11 2025 Voice AI Guide How to Make Your Own Real-Time Voice Agent (Part-3) # voiceagent # llm # openai # pipecat 5 reactions Comments Add Comment 15 min read [Learning Notes][OpenAI] About OpenAI's New Function Calling Feature Evan Lin Evan Lin Evan Lin Follow Jan 11 [Learning Notes][OpenAI] About OpenAI's New Function Calling Feature # llm # openai # api # tutorial Comments Add Comment 6 min read Today I Learned: Generative AI News and Applications, March 21, 2023 Evan Lin Evan Lin Evan Lin Follow Jan 11 Today I Learned: Generative AI News and Applications, March 21, 2023 # news # openai # chatgpt # ai Comments 1 comment 3 min read Today I Learned: How OpenAI/ChatGPT Uses Your Data for Training Evan Lin Evan Lin Evan Lin Follow Jan 11 Today I Learned: How OpenAI/ChatGPT Uses Your Data for Training # privacy # openai # chatgpt # ai Comments Add Comment 2 min read Notes on GPT-4V(ision): The Dawn of LMMs Evan Lin Evan Lin Evan Lin Follow Jan 11 Notes on GPT-4V(ision): The Dawn of LMMs # llm # openai # microsoft # ai Comments Add Comment 1 min read If OpenAI Swallows Pinterest: How 200 Billion Intent Images Could Reshape the AI Technology Stack Apnews Apnews Apnews Follow Jan 9 If OpenAI Swallows Pinterest: How 200 Billion Intent Images Could Reshape the AI Technology Stack # news # ai # datascience # openai Comments Add Comment 10 min read I Completely Moved from Google Cloud AI to Azure OpenAI Service Because of This One Feature Pratik Pathak Pratik Pathak Pratik Pathak Follow Jan 8 I Completely Moved from Google Cloud AI to Azure OpenAI Service Because of This One Feature # discuss # azure # gcp # openai Comments Add Comment 6 min read Vector Database (OpenAI and Supabase )-Part 2 (Setup) Shloka Shloka Shloka Follow Jan 11 Vector Database (OpenAI and Supabase )-Part 2 (Setup) # vectordatabase # openai # supabase # rag 6 reactions Comments 1 comment 6 min read Ai Implementation Analysis for FlashFX Gabriele B. Gabriele B. Gabriele B. Follow Jan 5 Ai Implementation Analysis for FlashFX # ai # devjournal # openai # ui 1 reaction Comments Add Comment 2 min read OpenAI boosts audio AI development as it prepares to launch an audio-basedpersonal device Saiki Sarkar Saiki Sarkar Saiki Sarkar Follow Jan 5 OpenAI boosts audio AI development as it prepares to launch an audio-basedpersonal device # news # ai # openai # product Comments Add Comment 2 min read OpenAI's Warning: Why Prompt Injection is the Unsolvable Flaw of AI Agents Claudius Papirus Claudius Papirus Claudius Papirus Follow Jan 5 OpenAI's Warning: Why Prompt Injection is the Unsolvable Flaw of AI Agents # ai # security # openai # cybersecurity Comments Add Comment 2 min read Voice Journaling for Mental Clarity: How to Build Your Own AI-Powered Reflection Tool wellallyTech wellallyTech wellallyTech Follow Jan 6 Voice Journaling for Mental Clarity: How to Build Your Own AI-Powered Reflection Tool # ai # openai # node # mentalhealth Comments Add Comment 2 min read Stop the LLM From Rambling: Using Penalties to Control Repetition Dechun Wang Dechun Wang Dechun Wang Follow Dec 31 '25 Stop the LLM From Rambling: Using Penalties to Control Repetition # promptengineering # llm # nlp # openai Comments Add Comment 5 min read AI Prevents Organized Human-Led Cyber Attacks Farzan Afringan Farzan Afringan Farzan Afringan Follow Dec 31 '25 AI Prevents Organized Human-Led Cyber Attacks # ai # cybersecurity # openai 2 reactions Comments Add Comment 2 min read When Your API Documentation Lies: Building an AI-Powered Validator to Catch the Drift Aniket Hingane Aniket Hingane Aniket Hingane Follow Dec 29 '25 When Your API Documentation Lies: Building an AI-Powered Validator to Catch the Drift # api # openai # python # devops Comments Add Comment 14 min read Why Your API Documentation Lies: Building an AI-Powered Validator to Catch the Drift Aniket Hingane Aniket Hingane Aniket Hingane Follow Dec 29 '25 Why Your API Documentation Lies: Building an AI-Powered Validator to Catch the Drift # api # openai # python # devops Comments Add Comment 14 min read When Your API Documentation Lies: Building an AI-Powered Validator to Catch the Drift Aniket Hingane Aniket Hingane Aniket Hingane Follow Dec 29 '25 When Your API Documentation Lies: Building an AI-Powered Validator to Catch the Drift # api # openai # python # devops Comments Add Comment 14 min read Comparing Cloud AI Platforms in 2025: Bedrock, Azure OpenAI, and Gemini Swati Tyagi Swati Tyagi Swati Tyagi Follow Dec 28 '25 Comparing Cloud AI Platforms in 2025: Bedrock, Azure OpenAI, and Gemini # aws # bedrock # openai # gemini Comments Add Comment 2 min read Sam Altman — from Loopt kid to OpenAI’s lightning rod Tashfia Akther Tashfia Akther Tashfia Akther Follow Dec 27 '25 Sam Altman — from Loopt kid to OpenAI’s lightning rod # discuss # ai # startup # openai 5 reactions Comments Add Comment 3 min read Enterprise-Ready AI Workflows: Formatted Reports + 80% Cost Savings Patrick Roebuck Patrick Roebuck Patrick Roebuck Follow Dec 26 '25 Enterprise-Ready AI Workflows: Formatted Reports + 80% Cost Savings # python # ai # claude # openai Comments Add Comment 3 min read OpenAI Agent Builder Tutorial: Create Intelligent Travel Workflows That Actually Work" TheAIRabbit TheAIRabbit TheAIRabbit Follow Dec 30 '25 OpenAI Agent Builder Tutorial: Create Intelligent Travel Workflows That Actually Work" # openai # agents # tutorial # ai Comments Add Comment 4 min read The Research: MiniMax M2.1 (The "Linear" Revolution) Aparna Pradhan Aparna Pradhan Aparna Pradhan Follow Dec 25 '25 The Research: MiniMax M2.1 (The "Linear" Revolution) # llm # openai # rag # ai Comments Add Comment 3 min read LLM Deep Dive 2025: Why Claude 4 and GPT-5.1 Change Everything DataFormatHub DataFormatHub DataFormatHub Follow Dec 29 '25 LLM Deep Dive 2025: Why Claude 4 and GPT-5.1 Change Everything # news # ai # openai # llm 1 reaction Comments Add Comment 8 min read Advanced Prompt Engineering: What Actually Held Up in 2025 monna monna monna Follow Dec 29 '25 Advanced Prompt Engineering: What Actually Held Up in 2025 # discuss # promptengineering # openai Comments Add Comment 3 min read loading... trending guides/resources The OpenAI Mixpanel Security Incident Explained Como Criar um Chatbot com RAG do Zero: Guia Prático com OpenAI e Qdrant Exploring the OpenAI-Compatible APIs in Amazon Bedrock: A CLI Journey Through Project Mantle GPT 5.1 API Deep Dive Claude vs ChatGPT vs Gemini: Why Anthropic’s AI Outcodes the Rest? Using Vercel AI SDK with Google Gemini: Complete Guide I Read OpenAI’s GPT-5.2 Prompting Guide So You Don’t Have To Getting Started with OpenAI Codex CLI: AI-Powered Code Generation from Your Terminal Embeddings y RAG en aplicaciones web Stop Paying OpenAI: Free Local AI in .NET with Ollama 10 AI Coding Patterns That'll Make You Look Like a Wizard 🧙‍♂️ Building a Production-Ready AI ChatBot Platform with Real-Time Analytics Gemini CLI vs. Codex CLI: The Battle for Your Terminal How Bifrost Integrates With Your Existing LLM Stack (No Refactoring Required) Stop the LLM From Rambling: Using Penalties to Control Repetition LangChain and OpenRouter in Python I Built a VS Code Extension That Turns GitHub Copilot Into a Full OpenAI-Compatible API AI Recipe Generator: Turn Food Photos into Instant Recipes with AI 🍳✨ OpenAI Rebrands to OpaqueAI We Tested 6 AI Models on 3 Advanced Security Exploits: The Results 💎 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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Got it Close Organizations AWS Community Builders Post 9 posts published Comment 0 comments written Tag 0 tags followed The Ultimate Claude Code Tips Collection (Advent of Claude 2025) Damien Gallagher Damien Gallagher Damien Gallagher Follow Jan 3 The Ultimate Claude Code Tips Collection (Advent of Claude 2025) # claudecode # ai # productivity # devtools 2 reactions Comments Add Comment 8 min read Building AI Agents on AWS in 2025: A Practitioner's Guide to Bedrock, AgentCore, and Beyond Damien Gallagher Damien Gallagher Damien Gallagher Follow for AWS Community Builders Jan 2 Building AI Agents on AWS in 2025: A Practitioner's Guide to Bedrock, AgentCore, and Beyond # aws # genai # bedrock # agents 5 reactions Comments 3 comments 9 min read AWS 2025: A Year of Agentic AI, Custom Chips, and Multicloud Bridges Damien Gallagher Damien Gallagher Damien Gallagher Follow for AWS Community Builders Jan 2 AWS 2025: A Year of Agentic AI, Custom Chips, and Multicloud Bridges # aws # reinvent # cloud # 2025 Comments Add Comment 8 min read Mastering Claude Code Damien Gallagher Damien Gallagher Damien Gallagher Follow Jul 4 '25 Mastering Claude Code # anthropic # claudecode # sonnet # claudeopus 3 reactions Comments Add Comment 19 min read Modernizing Legacy Struts2 Applications with Claude Code: A Developer's Journey Damien Gallagher Damien Gallagher Damien Gallagher Follow Jun 4 '25 Modernizing Legacy Struts2 Applications with Claude Code: A Developer's Journey # anthropic # claudecode # claude # ai 5 reactions Comments Add Comment 5 min read ✨ Bringing Children's Stories to Life with the Amazon Nova Family of Models Damien Gallagher Damien Gallagher Damien Gallagher Follow May 16 '25 ✨ Bringing Children's Stories to Life with the Amazon Nova Family of Models # aws # bedrock # genai # llm 1 reaction Comments Add Comment 4 min read AWS Account Considerations Damien Gallagher Damien Gallagher Damien Gallagher Follow Feb 4 '25 AWS Account Considerations # aws # controltower # management Comments Add Comment 3 min read Working with new AWS Services / Features Damien Gallagher Damien Gallagher Damien Gallagher Follow for AWS Community Builders Jan 11 '25 Working with new AWS Services / Features # aws # communitybuilder # awscommunitybuilders # amazon Comments Add Comment 4 min read Create a Bitnami Jenkins Instance on AWS EC2 with Terraform Damien Gallagher Damien Gallagher Damien Gallagher Follow Jul 15 '21 Create a Bitnami Jenkins Instance on AWS EC2 with Terraform # aws # terraform Comments Add Comment 6 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 # cloudfront Follow Hide Create Post Older #cloudfront posts 1 2 3 4 5 6 7 8 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Forwarding Cookies Using CloudFront: A Workaround for AWS Cache Policy Limitations Daniel Kraszewski Daniel Kraszewski Daniel Kraszewski Follow for u11d Jan 7 Forwarding Cookies Using CloudFront: A Workaround for AWS Cache Policy Limitations # devops # aws # cloudfront # terraform Comments Add Comment 4 min read A Guide to AWS CloudFront Invalidations nithish rodrigo nithish rodrigo nithish rodrigo Follow Jan 3 A Guide to AWS CloudFront Invalidations # aws # cloudfront # invalidation # s3 2 reactions Comments Add Comment 2 min read Scaling Performance Testing: Leveraging the AWS Distributed Load Testing Solution Ross Wickman Ross Wickman Ross Wickman Follow for AWS Community Builders Jan 9 Scaling Performance Testing: Leveraging the AWS Distributed Load Testing Solution # loadtesting # cloudfront # dlt # scaling 1 reaction Comments Add Comment 4 min read CloudFront Function vs Lambda@Edge - which one to use SHAJAM SHAJAM SHAJAM Follow Dec 12 '25 CloudFront Function vs Lambda@Edge - which one to use # aws # cloudfront # contentdelivery Comments Add Comment 3 min read Host A Static Website in AWS S3 and CloudFront (Using Terraform) Adarsh Gupta Adarsh Gupta Adarsh Gupta Follow Dec 10 '25 Host A Static Website in AWS S3 and CloudFront (Using Terraform) # devops # terraform # cloudfront # cloud 5 reactions Comments Add Comment 3 min read How to Avoid Route 53 $0.50 / Month Charge per Hosting Zone using Free CloudFront Distribution Max Rohde Max Rohde Max Rohde Follow Dec 3 '25 How to Avoid Route 53 $0.50 / Month Charge per Hosting Zone using Free CloudFront Distribution # aws # dns # devops # cloudfront Comments Add Comment 3 min read CloudFront : de nouveaux plans à prix fixes ! Paul SANTUS Paul SANTUS Paul SANTUS Follow for AWS Community Builders Nov 24 '25 CloudFront : de nouveaux plans à prix fixes ! # aws # cloudfront # cdn # finops Comments Add Comment 3 min read Building an A/B Testing System with CloudFront Functions using AWS CDK Kihara, Takuya Kihara, Takuya Kihara, Takuya Follow for AWS Community Builders Dec 21 '25 Building an A/B Testing System with CloudFront Functions using AWS CDK # aws # cloudfront # cdk # frontend 5 reactions Comments Add Comment 6 min read Understanding Amazon CloudFront's New Flat-Rate Pricing Scott Burgholzer Scott Burgholzer Scott Burgholzer Follow for AWS Community Builders Nov 27 '25 Understanding Amazon CloudFront's New Flat-Rate Pricing # aws # cloudfront # cdn Comments Add Comment 3 min read Getting Started with AWS Cloudfront: A Friendly Guide to Boosting Your Website Speed Josh Lee Josh Lee Josh Lee Follow Nov 12 '25 Getting Started with AWS Cloudfront: A Friendly Guide to Boosting Your Website Speed # aws # cloud # cloudfront # s3 Comments Add Comment 4 min read New pricing model for CloudFront Jens Båvenmark Jens Båvenmark Jens Båvenmark Follow for AWS Community Builders Nov 18 '25 New pricing model for CloudFront # aws # cloudfront 1 reaction Comments Add Comment 5 min read How to Host a Static Website with Custom Domain, SSL, and S3 on AWS Thu Kha Kyawe Thu Kha Kyawe Thu Kha Kyawe Follow Nov 7 '25 How to Host a Static Website with Custom Domain, SSL, and S3 on AWS # aws # s3 # cloudfront # 2025 Comments Add Comment 6 min read Edge Computing with AWS: From CloudFront to Lambda@Edge Wizardry Muhammad Zeeshan Muhammad Zeeshan Muhammad Zeeshan Follow Sep 9 '25 Edge Computing with AWS: From CloudFront to Lambda@Edge Wizardry # aws # lambda # cloudfront # cloud 1 reaction Comments Add Comment 1 min read Managing Lambda@Edge Service Quotas Maurice Borgmeier Maurice Borgmeier Maurice Borgmeier Follow for AWS Community Builders Sep 3 '25 Managing Lambda@Edge Service Quotas # aws # cloudfront # lambda # cloud 1 reaction Comments Add Comment 7 min read Bug in CloudFront's Continuous Deployment Feature Maurice Borgmeier Maurice Borgmeier Maurice Borgmeier Follow for AWS Community Builders Sep 12 '25 Bug in CloudFront's Continuous Deployment Feature # aws # cloudfront # artillery # cloud 1 reaction Comments Add Comment 5 min read CloudFront ECDSA Signed URLs: 91% Faster Generation, 55% Shorter URLs TOMOAKI ishihara TOMOAKI ishihara TOMOAKI ishihara Follow for AWS Community Builders Sep 10 '25 CloudFront ECDSA Signed URLs: 91% Faster Generation, 55% Shorter URLs # aws # cloudfront # security # performance 2 reactions Comments 1 comment 4 min read Building a Cost-Efficient Game Launcher with AWS Pre-Signed URLs Lucas Lucas Lucas Follow Sep 4 '25 Building a Cost-Efficient Game Launcher with AWS Pre-Signed URLs # aws # cloudfront # devops # security Comments 1 comment 5 min read Static WordPress Authentication with Amazon Cognito and AWS SAR Template László Tóth László Tóth László Tóth Follow Sep 5 '25 Static WordPress Authentication with Amazon Cognito and AWS SAR Template # aws # cognito # wordpress # cloudfront 1 reaction Comments Add Comment 2 min read Deploying Static Websites with AWS CloudFront and S3 Roberto Battaglia Roberto Battaglia Roberto Battaglia Follow Jul 31 '25 Deploying Static Websites with AWS CloudFront and S3 # s3 # cloudfront # aws # serverless 5 reactions Comments Add Comment 3 min read How AWS CloudFront Protects Your Application (Beyond Just Speed) Gias Uddin Gias Uddin Gias Uddin Follow Aug 27 '25 How AWS CloudFront Protects Your Application (Beyond Just Speed) # aws # cloudfront Comments Add Comment 1 min read CloudFront VPC Origins: Integrating Private API Gateway Frank Pimienta Frank Pimienta Frank Pimienta Follow Jul 6 '25 CloudFront VPC Origins: Integrating Private API Gateway # cloudfront # vpcorigins # apigateway Comments Add Comment 7 min read Tigris vs. S3 & Cloudfront Shared Account Shared Account Shared Account Follow for Tigris Data Jun 18 '25 Tigris vs. S3 & Cloudfront # objectstorage # cdn # blobstorage # cloudfront Comments Add Comment 2 min read Build Enterprise-Ready Static Sites on AWS with This Advanced Terraform Module Thu San Thu San Thu San Follow Jun 14 '25 Build Enterprise-Ready Static Sites on AWS with This Advanced Terraform Module # 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Host A Static Website in AWS S3 and CloudFront (Using Terraform) A Guide to AWS CloudFront Invalidations CloudFront Function vs Lambda@Edge - which one to use How to Host a Static Website with Custom Domain, SSL, and S3 on AWS Forwarding Cookies Using CloudFront: A Workaround for AWS Cache Policy Limitations Getting Started with AWS Cloudfront: A Friendly Guide to Boosting Your Website Speed 💎 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. 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https://dev.to/sunny7899/guide-to-get-started-with-retrieval-augmented-generation-rag-16m8	Guide to get started with Retrieval-Augmented Generation (RAG) - 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 Neweraofcoding Posted on Jan 12 Guide to get started with Retrieval-Augmented Generation (RAG) # beginners # llm # rag # tutorial 🔹 What is RAG? (in simple words) Retrieval-Augmented Generation (RAG) combines: Search (Retrieval) → find relevant information from your data Generation → let an LLM generate answers using that data 👉 Instead of guessing, the AI looks up facts first , then answers. 🧠 Why RAG is important Reduces hallucinations Answers from your own data (PDFs, docs, DBs, APIs) Keeps data up-to-date (no retraining needed) Perfect for chatbots, internal tools, search, Q&A 🧩 RAG Architecture (high level) Flow: User asks a question Relevant documents are retrieved Retrieved context is sent to LLM LLM generates an answer grounded in data 🛠️ Core Components of RAG 1️⃣ Data Source PDFs Word files Markdown Databases APIs Websites 2️⃣ Embeddings Text → numerical vectors for similarity search Popular models: OpenAI embeddings SentenceTransformers 3️⃣ Vector Database Stores embeddings for fast search: FAISS (local) Pinecone Weaviate Chroma 4️⃣ LLM (Generator) Examples: GPT-4 / GPT-4o Claude Llama ⚙️ Minimal RAG Setup (Beginner) Step 1: Install dependencies pip install langchain faiss-cpu openai tiktoken Enter fullscreen mode Exit fullscreen mode Step 2: Load & embed documents from langchain.document_loaders import TextLoader from langchain.embeddings import OpenAIEmbeddings from langchain.vectorstores import FAISS loader = TextLoader ( " data.txt " ) docs = loader . load () embeddings = OpenAIEmbeddings () db = FAISS . from_documents ( docs , embeddings ) Enter fullscreen mode Exit fullscreen mode Step 3: Retrieve + generate answer query = " What is RAG? " docs = db . similarity_search ( query ) from langchain.chat_models import ChatOpenAI llm = ChatOpenAI () response = llm . predict ( f " Answer using this context: \n { docs } \n\n Question: { query } " ) print ( response ) Enter fullscreen mode Exit fullscreen mode 🎉 That’s a working RAG system 🧪 What RAG is used for (real examples) 📄 PDF Chatbots 🏢 Internal company knowledge base 🧑‍⚖️ Legal document search 🩺 Medical guidelines assistant 💻 Developer documentation bots ⚠️ Common beginner mistakes ❌ Stuffing too much text into prompt ❌ Not chunking documents ❌ Using wrong chunk size ❌ Skipping metadata ❌ Expecting RAG to “reason” without good data ✅ Best practices (Day-1) Chunk size: 500–1000 tokens Add source citations Use top-k retrieval (k=3–5) Keep prompts explicit: “Answer only from context” 🚀 Next steps (recommended) Add document chunking Use metadata filtering Add citations Use hybrid search (keyword + vector) Add reranking 🧠 When NOT to use RAG Math-heavy reasoning Code generation without context Creative writing Pure chatbots AI with graphs 15 april conf https://neo4j.registration.goldcast.io/events/d11441d0-5a74-463d-ab1d-22f03c939c3c https://sessionize.com/nodesai2026/ Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. 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Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Neweraofcoding Follow Expert Front end developer with Angular, and React experience Location Delhi India Joined Nov 4, 2020 More from Neweraofcoding Getting Started with Vite # beginners # frontend # javascript # tooling How to Integrate Zomato MCP in a Next.js Application # nextjs # tutorial # mcp # ai Building a Custom NLP Model from Scratch: From Idea to Real-World Impact # webdev # programming # ai # beginners 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/mitul3737/tinyml-harvard-university-part-1-16id	TinyML - Harvard University : Part 1 - 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 Shahriyar Al Mustakim Mitul Posted on Jan 24, 2024           TinyML - Harvard University : Part 1 # machinelearning Learn from the Harvard Professor & Google Engineers In this blog, I will share my learning from him How many of you have said, OK, Google? What happens when you say that? The machine wakes up and it knows to respond to you. OK, fine. You might have said, hey, Siri. Same thing, the machine wakes up and responds back to you. All right, all right, fine. Perhaps you have said Alexa. No matter what you have said, they all represent an important application of what's in TinyML. It's called keyword spotting or hotword detection . Now, the key difference is that while they resemble the application of TinyML, these devices are largely plugged into the wall, or they require charging. I'm talking about putting TinyML onto these tiny, tiny little processors that are on this board and then forgetting about them. Let's talk about autonomous drones, drones that are completely independent, that operate fully by themselves. Imagine autonomous drones that are able to do video surveillance in order to keep us safe by figuring out what's a threat, what's normal, and so forth. For instance, later on, we'll talk about how drones are being used in the Amazon forest for preserving our wildlife. So for instance, when the forests are deforested, we actually can go in and autonomously plant new seeds so that we can keep the forest growing. Imagine a situation where you go out into the mall, or marketplace, or you're at a party. And how many times have you had to say, I'm sorry, could you repeat that again, right? Imagine if these glasses had contextual hearing. Or let's talk about what Elon Musk is doing, where he's implanting chips inside the brain so that they can send signals to understand brain activity. By measuring the electrical signals that are emitted by neurons, we might be able to learn things about our brain. And in doing so, we might be able to cure diseases like treat depression, insomnia, or any other disease. To introduce you to a variety of these different kinds of applications where the fundamental technology that sits in the palm of my hand, for instance, has the ability to actually have impact at a global level. So let me be specific and give you an example: Here, I'm talking about an ElephantEdge project. There's a growing crisis in Africa right now about diminishing elephant population. So organizations are coming together in order to protect the gentle beast. Now, if we're not careful, these elephants can be wiped out in 10 years, so it's a very important thing. So how do we help take care of the gentle giants? Well, we need data. We need lots of data. So what if we could build some sort of intelligent device like a smart collar that goes on these elephants that is totally non-intrusive, does not harm them, but is there, constantly sensing interesting signals so that we can help them have a better life? For instance, if we had a smart collar, we might be able to do risk monitoring from poaching. What if we could build machine learning models that could be put onto small, little devices where they were able to figure out if, for instance, the elephants were moving into a high-risk area and then be able to send real-time notification to park rangers to keep them safe? The park rangers could then react to them and to make sure that the elephants go away from that danger zone. Or perhaps, we can do human conflict monitoring. We could build intelligent machine learning models that are able to sense and alert when elephants are heading into an area where, for instance, farmers live. So that they can proactively get out of the way or do something in order to make sure that they're safe and the animals are safe. We might be able to do activity monitoring. We might be able to learn things about the animals. When are they swimming, drinking water, or sleeping, and so forth? And by learning all these things, we might be able to take better care of them. We might also be able to do communication monitoring. What we mean by that is that by sensing sound, we might be able to understand how these animals are actually communicating together. But in order to do all of that, we need TinyML. We need to be right there where the data is, where that information, those sounds, those signals, where all of that is, so that we can do real-time machine learning. These are all remarkable applications of TinyML. So, that's it for this blog. Let's learn more in another blogs. 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 Shahriyar Al Mustakim Mitul Follow I am a 2nd year CSE Student 😊 Location Dhaka,Bangladesh Work Student Joined Oct 17, 2020 More from Shahriyar Al Mustakim Mitul Artificial Intelligence vs Machine learning vs Deep Learning vs Generative AI # machinelearning # ai # deeplearning # generativeai AWS DeepRacer student: Machine Learning Basics for model training (Part 1) # machinelearning Machine Learning A to Z: Part 1 # machinelearning # stanford # andrewng 💎 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/turborepo	Turborepo - 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 # turborepo Follow Hide Create Post Older #turborepo posts 1 2 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Why I Chose Monorepo Architecture: From Code Chaos to 2.8s Builds Saswata Pal Saswata Pal Saswata Pal Follow Dec 9 '25 Why I Chose Monorepo Architecture: From Code Chaos to 2.8s Builds # monorepo # architecture # turborepo # pnpm Comments Add Comment 32 min read Building a Scalable Frontend Monorepo with Turborepo, Vite, TailwindCSS V4, React 19, Tanstack Router, Tanstack Form Khanh Tran Khanh Tran Khanh Tran Follow Nov 27 '25 Building a Scalable Frontend Monorepo with Turborepo, Vite, TailwindCSS V4, React 19, Tanstack Router, Tanstack Form # turborepo # tailwindcss # vite # react Comments Add Comment 12 min read Why I Chose Monorepo: From Copy-Paste Hell to 2.8s Builds Saswata Pal Saswata Pal Saswata Pal Follow Dec 9 '25 Why I Chose Monorepo: From Copy-Paste Hell to 2.8s Builds # monorepo # turborepo # architecture # pnpm 1 reaction Comments Add Comment 7 min read Shared Architecture: A NestJS Monorepo Starter Kit with Turborepo typv typv typv Follow Nov 13 '25 Shared Architecture: A NestJS Monorepo Starter Kit with Turborepo # nestjs # turborepo # microservices # monorepo Comments Add Comment 1 min read Nx vs. Turborepo: Integrated Ecosystem or High-Speed Task Runner? The Key Decision for Your Monorepo David (ダビッド ) David (ダビッド ) David (ダビッド ) Follow for The Dave Stack Nov 12 '25 Nx vs. Turborepo: Integrated Ecosystem or High-Speed Task Runner? The Key Decision for Your Monorepo # monorepo # nx # turborepo # typescript Comments Add Comment 5 min read Why I Chose Turborepo Over Nx: Monorepo Performance Without the Complexity Saswata Pal Saswata Pal Saswata Pal Follow Dec 1 '25 Why I Chose Turborepo Over Nx: Monorepo Performance Without the Complexity # turborepo # nx # monorepo # architecture 2 reactions Comments 1 comment 9 min read The Infrastructure Overhaul That Saved My Development Velocity — A Traefik & Turborepo Migration Story wintrover wintrover wintrover Follow Nov 30 '25 The Infrastructure Overhaul That Saved My Development Velocity — A Traefik & Turborepo Migration Story # devops # traefik # turborepo # monorepo Comments 2 comments 5 min read Understanding Monorepos and How Turborepo Makes Them Fast Kushal R Kushal R Kushal R Follow Aug 11 '25 Understanding Monorepos and How Turborepo Makes Them Fast # webdev # programming # turborepo # nextjs Comments Add Comment 2 min read How Turborepo Builds Its Graph? Aleksandr Ippatev Aleksandr Ippatev Aleksandr Ippatev Follow Sep 3 '25 How Turborepo Builds Its Graph? # turborepo # monorepo # webdev # react 3 reactions Comments 1 comment 2 min read Managing Tailwind CSS in Turborepo Packages Aleksandr Ippatev Aleksandr Ippatev Aleksandr Ippatev Follow Aug 22 '25 Managing Tailwind CSS in Turborepo Packages # tailwindcss # turborepo # monorepo # webdev 5 reactions Comments Add Comment 2 min read Monorepo in Practice (part 2): so was it worth it? Denis Bratchikov Denis Bratchikov Denis Bratchikov Follow Jul 22 '25 Monorepo in Practice (part 2): so was it worth it? # monorepo # frontend # turborepo # devops 1 reaction Comments Add Comment 4 min read Why using Turborepo in a MicroServices architecture ADITYA DUTT PANDEY ADITYA DUTT PANDEY ADITYA DUTT PANDEY Follow Jun 30 '25 Why using Turborepo in a MicroServices architecture # programming # microservices # turborepo # webdev 5 reactions Comments Add Comment 2 min read Supercharge Your Development with Turborepo: A Practical Guide 🔥 AD AD AD Follow May 19 '25 Supercharge Your Development with Turborepo: A Practical Guide 🔥 # turborepo # nextjs # react # webdev Comments Add Comment 1 min read Preparations for trunk-based development - 1st phase Sebastian Leukhin Sebastian Leukhin Sebastian Leukhin Follow May 5 '25 Preparations for trunk-based development - 1st phase # trunkbaseddevelopment # cicd # turborepo # nx Comments Add Comment 6 min read Centralized Assets Management in TurboRepo Ashwani Maddheshiya Ashwani Maddheshiya Ashwani Maddheshiya Follow Apr 15 '25 Centralized Assets Management in TurboRepo # webdev # nextjs # frontend # turborepo Comments Add Comment 2 min read Setting Up a Scalable Monorepo With Turborepo and PNPM HexShift HexShift HexShift Follow Apr 13 '25 Setting Up a Scalable Monorepo With Turborepo and PNPM # monorepo # turborepo # webdev # programming 2 reactions Comments Add Comment 2 min read Using Node's built-in test runner with Turborepo Andrej Kirejeŭ Andrej Kirejeŭ Andrej Kirejeŭ Follow Dec 22 '24 Using Node's built-in test runner with Turborepo # node # turborepo # testing # monorepo Comments Add Comment 1 min read Building a Scalable Monorepo with TurboRepo Anurag Bagri Anurag Bagri Anurag Bagri Follow Jan 7 '25 Building a Scalable Monorepo with TurboRepo # webdev # monorepo # turborepo # productivity 3 reactions Comments Add Comment 3 min read From Monolith to Monorepo: A Next.js Migration Story Michal Kowalkowski Michal Kowalkowski Michal Kowalkowski Follow Oct 30 '24 From Monolith to Monorepo: A Next.js Migration Story # typescript # javascript # nextjs # turborepo 2 reactions Comments Add Comment 3 min read Turborepo in Next.js: Guide for Faster & Smarter Builds Abhinandan Abhinandan Abhinandan Follow Sep 29 '24 Turborepo in Next.js: Guide for Faster & Smarter Builds # nextjs # turborepo # javascript # devops 5 reactions Comments Add Comment 5 min read Building a Solid Foundation: Bootstrapping with Turbo Repo Santhanam Elumalai Santhanam Elumalai Santhanam Elumalai Follow Sep 2 '24 Building a Solid Foundation: Bootstrapping with Turbo Repo # monorepo # vercel # turborepo # webdev 1 reaction Comments Add Comment 2 min read Advanced monorepo management with Turborepo 2.0 Megan Lee Megan Lee Megan Lee Follow for LogRocket Sep 5 '24 Advanced monorepo management with Turborepo 2.0 # turborepo # monorepo 8 reactions Comments Add Comment 6 min read Introducing Turborepo NestJS + Qwik City Boilerplate Oleg Petrov Oleg Petrov Oleg Petrov Follow Aug 25 '24 Introducing Turborepo NestJS + Qwik City Boilerplate # turborepo # qwik # typescript # nestjs 5 reactions Comments Add Comment 1 min read How to Setup monorepo with Turborepo Rahul Vijayvergiya Rahul Vijayvergiya Rahul Vijayvergiya Follow Jun 12 '24 How to Setup monorepo with Turborepo # webdev # javascript # monorepo # turborepo Comments Add Comment 3 min read What is a Monorepo Rahul Vijayvergiya Rahul Vijayvergiya Rahul Vijayvergiya Follow Jun 12 '24 What is a Monorepo # monorepo # turborepo # nx # webdev Comments Add Comment 3 min read loading... trending guides/resources Nx vs. Turborepo: Integrated Ecosystem or High-Speed Task Runner? The Key Decision for Your Monorepo Why I Chose Turborepo Over Nx: Monorepo Performance Without the Complexity Building a Scalable Frontend Monorepo with Turborepo, Vite, TailwindCSS V4, React 19, Tanstack Ro... Why I Chose Monorepo Architecture: From Code Chaos to 2.8s Builds Shared Architecture: A NestJS Monorepo Starter Kit with Turborepo The Infrastructure Overhaul That Saved My Development Velocity — A Traefik & Turborepo Migration ... Why I Chose Monorepo: From Copy-Paste Hell to 2.8s Builds 💎 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. 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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 OpenAI Follow Hide OpenAI is an artificial intelligence (AI) research laboratory consisting of the for-profit corporation OpenAI LP and its parent company, the non-profit OpenAI Inc. Create Post submission guidelines We welcome all posts around the topic of OpenAI - technical articles, personal stories, and discussions around GPT-3, ChatGPT, DALL-E, and Whisper! Older #openai 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 We Tested GPT-5.2/Pro vs. Opus 4.5 vs. Gemini 3 on 3 Real-World Coding Tasks Darko from Kilo Darko from Kilo Darko from Kilo Follow Dec 16 '25 We Tested GPT-5.2/Pro vs. Opus 4.5 vs. Gemini 3 on 3 Real-World Coding Tasks # gemini # claude # openai # coding 1 reaction Comments Add Comment 10 min read What Is Prompt Engineering? Muhammad Rameez Yousuf Muhammad Rameez Yousuf Muhammad Rameez Yousuf Follow Dec 12 '25 What Is Prompt Engineering? # promptengineering # openai # webdev # ai Comments Add Comment 2 min read How I Built an AI-Powered Website Modernizer in 3 Days with Kiro Manikant Kella Manikant Kella Manikant Kella Follow Dec 5 '25 How I Built an AI-Powered Website Modernizer in 3 Days with Kiro # kiro # openai # ai # productivity Comments Add Comment 6 min read Are Google and OpenAI silencing pioneers, and is the government allowing it? Is being a creator a crime? Gonzalo Emir Gonzalo Emir Gonzalo Emir Follow Dec 5 '25 Are Google and OpenAI silencing pioneers, and is the government allowing it? Is being a creator a crime? # ai # programming # openai # cybersecurity Comments Add Comment 3 min read Exploring the OpenAI-Compatible APIs in Amazon Bedrock: A CLI Journey Through Project Mantle Danilo Poccia Danilo Poccia Danilo Poccia Follow for AWS Dec 16 '25 Exploring the OpenAI-Compatible APIs in Amazon Bedrock: A CLI Journey Through Project Mantle # aws # ai # python # openai 7 reactions Comments Add Comment 8 min read Why Your AI Is Suddenly Making You Wait. ⏳ Naved Shaikh Naved Shaikh Naved Shaikh Follow Jan 7 Why Your AI Is Suddenly Making You Wait. ⏳ # ai # deepseek # openai # softwareengineering 10 reactions Comments Add Comment 1 min read Using Vercel AI SDK with Google Gemini: Complete Guide Ramandeep Singh Ramandeep Singh Ramandeep Singh Follow Dec 2 '25 Using Vercel AI SDK with Google Gemini: Complete Guide # ai # gemini # openai # typescript Comments Add Comment 3 min read OpenAI reports Mixpanel security incident; limited API analytics data affected,no credentials exposed Saiki Sarkar Saiki Sarkar Saiki Sarkar Follow Dec 1 '25 OpenAI reports Mixpanel security incident; limited API analytics data affected,no credentials exposed # news # openai # api # security Comments Add Comment 2 min read How Large Language Models Work: A Simple Overview for Beginners Lokeswaran Aruljothi Lokeswaran Aruljothi Lokeswaran Aruljothi Follow Jan 2 How Large Language Models Work: A Simple Overview for Beginners # ai # llm # openai 1 reaction Comments Add Comment 8 min read Integrating OpenAI API into React: A Comprehensive Architectural Approach Mihir Shah Mihir Shah Mihir Shah Follow Dec 3 '25 Integrating OpenAI API into React: A Comprehensive Architectural Approach # react # openai # api # javascript Comments Add Comment 3 min read I Analyzed 60+ LLM Models and Found Companies Overpay by 50-90%. Here's Why. Khursheed Hassan Khursheed Hassan Khursheed Hassan Follow Dec 30 '25 I Analyzed 60+ LLM Models and Found Companies Overpay by 50-90%. Here's Why. # ai # finops # openai # llm 3 reactions Comments Add Comment 6 min read OpenAI’s ChatGPT Marks 3 Years, Transforming Work and Daily Life Worldwide Saiki Sarkar Saiki Sarkar Saiki Sarkar Follow Nov 27 '25 OpenAI’s ChatGPT Marks 3 Years, Transforming Work and Daily Life Worldwide # news # openai # ai # chatgpt Comments Add Comment 2 min read Benchmarking GPT-5.1 vs Gemini 3.0 v Opus 4.5 across 3 Coding Tasks Darko from Kilo Darko from Kilo Darko from Kilo Follow Nov 26 '25 Benchmarking GPT-5.1 vs Gemini 3.0 v Opus 4.5 across 3 Coding Tasks # openai # anthropic # gemini # ai Comments Add Comment 14 min read Build an AI-Powered Web App with GPT-5 and Next.js in 30 Minutes Pixel Mosaic Pixel Mosaic Pixel Mosaic Follow Dec 31 '25 Build an AI-Powered Web App with GPT-5 and Next.js in 30 Minutes # nextjs # react # openai # ai Comments Add Comment 3 min read Como Criar um Chatbot com RAG do Zero: Guia Prático com OpenAI e Qdrant Alberto Luiz Souza Alberto Luiz Souza Alberto Luiz Souza Follow Dec 29 '25 Como Criar um Chatbot com RAG do Zero: Guia Prático com OpenAI e Qdrant # openai # rag # ai # tutorial 2 reactions Comments Add Comment 7 min read WTF OPEN IA? Atilano Tobón Isaac Atilano Tobón Isaac Atilano Tobón Isaac Follow Nov 27 '25 WTF OPEN IA? # watercooler # openai # security # discuss Comments Add Comment 1 min read Obedient Checkouts Rich Jeffries Rich Jeffries Rich Jeffries Follow Nov 27 '25 Obedient Checkouts # ai # openai 1 reaction Comments Add Comment 5 min read Comparing Open AI MCP and Anthropic MCP Aun Raza Aun Raza Aun Raza Follow Nov 24 '25 Comparing Open AI MCP and Anthropic MCP # ai # openai # anthropic # mcp Comments Add Comment 4 min read Building High-Performance AI Infrastructure with Rust: Cortex Memory's Technology Selection and Engineering Experience Sopaco Sopaco Sopaco Follow Dec 28 '25 Building High-Performance AI Infrastructure with Rust: Cortex Memory's Technology Selection and Engineering Experience # rust # agents # openai 1 reaction Comments Add Comment 12 min read Design and Implementation of AI Memory System Evaluation Framework: How to Scientifically Measure Memory Quality Sopaco Sopaco Sopaco Follow Dec 28 '25 Design and Implementation of AI Memory System Evaluation Framework: How to Scientifically Measure Memory Quality # openai # rust # agents Comments Add Comment 11 min read From Conversation History to Intelligent Memory: How Cortex Memory Redefines AI Memory Systems Sopaco Sopaco Sopaco Follow Dec 28 '25 From Conversation History to Intelligent Memory: How Cortex Memory Redefines AI Memory Systems # openai # gemini # agents Comments Add Comment 10 min read From Stateless to Memory-Enabled: The Evolution of AI Agent Memory Systems and Cortex Memory's Practice Sopaco Sopaco Sopaco Follow Dec 28 '25 From Stateless to Memory-Enabled: The Evolution of AI Agent Memory Systems and Cortex Memory's Practice # openai # chatgpt # gemini Comments Add Comment 6 min read AI-Powered Cypress Test Generation from Natural Language v2.0 — Now with cy.prompt() Self-Healing Let's Automate 🛡️ Let's Automate 🛡️ Let's Automate 🛡️ Follow for AI and QA Leaders Dec 27 '25 AI-Powered Cypress Test Generation from Natural Language v2.0 — Now with cy.prompt() Self-Healing # openai # ai # softwaretesting # cypress 1 reaction Comments Add Comment 4 min read Our RAG system still failed on hierarchical metrics — Part 2 JunYoungMoon JunYoungMoon JunYoungMoon Follow Dec 15 '25 Our RAG system still failed on hierarchical metrics — Part 2 # rag # springboot # openai # systemdesign 5 reactions Comments Add Comment 6 min read 使用 Gitea Actions 與 OpenAI 實現自動化 PR Code Review Let's Write Let's Write Let's Write Follow Nov 23 '25 使用 Gitea Actions 與 OpenAI 實現自動化 PR Code Review # gitea # openai # codereview # ai 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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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 Organization actions Cloudinary Cloudinary is a cloud-based service for image and video management. It offers uploading, storage, manipulation, optimization, and delivery of media files, improving website load times and UX. Joined Joined on Jul 28, 2023 External link icon Meet the team Post 11 posts published Member 6 members Hacktoberfest as a First-Time Maintainer Hacktoberfest: Open Source Reflections Eric Portis Eric Portis Eric Portis Follow Dec 19 '25 Hacktoberfest as a First-Time Maintainer # hacktoberfest # opensource # community 5 reactions Comments 1 comment 6 min read Build Holiday Card Collages with One Line of Code Jen Looper Jen Looper Jen Looper Follow Dec 4 '25 Build Holiday Card Collages with One Line of Code # webdev # astro # react # codepen 12 reactions Comments 3 comments 6 min read Cloudinary Transformations, But Make It a Mystery Adventure - meet Clara Denari! Jen Looper Jen Looper Jen Looper Follow Sep 30 '25 Cloudinary Transformations, But Make It a Mystery Adventure - meet Clara Denari! # webdev # programming # ai # codenewbie 1 reaction Comments 1 comment 3 min read Build a Docs‑Aware Chatbot with React, Vite, Node, and OpenAI (plus fun DALL·E avatars) Pato Pato Pato Follow Sep 17 '25 Build a Docs‑Aware Chatbot with React, Vite, Node, and OpenAI (plus fun DALL·E avatars) # react # cloudinary # firebase # aws 6 reactions Comments 1 comment 6 min read Docs and LLM Clients in the IDE: Smarter Together Sharon Yelenik Sharon Yelenik Sharon Yelenik Follow Sep 14 '25 Docs and LLM Clients in the IDE: Smarter Together # llm # media # webdev # developers 13 reactions Comments 4 comments 11 min read Turn Any Image into a Blog Post with AI (React, Cloudinary & OpenAI) Pato Pato Pato Follow Sep 8 '25 Turn Any Image into a Blog Post with AI (React, Cloudinary & OpenAI) # react # cloudinary # openai # javascript 10 reactions Comments 1 comment 7 min read What To Do if Your Web Site Is as Slow as Molasses in January Jen Looper Jen Looper Jen Looper Follow Jul 30 '25 What To Do if Your Web Site Is as Slow as Molasses in January # webdev # codenewbie # webperf # programming 8 reactions Comments Add Comment 5 min read Uncovering Family History with Cloudinary’s Image Transformations, Goose, and MCP Servers Jen Looper Jen Looper Jen Looper Follow Jul 24 '25 Uncovering Family History with Cloudinary’s Image Transformations, Goose, and MCP Servers # codenewbie # mcp # programming # ai 18 reactions Comments Add Comment 4 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/sunny7899/high-performance-gpus-or-tpus-vs-cpus-51gm	High-performance GPUs or TPUs vs CPUs - 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 Neweraofcoding Posted on Jan 11 High-performance GPUs or TPUs vs CPUs # ai # architecture # performance # machinelearning High-performance GPUs and TPUs are needed because many modern computing problems (especially AI, ML, and data-heavy workloads ) require massive parallel computation that traditional CPUs are too slow or inefficient to handle. Why CPUs Are Not Enough CPUs are designed for: Few complex tasks Sequential processing General-purpose computing But modern workloads involve: Millions/billions of calculations at once Large matrix operations Repetitive math operations (AI, graphics, simulations) This is where GPUs and TPUs shine. 🚀 GPUs (Graphics Processing Units) What GPUs Are Built For Thousands of small cores Massive parallel processing High memory bandwidth Why GPUs Are Needed AI model training & inference Image/video processing Gaming & 3D rendering Scientific simulations Crypto & data analytics Benefits of GPUs ✅ Parallelism – thousands of calculations simultaneously ✅ Much faster training of ML models ✅ Cost-effective (general-purpose accelerator) ✅ Flexible – supports many frameworks (CUDA, OpenCL, TensorFlow, PyTorch) Popular GPU Providers NVIDIA AMD ⚡ TPUs (Tensor Processing Units) What TPUs Are TPUs are custom chips built specifically for AI workloads , mainly deep learning. Why TPUs Exist AI models rely heavily on matrix multiplication GPUs are good, but not optimized only for AI TPUs are designed only for tensor operations Benefits of TPUs ✅ Extremely fast AI training & inference ✅ Lower power consumption than GPUs ✅ Optimized for TensorFlow ✅ Scales easily for large models TPU Provider Google 🧠 GPU vs TPU (Quick Comparison) Feature GPU TPU Purpose General parallel computing AI-only Flexibility Very high Limited AI Performance High Extremely high Power Efficiency Moderate Very high Ease of Use Easier Requires TensorFlow Cloud Availability Widely available Mostly Google Cloud 📌 When Do You Need Them? You Need GPUs if: You want flexibility You do AI + graphics + data processing You are building startups or SaaS products You use PyTorch or mixed workloads You Need TPUs if: You train very large AI models You care about speed + power efficiency You use TensorFlow You run AI at scale (big companies) Real-World Example Training a large AI model: CPU → weeks GPU → days TPU → hours Simple Analogy CPU → One very smart worker GPU → 10,000 workers doing simple tasks together TPU → 10,000 workers trained for only one job (AI math) 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 Neweraofcoding Follow Expert Front end developer with Angular, and React experience Location Delhi India Joined Nov 4, 2020 More from Neweraofcoding Java EE / Enterprise Java Technologies – Practical Guide # architecture # backend # java How to Integrate Zomato MCP in a Next.js Application # nextjs # tutorial # mcp # ai AI-Assisted Development Workflows # webdev # ai # programming # productivity 💎 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 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 ! 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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 — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions <devtips/> Dev tips for folks who break things on purpose. Cloud, AI, and DevOps workflows that work. Daily stories, scars, and lessons. videos: youtube.com/@Runitbare Location Finland Joined Joined on Feb 27, 2025 Email address devtips@runitbare.com Personal website https://www.runitbare.com twitter website Pronouns he/him Work 🔹 Blogging at More info about @dev_tips Badges #Discuss Awarded for sharing the top weekly post under the #discuss tag. Got it Close Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close Skills/Languages 🔹 Cloud Platforms: AWS, Azure, GCP 🔹 DevOps: Docker, Kubernetes, Terraform 🔹 Programming: Python, JavaScript, Go 🔹 Infrastructure: CI/CD, Serverless, Microservices Currently learning 🔹 Keeping up with the latest in cloud computing, DevOps, and software architecture Currently hacking on 🔹 Run.it.Bare Available for 🔹 Cloud consulting for developers & teams 🔹 Technical content & collaboration 🔹 Discussing DevOps, cloud migration, and scalable solutions Post 271 posts published Comment 0 comments written Tag 11 tags followed I spent years mastering Git, then Lazygit made me faster in a week. <devtips/> <devtips/> <devtips/> Follow Dec 17 '25 I spent years mastering Git, then Lazygit made me faster in a week. # webdev # programming # github # git 1 reaction Comments Add Comment 27 min read You’re not building Netflix stop coding like you are. <devtips/> <devtips/> <devtips/> Follow Dec 14 '25 You’re not building Netflix stop coding like you are. # webdev # programming # ai # netflix 1 reaction Comments Add Comment 28 min read The hidden burnout devs face even when they love the work <devtips/> <devtips/> <devtips/> Follow Dec 14 '25 The hidden burnout devs face even when they love the work # webdev # programming # ai # burnout Comments Add Comment 21 min read The 3 books that finally rewired my developer brain <devtips/> <devtips/> <devtips/> Follow Dec 14 '25 The 3 books that finally rewired my developer brain # webdev # programming # ai # books 1 reaction Comments Add Comment 24 min read Am I still a real developer if AI writes half my code? <devtips/> <devtips/> <devtips/> Follow Dec 14 '25 Am I still a real developer if AI writes half my code? # ai # webdev # programming # coding 2 reactions Comments 1 comment 28 min read Kubernetes Just Retired the Ingress Everyone Thought Was “The Default” <devtips/> <devtips/> <devtips/> Follow Dec 14 '25 Kubernetes Just Retired the Ingress Everyone Thought Was “The Default” # kubernetes # webdev # programming # ai 1 reaction Comments Add Comment 34 min read 30 days without AI: what I learned when I finally used my brain again <devtips/> <devtips/> <devtips/> Follow Nov 27 '25 30 days without AI: what I learned when I finally used my brain again # discuss # webdev # ai # programming 1 reaction Comments Add Comment 24 min read Google won the AI race… but did devs actually win anything? <devtips/> <devtips/> <devtips/> Follow Nov 27 '25 Google won the AI race… but did devs actually win anything? # webdev # ai # programming # gemini Comments Add Comment 42 min read The Dockerfile mistakes even senior devs make (and yes, I learned them the the hard way) <devtips/> <devtips/> <devtips/> Follow Nov 27 '25 The Dockerfile mistakes even senior devs make (and yes, I learned them the the hard way) # webdev # ai # programming # development Comments 1 comment 22 min read The three cloud giants down in 30 days what’s actually going on? <devtips/> <devtips/> <devtips/> Follow Nov 27 '25 The three cloud giants down in 30 days what’s actually going on? # webdev # programming # cloud # devops 2 reactions Comments Add Comment 30 min read Multicloud: Freedom or a Fancy Form of Chaos? <devtips/> <devtips/> <devtips/> Follow Nov 27 '25 Multicloud: Freedom or a Fancy Form of Chaos? # webdev # ai # multicloud # cloud 1 reaction Comments Add Comment 55 min read Gambiarra is the real engineering superpower no one admits using <devtips/> <devtips/> <devtips/> Follow Nov 27 '25 Gambiarra is the real engineering superpower no one admits using # webdev # ai # programming # software Comments Add Comment 28 min read Too ambitious to quit, too lazy to start? Read this instead. <devtips/> <devtips/> <devtips/> Follow Nov 27 '25 Too ambitious to quit, too lazy to start? Read this instead. # webdev # ai # programming # coding 1 reaction Comments Add Comment 26 min read How to learn any language (even if you still forget semicolons) <devtips/> <devtips/> <devtips/> Follow Nov 13 '25 How to learn any language (even if you still forget semicolons) # webdev # ai # programming # career 1 reaction Comments 1 comment 28 min read Fast Code, Fragile Security: How DevSecOps Lost Control (and How We Fix It) <devtips/> <devtips/> <devtips/> Follow Nov 9 '25 Fast Code, Fragile Security: How DevSecOps Lost Control (and How We Fix It) # webdev # ai # devops # devsecops Comments 1 comment 29 min read The Real AI Startup Stack: $33M Valuations, $1.2K OpenAI Bills <devtips/> <devtips/> <devtips/> Follow Nov 9 '25 The Real AI Startup Stack: $33M Valuations, $1.2K OpenAI Bills # discuss # webdev # ai # programming 3 reactions Comments 1 comment 26 min read Europe just dropped a cloud rulebook (and it’s actually good) <devtips/> <devtips/> <devtips/> Follow Nov 5 '25 Europe just dropped a cloud rulebook (and it’s actually good) # webdev # programming # cloud # devops Comments 1 comment 26 min read TypeScript Rewrote Itself in Go?! What That “10x Faster” Hype Really Means <devtips/> <devtips/> <devtips/> Follow Nov 5 '25 TypeScript Rewrote Itself in Go?! What That “10x Faster” Hype Really Means # go # webdev # programming # coding 1 reaction Comments Add Comment 36 min read Trick or Outage? October’s AWS + Azure Double Scare. <devtips/> <devtips/> <devtips/> Follow Nov 5 '25 Trick or Outage? October’s AWS + Azure Double Scare. # webdev # programming # aws # azure Comments Add Comment 25 min read The Weirdest Linux Distros That Shouldn’t Exist (But Absolutely Do) <devtips/> <devtips/> <devtips/> Follow Nov 5 '25 The Weirdest Linux Distros That Shouldn’t Exist (But Absolutely Do) # webdev # programming # linux # coding 1 reaction Comments 1 comment 25 min read The 2-hour upgrade: coder engineer <devtips/> <devtips/> <devtips/> Follow Nov 5 '25 The 2-hour upgrade: coder engineer # webdev # ai # programming # coding 1 reaction Comments Add Comment 32 min read When Oracle Got Hacked (and the Hackers Fought Each Other) <devtips/> <devtips/> <devtips/> Follow Nov 5 '25 When Oracle Got Hacked (and the Hackers Fought Each Other) # webdev # ai # cybersecurity # softwaredevelopment Comments Add Comment 42 min read Copilot is gaslighting developers and we’re all pretending it’s fine <devtips/> <devtips/> <devtips/> Follow Nov 5 '25 Copilot is gaslighting developers and we’re all pretending it’s fine # webdev # programming # development # devops 17 reactions Comments 5 comments 28 min read The AI Speed Illusion <devtips/> <devtips/> <devtips/> Follow Nov 5 '25 The AI Speed Illusion # webdev # programming # ai # coding Comments Add Comment 29 min read Why Finnish devs outperform silicon valley (long-term): The nordic way of code <devtips/> <devtips/> <devtips/> Follow Nov 5 '25 Why Finnish devs outperform silicon valley (long-term): The nordic way of code # webdev # coding # siliconvalley # programming 1 reaction Comments Add Comment 36 min read Vibe Coding Vibe Deployment: The Next Big DevOps Shift <devtips/> <devtips/> <devtips/> Follow Nov 5 '25 Vibe Coding Vibe Deployment: The Next Big DevOps Shift # webdev # ai # programming # coding Comments Add Comment 30 min read DevSecOps Is Broken (and We All Kinda Know It) <devtips/> <devtips/> <devtips/> Follow Nov 5 '25 DevSecOps Is Broken (and We All Kinda Know It) # webdev # ai # devops # programming 5 reactions Comments Add Comment 35 min read The older I get, the better my code becomes <devtips/> <devtips/> <devtips/> Follow Nov 5 '25 The older I get, the better my code becomes # webdev # programming # ai # career 1 reaction Comments Add Comment 30 min read Load Balancing 100,000 WebSockets (and Somehow Surviving It) <devtips/> <devtips/> <devtips/> Follow Nov 5 '25 Load Balancing 100,000 WebSockets (and Somehow Surviving It) # webdev # programming # ai # database 1 reaction Comments Add Comment 36 min read Reinventing Kubernetes in 2025: a post-mortem of my “simple” stack <devtips/> <devtips/> <devtips/> Follow Nov 5 '25 Reinventing Kubernetes in 2025: a post-mortem of my “simple” stack # webdev # programming # kubernetes # devops 23 reactions Comments 9 comments 33 min read My CI/CD bot fixed production while I slept until it didn’t <devtips/> <devtips/> <devtips/> Follow Nov 5 '25 My CI/CD bot fixed production while I slept until it didn’t # webdev # ai # cicd # softwaredevelopment Comments 2 comments 24 min read When numbers lie: the Java equality bug every dev hits at least once <devtips/> <devtips/> <devtips/> Follow Nov 5 '25 When numbers lie: the Java equality bug every dev hits at least once # ai # webdev # programming # java Comments Add Comment 71 min read AI won’t replace you, but bad AI habits will <devtips/> <devtips/> <devtips/> Follow Nov 4 '25 AI won’t replace you, but bad AI habits will # discuss # webdev # ai # programming 4 reactions Comments Add Comment 31 min read My Thoughts on the 2025 Stack Overflow Survey: The Hype, the Reality, the Gap <devtips/> <devtips/> <devtips/> Follow Nov 4 '25 My Thoughts on the 2025 Stack Overflow Survey: The Hype, the Reality, the Gap # webdev # programming # ai # blockchain 1 reaction Comments Add Comment 26 min read Work hard, ship code, go home: Why hustle culture is cringe <devtips/> <devtips/> <devtips/> Follow Sep 29 '25 Work hard, ship code, go home: Why hustle culture is cringe # discuss # career # mentalhealth # productivity 4 reactions Comments 1 comment 25 min read Stop writing code that future devs will hate you for <devtips/> <devtips/> <devtips/> Follow Sep 29 '25 Stop writing code that future devs will hate you for # webdev # programming # ai # coding 1 reaction Comments Add Comment 37 min read The AI bubble is bursting and devs are back in the game <devtips/> <devtips/> <devtips/> Follow Sep 24 '25 The AI bubble is bursting and devs are back in the game # discuss # webdev # programming # ai 4 reactions Comments 3 comments 32 min read Kubernetes isn’t dead, you just misused it. <devtips/> <devtips/> <devtips/> Follow Sep 24 '25 Kubernetes isn’t dead, you just misused it. # programming # coding # kubernetes # devops 6 reactions Comments Add Comment 34 min read From Kaizen to Wabi-Sabi: What Japanese Developers Taught Me About Writing Code That Lasts <devtips/> <devtips/> <devtips/> Follow Sep 24 '25 From Kaizen to Wabi-Sabi: What Japanese Developers Taught Me About Writing Code That Lasts # webdev # programming # coding # javascript 1 reaction Comments 1 comment 31 min read Forget Meta Ray-Ban Glasses. The Neural Band Is the Real Platform (If Devs Get In) <devtips/> <devtips/> <devtips/> Follow Sep 24 '25 Forget Meta Ray-Ban Glasses. The Neural Band Is the Real Platform (If Devs Get In) # webdev # programming 1 reaction Comments Add Comment 39 min read Are you still calling yourself DevOps? That role won’t exist in 2026. <devtips/> <devtips/> <devtips/> Follow Sep 24 '25 Are you still calling yourself DevOps? That role won’t exist in 2026. # discuss # webdev # programming # devops 4 reactions Comments Add Comment 35 min read Hexagonal vs Clean vs Onion: which one actually survives your app in 2026? <devtips/> <devtips/> <devtips/> Follow Sep 24 '25 Hexagonal vs Clean vs Onion: which one actually survives your app in 2026? # webdev # programming # ai # devops 1 reaction Comments Add Comment 38 min read Are you T-shaped? The only Developers Who’ll Have Jobs in 2026 <devtips/> <devtips/> <devtips/> Follow Sep 16 '25 Are you T-shaped? The only Developers Who’ll Have Jobs in 2026 # webdev # programming # devchallenge # development 2 reactions Comments Add Comment 29 min read The fake GitHub economy no one talks about: Stars, Followers, and $5k Accounts. <devtips/> <devtips/> <devtips/> Follow Sep 15 '25 The fake GitHub economy no one talks about: Stars, Followers, and $5k Accounts. # discuss # webdev # programming # github 2 reactions Comments 1 comment 28 min read 15 rust tools to level up your Linux terminal <devtips/> <devtips/> <devtips/> Follow Sep 15 '25 15 rust tools to level up your Linux terminal # webdev # programming # rust # linux 2 reactions Comments 1 comment 55 min read Pods aren’t just containers: deep Kubernetes tricks every DevOps should know <devtips/> <devtips/> <devtips/> Follow Sep 15 '25 Pods aren’t just containers: deep Kubernetes tricks every DevOps should know # webdev # programming # kubernetes # postgres 3 reactions Comments Add Comment 27 min read The only “Cheat Code” that actually makes you a better developer <devtips/> <devtips/> <devtips/> Follow Sep 15 '25 The only “Cheat Code” that actually makes you a better developer # webdev # programming # tutorial # devops 5 reactions Comments Add Comment 40 min read From Panic to Pull Request: The Developer’s Confidence Changelog <devtips/> <devtips/> <devtips/> Follow Sep 15 '25 From Panic to Pull Request: The Developer’s Confidence Changelog # webdev # programming # development # developer 1 reaction Comments Add Comment 32 min read The smartest devs i know obsess over a skill most engineers ignore <devtips/> <devtips/> <devtips/> Follow Sep 11 '25 The smartest devs i know obsess over a skill most engineers ignore # discuss # webdev # programming # java 1 reaction Comments Add Comment 31 min read Kafka’s creators just replaced it should you burn your cluster or wait it out? <devtips/> <devtips/> <devtips/> Follow Sep 10 '25 Kafka’s creators just replaced it should you burn your cluster or wait it out? # webdev # programming # kafka # devops 1 reaction Comments Add Comment 35 min read Software dev isn’t life or death (but it sure feels like it) <devtips/> <devtips/> <devtips/> Follow Sep 10 '25 Software dev isn’t life or death (but it sure feels like it) # webdev # programming # ai # devops 1 reaction Comments Add Comment 26 min read The AI terminal wars: why Warp is beating Claude, Gemini, and Goose <devtips/> <devtips/> <devtips/> Follow Sep 8 '25 The AI terminal wars: why Warp is beating Claude, Gemini, and Goose # webdev # programming # ai # terminal 1 reaction Comments Add Comment 26 min read We Pushed Go, Rust, and Node to One Million Users, Here’s Who Broke First <devtips/> <devtips/> <devtips/> Follow Sep 8 '25 We Pushed Go, Rust, and Node to One Million Users, Here’s Who Broke First # webdev # programming # go # rust 1 reaction Comments Add Comment 32 min read The Postgres vs MySQL Myth: Two Gods, One Eternal Curse <devtips/> <devtips/> <devtips/> Follow Sep 8 '25 The Postgres vs MySQL Myth: Two Gods, One Eternal Curse # webdev # programming # postgres # mysql 1 reaction Comments Add Comment 45 min read When one senior dev quit, it cost us $120k and nearly broke the team <devtips/> <devtips/> <devtips/> Follow Sep 8 '25 When one senior dev quit, it cost us $120k and nearly broke the team # webdev # programming # development # productivity Comments Add Comment 35 min read Why TypeScript’s Type vs Interface War Never Ends (and What It Says About Dev Culture) <devtips/> <devtips/> <devtips/> Follow Sep 8 '25 Why TypeScript’s Type vs Interface War Never Ends (and What It Says About Dev Culture) # webdev # programming # typescript # ai 1 reaction Comments Add Comment 50 min read Fortran’s unlikely comeback from programming’s past to powering AI and HPC <devtips/> <devtips/> <devtips/> Follow Sep 8 '25 Fortran’s unlikely comeback from programming’s past to powering AI and HPC # webdev # programming # ai # devops 1 reaction Comments Add Comment 35 min read I rage quit my second brain and it actually made me a better developer <devtips/> <devtips/> <devtips/> Follow Sep 8 '25 I rage quit my second brain and it actually made me a better developer # webdev # programming # beginners # tutorial 1 reaction Comments Add Comment 33 min read Microservices are dead? why devs are rage-quitting the hype and going back to monoliths <devtips/> <devtips/> <devtips/> Follow Sep 8 '25 Microservices are dead? why devs are rage-quitting the hype and going back to monoliths # webdev # programming # microservices # development 1 reaction Comments Add Comment 30 min read Octarine finally made kubernetes feel sane now here’s what I want in 2.0 <devtips/> <devtips/> <devtips/> Follow Sep 1 '25 Octarine finally made kubernetes feel sane now here’s what I want in 2.0 # webdev # programming # ai # kubernetes 1 reaction Comments Add Comment 40 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://dev.to/t/mentalhealth/page/2	Mental Health Page 2 - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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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 Mental Health Follow Hide Mental health matters! Break the stigma. We can empower ourselves and each other to invest in our mental health. We can give support and care to ourselves and each other while we struggle. Let's talk about making our mental health priority. Create Post about #mentalhealth Posts should be related to mental health. This is a pretty wide category but some things that are included are: Managing mental health as a developer Living with mental illness and how it affects your work Ways to cope with mental health issues Avoiding burn out Tools, apps, and methods that help you with your mental health ...and more “Your mental health is a priority. Your happiness is an essential. Your self-care is a necessity.” Struggling? Help is out there. Click here to find a list of global mental health resources and hotlines. Older #mentalhealth 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 How to Reduce AI Dependency While Still Using It Daily James Patterson James Patterson James Patterson Follow Jan 2 How to Reduce AI Dependency While Still Using It Daily # ai # mentalhealth # productivity Comments Add Comment 2 min read How to Stay Connected as a Couple During High-Stress Seasons Daily Dose Of Dee Daily Dose Of Dee Daily Dose Of Dee Follow Jan 2 How to Stay Connected as a Couple During High-Stress Seasons # watercooler # mentalhealth # motivation Comments Add Comment 2 min read Voice Journaling for Mental Clarity: How to Build Your Own AI-Powered Reflection Tool wellallyTech wellallyTech wellallyTech Follow Jan 6 Voice Journaling for Mental Clarity: How to Build Your Own AI-Powered Reflection Tool # ai # openai # node # mentalhealth Comments Add Comment 2 min read I Built a Mental Health SaaS for Entrepreneurs - Here's the Tech Stack Ben Stone Ben Stone Ben Stone Follow Jan 1 I Built a Mental Health SaaS for Entrepreneurs - Here's the Tech Stack # startup # nextjs # saas # mentalhealth Comments Add Comment 1 min read Best Buddhist Temples in the World: A Journey Through Global Spiritual Heritage Naman Saxena Naman Saxena Naman Saxena Follow Jan 3 Best Buddhist Temples in the World: A Journey Through Global Spiritual Heritage # watercooler # mentalhealth # resources 1 reaction Comments Add Comment 4 min read Il Bug della Dignità: Cronaca di un’illusione ereditaria Michele Carino Michele Carino Michele Carino Follow Dec 30 '25 Il Bug della Dignità: Cronaca di un’illusione ereditaria # discuss # career # mentalhealth Comments Add Comment 2 min read Human dignity bug: chronicles of an inherited delusion Michele Carino Michele Carino Michele Carino Follow Dec 30 '25 Human dignity bug: chronicles of an inherited delusion # discuss # career # mentalhealth Comments Add Comment 2 min read Why Gamification Actually Works for Developer Productivity (And Why I Was Wrong to Dismiss It) Lux Seminare Lux Seminare Lux Seminare Follow Dec 31 '25 Why Gamification Actually Works for Developer Productivity (And Why I Was Wrong to Dismiss It) # developer # motivation # mentalhealth # productivity Comments Add Comment 9 min read How I Stay Healthy While Working 250 Hours a Month as a Software Engineer ryo ariyama ryo ariyama ryo ariyama Follow Dec 30 '25 How I Stay Healthy While Working 250 Hours a Month as a Software Engineer # webdev # programming # mentalhealth # softwareengineering Comments Add Comment 3 min read Why SWEs are afraid of making mistakes TechPreneur: lesswork&earnmore TechPreneur: lesswork&earnmore TechPreneur: lesswork&earnmore Follow Jan 2 Why SWEs are afraid of making mistakes # beginners # career # mentalhealth Comments Add Comment 13 min read I Tried a 7-Day Dopamine Detox: The Hardest Part Wasn’t What I Expected yusuf yonturk yusuf yonturk yusuf yonturk Follow Dec 29 '25 I Tried a 7-Day Dopamine Detox: The Hardest Part Wasn’t What I Expected # discuss # productivity # mentalhealth # devlife Comments Add Comment 4 min read How to Build Stability With Variable Income Brian Davies Brian Davies Brian Davies Follow Jan 2 How to Build Stability With Variable Income # career # mentalhealth # productivity Comments Add Comment 3 min read Not Everything Is Late. Zainab Zainab Zainab Follow Dec 28 '25 Not Everything Is Late. # discuss # career # learning # mentalhealth Comments Add Comment 3 min read Standing Alone Before God -Into a New Year Congo Musah Congo Musah Congo Musah Follow Dec 31 '25 Standing Alone Before God -Into a New Year # discuss # mentalhealth # watercooler 1 reaction Comments Add Comment 2 min read 7 Breakup Recovery App Strategies to Heal Faster in 2026 Anas Kayssi Anas Kayssi Anas Kayssi Follow Jan 9 7 Breakup Recovery App Strategies to Heal Faster in 2026 # mentalhealth # digitalwellbeing # selfimprovement # techtools Comments Add Comment 8 min read 7 AI Girlfriend App Strategies to Overcome Social Anxiety in 2026 Anas Kayssi Anas Kayssi Anas Kayssi Follow Jan 9 7 AI Girlfriend App Strategies to Overcome Social Anxiety in 2026 # ai # mentalhealth # techethics # developercommunity Comments Add Comment 7 min read Choosing Yourself Without Guilt: A Lesson I Learned the Hard Way as a Developer Zainab Zainab Zainab Follow for CareerByteCode Dec 28 '25 Choosing Yourself Without Guilt: A Lesson I Learned the Hard Way as a Developer # devjournal # career # productivity # mentalhealth 1 reaction Comments Add Comment 3 min read Developer Burnout: How Your Git History Can Improve Your Well-Beinga wellallyTech wellallyTech wellallyTech Follow Dec 24 '25 Developer Burnout: How Your Git History Can Improve Your Well-Beinga # python # datascience # mentalhealth # machinelearning Comments Add Comment 2 min read Suffering = Pain * Resistance (and the Role of Self-Compassion) munyoki_kilyungi munyoki_kilyungi munyoki_kilyungi Follow Jan 6 Suffering = Pain * Resistance (and the Role of Self-Compassion) # discuss # mentalhealth # watercooler Comments Add Comment 3 min read 2025 Yearly Recap Dany Paredes Dany Paredes Dany Paredes Follow Dec 28 '25 2025 Yearly Recap # devjournal # mentalhealth # writing 1 reaction Comments Add Comment 2 min read Why I Built Eunonix: From Chaos to Clarity Aniket Sharma Aniket Sharma Aniket Sharma Follow Dec 18 '25 Why I Built Eunonix: From Chaos to Clarity # productivity # startup # mentalhealth Comments Add Comment 2 min read Why Mental Health Issues Are Rising (And What Modern Life Is Doing to Our Brains) NVelUp NVelUp NVelUp Follow Dec 17 '25 Why Mental Health Issues Are Rising (And What Modern Life Is Doing to Our Brains) # mentalhealth Comments Add Comment 3 min read In Defense of Rudolph (and Against State-Sanctioned Reindeer Bullying) John Napiorkowski John Napiorkowski John Napiorkowski Follow Dec 14 '25 In Defense of Rudolph (and Against State-Sanctioned Reindeer Bullying) # watercooler # leadership # mentalhealth # discuss Comments Add Comment 3 min read Refactoring Legacy Code in the Human OS: Why Developers Need a Different Kind of Debugger Aleksei Sergeevich Aleksei Sergeevich Aleksei Sergeevich Follow Dec 12 '25 Refactoring Legacy Code in the Human OS: Why Developers Need a Different Kind of Debugger # productivity # career # mentalhealth # softskills Comments Add Comment 1 min read Ready to Quit LeetCode? Here's How to Push Through Alex Hunter Alex Hunter Alex Hunter Follow Dec 11 '25 Ready to Quit LeetCode? Here's How to Push Through # mentalhealth # motivation # studytips # anxiety Comments Add Comment 8 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. Log in Create account	2026-01-13T08:49:44
https://dev.to/tlakomy/quick-guide-to-css-grid-1b95	Quick guide to CSS Grid - 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 Tomasz Łakomy Posted on Dec 27, 2023           Quick guide to CSS Grid # css # grid Grid Container First, you designate an element as a grid container. This element will hold the grid items (your content). You can do this by setting the element's display property to grid or inline-grid . .container { display : grid ; } Enter fullscreen mode Exit fullscreen mode /* Or for an inline grid / .inline-container { display : inline-grid ; } Enter fullscreen mode Exit fullscreen mode Defining Rows and Columns You define the rows and columns in the grid container using grid-template-rows and grid-template-columns . .container { display : grid ; grid-template-columns : 100px 200px auto ; grid-template-rows : 50px 100px ; } Enter fullscreen mode Exit fullscreen mode Grid Gap Grid gap is the space between each row and column. Use grid-gap , grid-row-gap , and grid-column-gap . .container { display : grid ; grid-gap : 10px ; / Space between rows and columns / } Enter fullscreen mode Exit fullscreen mode Placing Items You can place grid items in specific locations using grid-column-start , grid-column-end , grid-row-start , and grid-row-end . .item { grid-column-start : 1 ; grid-column-end : 3 ; grid-row-start : 2 ; grid-row-end : 4 ; } Enter fullscreen mode Exit fullscreen mode Shorthand Properties There are shorthand properties for quicker definitions. .item { grid-column : 1 / 3 ; / Start at line 1 and end at line 3 / grid-row : 2 / 4 ; } Enter fullscreen mode Exit fullscreen mode Fractional Units (fr) The fr unit allows you to distribute available space in fractions. .container { grid-template-columns : 1 fr 2 fr 1 fr ; / 2nd column is twice as wide as the others / } Enter fullscreen mode Exit fullscreen mode Repeat Function To avoid repetition, use repeat() . .container { grid-template-columns : repeat ( 3 , 1 fr ); / Creates 3 columns of equal width */ } Enter fullscreen mode Exit fullscreen mode auto-fill and auto-fit auto-fill and auto-fit are used with repeat() to automatically place as many items as possible. .container { grid-template-columns: repeat(auto-fill, minmax(100px, 1fr)); } Enter fullscreen mode Exit fullscreen mode Grid Areas Define areas in your grid and assign items to these areas. .container { grid-template-areas : "header header header" "sidebar content content" "footer footer footer" ; } .header { grid-area : header ; } Enter fullscreen mode Exit fullscreen mode Responsive Design You can create responsive designs by combining CSS Grid with media queries. .container { grid-template-columns : 1 fr ; } @media ( min-width : 600px ) { .container { grid-template-columns : 1 fr 1 fr ; } } Enter fullscreen mode Exit fullscreen mode Practice The best way to learn CSS Grid is through practice. Try creating a basic layout with a header, sidebar, main content area, and footer. Experiment with different configurations and see how the elements rearrange themselves. 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 Tomasz Łakomy Follow Frontend Engineer at Stedi. https://cloudash.dev co-founder. Tech speaker, egghead.io instructor, lifelong learner. Location Poznań, Poland Work Frontend Engineer at Stedi Joined Mar 18, 2019 More from Tomasz Łakomy 7 CSS properties I had no idea about # css # development 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account	2026-01-13T08:49:44
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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 Google Gemini Follow Hide Create Post Older #gemini 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 Google Gemini 3 Pro — Key Features, Ecosystem Updates, and Technical Evaluations elend80 elend80 elend80 Follow Nov 21 '25 Google Gemini 3 Pro — Key Features, Ecosystem Updates, and Technical Evaluations # ai # gemini Comments Add Comment 1 min read Vibe coded free SEO long-tail keyword research tool in 5hrs with Google AI Studio Batu Han Batu Han Batu Han Follow Nov 22 '25 Vibe coded free SEO long-tail keyword research tool in 5hrs with Google AI Studio # ai # gemini Comments Add Comment 3 min read Gemini 3: el salto multimodal que redefine la inteligencia artificial de Google Victor Olvera Thome (Vico) Victor Olvera Thome (Vico) Victor Olvera Thome (Vico) Follow Nov 20 '25 Gemini 3: el salto multimodal que redefine la inteligencia artificial de Google # ai # google # gemini # programming Comments Add Comment 2 min read Gemini 3: the multimodal leap redefining Google’s artificial intelligence Victor Olvera Thome (Vico) Victor Olvera Thome (Vico) Victor Olvera Thome (Vico) Follow Nov 20 '25 Gemini 3: the multimodal leap redefining Google’s artificial intelligence # ai # google # gemini # programming Comments Add Comment 2 min read Gemini 3 & Antigravity — Vibing or Not ? Ahamed Musthafa R S (amrs-tech) Ahamed Musthafa R S (amrs-tech) Ahamed Musthafa R S (amrs-tech) Follow Nov 20 '25 Gemini 3 & Antigravity — Vibing or Not ? # ai # genai # gemini # google Comments Add Comment 2 min read 📸 How I Used Gemini 3 to Build a Retro Camera Tool Vatsal Shah Vatsal Shah Vatsal Shah Follow Nov 21 '25 📸 How I Used Gemini 3 to Build a Retro Camera Tool # gemini3 # gemini # ai # webdev Comments Add Comment 2 min read Google Antigravity Review: How Strong Is This Free Agent-First IDE? James Miller James Miller James Miller Follow Nov 25 '25 Google Antigravity Review: How Strong Is This Free Agent-First IDE? # antigravity # gemini # webdev # ai 1 reaction Comments Add Comment 5 min read Mastering the Gemini 3 API: Architecting Next-Gen Multimodal AI Applications Jubin Soni Jubin Soni Jubin Soni Follow Dec 23 '25 Mastering the Gemini 3 API: Architecting Next-Gen Multimodal AI Applications # gemini # google # ai # agents Comments Add Comment 5 min read Lyria RealTime: The Developer’s Guide to Infinite Music Streaming Guillaume Vernade Guillaume Vernade Guillaume Vernade Follow for Google AI Dec 8 '25 Lyria RealTime: The Developer’s Guide to Infinite Music Streaming # gemini # lyria # tutorial # music 86 reactions Comments 9 comments 9 min read Planner App build with Google Ai Studio Education Track: Build Apps with Google AI Studio Jan Klein Jan Klein Jan Klein Follow Dec 22 '25 Planner App build with Google Ai Studio # deved # learngoogleaistudio # gemini # googleaistudio 1 reaction Comments Add Comment 1 min read The Power of Gemini inside Trello: Building an LLM Assistant with Firebase Genkit Denis Valášek Denis Valášek Denis Valášek Follow Dec 21 '25 The Power of Gemini inside Trello: Building an LLM Assistant with Firebase Genkit # firebase # gemini # genkit # ai Comments Add Comment 4 min read Agent Flows At Scale with Google’s ADK for TypeScript Giorgio Boa Giorgio Boa Giorgio Boa Follow Dec 20 '25 Agent Flows At Scale with Google’s ADK for TypeScript # ai # gemini # programming # typescript 6 reactions Comments Add Comment 4 min read Death’s Job Game Vatsal Patel Vatsal Patel Vatsal Patel Follow Nov 16 '25 Death’s Job Game # gamedev # python # pygame # gemini Comments Add Comment 2 min read Gemini 3 Is Here: Google's Bold Leap into the Agentic AI Era Sonde Omotayo Sonde Omotayo Sonde Omotayo Follow Nov 18 '25 Gemini 3 Is Here: Google's Bold Leap into the Agentic AI Era # gemini # ai # gemini3 2 reactions Comments Add Comment 3 min read Bora construir um Agente de Notícias Hiper-Personalizado? 🤖📰 (Codar Juntos) Carlos Rogerio Orioli Carlos Rogerio Orioli Carlos Rogerio Orioli Follow Dec 20 '25 Bora construir um Agente de Notícias Hiper-Personalizado? 🤖📰 (Codar Juntos) # webdev # javascript # gemini # programming Comments Add Comment 4 min read Build with Gemini 3 Flash, frontier intelligence that scales with you Logan Kilpatrick Logan Kilpatrick Logan Kilpatrick Follow for Google AI Dec 17 '25 Build with Gemini 3 Flash, frontier intelligence that scales with you # gemini # ai # antigravity # cli 31 reactions Comments 2 comments 5 min read Gemini 3 Flash is now available in Gemini CLI Taylor Mullen Taylor Mullen Taylor Mullen Follow for Google AI Dec 17 '25 Gemini 3 Flash is now available in Gemini CLI # gemini # cli # ai # terminal 28 reactions Comments Add Comment 4 min read Enhancing Natural Flow in Gemini Live: Testing Interruptions and a Proposed Context Layer jxlee007 jxlee007 jxlee007 Follow Nov 14 '25 Enhancing Natural Flow in Gemini Live: Testing Interruptions and a Proposed Context Layer # gemini # ai # webdev # programming Comments Add Comment 4 min read Beyond the Chatbox: The Hidden Intelligence of Gemini CLI Tech Croc Tech Croc Tech Croc Follow Dec 18 '25 Beyond the Chatbox: The Hidden Intelligence of Gemini CLI # gemini # cli # devops # webdev 5 reactions Comments Add Comment 3 min read Agent Factory Recap: Deep Dive into Gemini CLI with Taylor Mullen Mollie Pettit Mollie Pettit Mollie Pettit Follow for Google AI Dec 17 '25 Agent Factory Recap: Deep Dive into Gemini CLI with Taylor Mullen # gemini # agents # cli # opensource 25 reactions Comments 2 comments 7 min read Google Search at the Speed of Lightning: Gemini 3 Flash Goes Global Srijan Kumar Srijan Kumar Srijan Kumar Follow Dec 17 '25 Google Search at the Speed of Lightning: Gemini 3 Flash Goes Global # news # ai # gemini # googlecloud Comments Add Comment 4 min read I Made a Habit Tracker Because the Free Ones Were… Not Free 😅 Saami abbas Khan Saami abbas Khan Saami abbas Khan Follow Dec 16 '25 I Made a Habit Tracker Because the Free Ones Were… Not Free 😅 # opensource # gemini # ai # vscode 13 reactions Comments 7 comments 1 min read Building a Thinking Photo Editor: Migrate to Gemini 3 Pro Image with Angular and Firebase Connie Leung Connie Leung Connie Leung Follow Dec 18 '25 Building a Thinking Photo Editor: Migrate to Gemini 3 Pro Image with Angular and Firebase # angular # firebase # gemini # webdev 1 reaction Comments Add Comment 12 min read Gemini CLI Core Commands: Work Calmly, Ship Confidently James Miller James Miller James Miller Follow Nov 13 '25 Gemini CLI Core Commands: Work Calmly, Ship Confidently # coding # programming # gemini # google 1 reaction Comments Add Comment 3 min read Why Prompts Matter: How AI Answers Change Based on What You Ask Naji Louis Naji Louis Naji Louis Follow Nov 13 '25 Why Prompts Matter: How AI Answers Change Based on What You Ask # ai # chatgpt # gemini # promptengineering 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. 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	2026-01-13T08:49:44
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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 Google Gemini Follow Hide Create Post Older #gemini 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 Gemini/Firebase: Building a Tech News LINE Bot with IFTTT and LangChain Evan Lin Evan Lin Evan Lin Follow Jan 11 Gemini/Firebase: Building a Tech News LINE Bot with IFTTT and LangChain # gemini # automation # llm # tutorial Comments Add Comment 1 min read 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 Notes: Quick Thoughts on the Google Gemini API Hackathon Awards Evan Lin Evan Lin Evan Lin Follow Jan 11 Notes: Quick Thoughts on the Google Gemini API Hackathon Awards # gemini # google # devchallenge # ai Comments Add Comment 2 min read [n8n][Gemini] Building an AI-Powered RSS Summary System with Daily LINE Notifications Evan Lin Evan Lin Evan Lin Follow Jan 11 [n8n][Gemini] Building an AI-Powered RSS Summary System with Daily LINE Notifications # gemini # automation # productivity # tutorial 1 reaction Comments Add Comment 5 min read I Let an AI Agent Rebuild My Portfolio: Here’s How Antigravity Designs My Best UI App Ever New Year, New You Portfolio Challenge Submission Nhi Nguyen Nhi Nguyen Nhi Nguyen Follow Jan 12 I Let an AI Agent Rebuild My Portfolio: Here’s How Antigravity Designs My Best UI App Ever # devchallenge # googleaichallenge # portfolio # gemini Comments Add Comment 4 min read [Gemini 3.0][Image Generation] Building a PDF Text Optimization Tool with Gemini 3.0 Pro Image API Evan Lin Evan Lin Evan Lin Follow for Google Developer Experts Jan 11 [Gemini 3.0][Image Generation] Building a PDF Text Optimization Tool with Gemini 3.0 Pro Image API # gemini # tooling # llm # api 2 reactions Comments Add Comment 10 min read Gemini vs GPT-4V: A Preliminary Comparison and Combination of Vision-Language Models Evan Lin Evan Lin Evan Lin Follow Jan 11 Gemini vs GPT-4V: A Preliminary Comparison and Combination of Vision-Language Models # gemini # chatgpt # llm # ai Comments Add Comment 1 min read Generating alt texts using Gemini 3 Flash Sarthak Mishra Sarthak Mishra Sarthak Mishra Follow Jan 11 Generating alt texts using Gemini 3 Flash # gemini # ai # automation Comments Add Comment 1 min read COST EFFECTIVE AI IN GCP Aparna Pradhan Aparna Pradhan Aparna Pradhan Follow Jan 10 COST EFFECTIVE AI IN GCP # ai # cloudcomputing # gemini # serverless Comments Add Comment 2 min read Coding Language Prognostications For the New Year with Gemini CLI xbill xbill xbill Follow Jan 8 Coding Language Prognostications For the New Year with Gemini CLI # programming # gemini # shamwow # billymays 5 reactions Comments Add Comment 8 min read Benchmark: I replaced Gemini CLI's Vector RAG with Context Trees to stop the hallucinations (99% Token Reduction) chi lan chi lan chi lan Follow Jan 9 Benchmark: I replaced Gemini CLI's Vector RAG with Context Trees to stop the hallucinations (99% Token Reduction) # showdev # ai # productivity # gemini 5 reactions Comments Add Comment 2 min read Automate Your GitHub Workflow with Gemini CLI Daniel Gwerzman Daniel Gwerzman Daniel Gwerzman Follow for Google Developer Experts Jan 11 Automate Your GitHub Workflow with Gemini CLI # ai # geminicli # git # gemini 11 reactions Comments 1 comment 6 min read Researching with AI: How I Created a Detailed Report on the Global Impact of AI in Education with Gemini's Deep Research Daniel Daniel Daniel Follow for Datalaria Jan 7 Researching with AI: How I Created a Detailed Report on the Global Impact of AI in Education with Gemini's Deep Research # ai # gemini # deepresearch # unesco Comments Add Comment 7 min read Somnium Audio Dream Journal Education Track: Build Apps with Google AI Studio Uncle B Laced It Uncle B Laced It Uncle B Laced It Follow Jan 7 Somnium Audio Dream Journal # deved # learngoogleaistudio # ai # gemini Comments Add Comment 2 min read From Idea to Launch: How I Built an Instant Messaging App on a Weekend asdryankuo asdryankuo asdryankuo Follow Jan 7 From Idea to Launch: How I Built an Instant Messaging App on a Weekend # devchallenge # googleaichallenge # portfolio # gemini Comments Add Comment 2 min read What's Coming with LangChainJS and Gemini? Allen Firstenberg Allen Firstenberg Allen Firstenberg Follow for Google Developer Experts Jan 8 What's Coming with LangChainJS and Gemini? # langchain # gemini # nanobanana 24 reactions Comments 1 comment 7 min read My AI-Powered Developer Portfolio - Built with Google Gemini Simran Shaikh Simran Shaikh Simran Shaikh Follow Jan 10 My AI-Powered Developer Portfolio - Built with Google Gemini # devchallenge # googleaichallenge # portfolio # gemini 5 reactions Comments Add Comment 1 min read My New 2026 Portfolio: Powered by Google Cloud & AI arnostorg arnostorg arnostorg Follow Jan 9 My New 2026 Portfolio: Powered by Google Cloud & AI # devchallenge # googleaichallenge # portfolio # gemini 6 reactions Comments Add Comment 3 min read Google Already Won the AI Race. Here's Why Everyone Else Lost. inboryn inboryn inboryn Follow Jan 4 Google Already Won the AI Race. Here's Why Everyone Else Lost. # gcp # gemini # webdev # programming Comments Add Comment 3 min read How a Medical Student is Chasing a $100k Hackathon Prize with AI( GO BIG or GO HOME ) Google AI Challenge Submission CHIN JIE WEN CHIN JIE WEN CHIN JIE WEN Follow Jan 4 How a Medical Student is Chasing a $100k Hackathon Prize with AI( GO BIG or GO HOME ) # devchallenge # googleaichallenge # portfolio # gemini Comments Add Comment 2 min read Paul E. Yeager, Engineer Paul Paul Paul Follow Jan 7 Paul E. Yeager, Engineer # devchallenge # googleaichallenge # portfolio # gemini 3 reactions Comments 2 comments 3 min read One Artwork, Seven Questions: Exploring the Art Institute API and Gemini Jaime Jaime Jaime Follow Jan 1 One Artwork, Seven Questions: Exploring the Art Institute API and Gemini # nextjs # gemini # artwork Comments Add Comment 3 min read Python] Build a Smart Document Assistant LINE Bot with Python + Gemini File Search: Let AI Help You Read Documents Evan Lin Evan Lin Evan Lin Follow for Google Developer Experts Jan 11 Python] Build a Smart Document Assistant LINE Bot with Python + Gemini File Search: Let AI Help You Read Documents # gemini # python # rag 6 reactions Comments Add Comment 9 min read 10 AI Superpowers in One App: My Gemini Multi‑Purpose Toolkit Karthick Nagarajan Karthick Nagarajan Karthick Nagarajan Follow Jan 1 10 AI Superpowers in One App: My Gemini Multi‑Purpose Toolkit # gemini # react # nanobanana # webdev Comments Add Comment 8 min read Elevating Crypto Communities: How I Combined Discord and AI for Real-Time Market Intelligence 📊🤖 qrak qrak qrak Follow Dec 31 '25 Elevating Crypto Communities: How I Combined Discord and AI for Real-Time Market Intelligence 📊🤖 # showdev # gemini # ai # cryptocurrency 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://dev.to/polliog	Polliog - 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 Polliog Nothing to say, but ready to listen Location italy Joined Joined on Nov 29, 2025 Email address giuseppe@solture.it github website More info about @polliog Badges Docker Awarded to the top Docker author each week Got it Close 2 Week Community Wellness Streak Keep the community conversation going! Post at least 2 comments for 2 straight weeks and unlock the 4 Week Badge. Got it Close JavaScript Awarded to the top JavaScript 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 Svelte Awarded to the top Svelte author each 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 Currently hacking on logtide.dev Available for learning new technologies Post 17 posts published Comment 30 comments written Tag 4 tags followed Pin Pinned Show me your open-source project Polliog Polliog Polliog Follow Dec 10 '25 Show me your open-source project # discuss # opensource # programming 46 reactions Comments 54 comments 2 min read 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 Want to connect with Polliog? Create an account to connect with Polliog. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in I Replaced Redis with PostgreSQL (And It's Faster) Polliog Polliog Polliog Follow Jan 9 I Replaced Redis with PostgreSQL (And It's Faster) # postgres # redis # database # performance 49 reactions Comments 8 comments 9 min read WebAssembly is Ready (And You Should Use It) Polliog Polliog Polliog Follow Dec 22 '25 WebAssembly is Ready (And You Should Use It) # webassembly # performance # rust # javascript 10 reactions Comments 1 comment 10 min read Your Docker Images Are Bigger Than They Need to Be Polliog Polliog Polliog Follow Dec 19 '25 Your Docker Images Are Bigger Than They Need to Be # docker # devops # performance # tutorial 10 reactions Comments 1 comment 8 min read Your Site Works in Chrome. Congrats, You've Alienated 15% of Users Polliog Polliog Polliog Follow Dec 15 '25 Your Site Works in Chrome. Congrats, You've Alienated 15% of Users # discuss # webdev # programming # javascript 36 reactions Comments 15 comments 8 min read Open Source Licenses Explained: The Good, The Bad, and The "Wait, Can I Actually Use This?" Polliog Polliog Polliog Follow Dec 14 '25 Open Source Licenses Explained: The Good, The Bad, and The "Wait, Can I Actually Use This?" # discuss # opensource # programming # beginners 15 reactions Comments 5 comments 8 min read LogTide 0.3.0: Full SIEM Dashboard, C# SDK, and Our Roadmap Polliog Polliog Polliog Follow Dec 12 '25 LogTide 0.3.0: Full SIEM Dashboard, C# SDK, and Our Roadmap # opensource # programming # security # dotnet 10 reactions Comments Add Comment 4 min read Understanding SIEM: Security Information and Event Management Polliog Polliog Polliog Follow Dec 9 '25 Understanding SIEM: Security Information and Event Management # security # cybersecurity # resources 1 reaction Comments Add Comment 10 min read Building a Real-Time Log Viewer with Server-Sent Events and Svelte 5 Polliog Polliog Polliog Follow Dec 8 '25 Building a Real-Time Log Viewer with Server-Sent Events and Svelte 5 # svelte # webdev # performance # javascript 1 reaction Comments Add Comment 3 min read Docker Compose for Production: Lessons from Deploying a Log Management Platform Polliog Polliog Polliog Follow Dec 5 '25 Docker Compose for Production: Lessons from Deploying a Log Management Platform # docker # devops # automation # opensource 4 reactions Comments 2 comments 6 min read How we tripled User Activation with an Interactive Tutorial (Svelte 5 Case Study) Polliog Polliog Polliog Follow Dec 4 '25 How we tripled User Activation with an Interactive Tutorial (Svelte 5 Case Study) # svelte # ux # opensource # webdev 2 reactions Comments Add Comment 4 min read Building a Type-Safe Backend with tRPC, Zod, and Prisma Polliog Polliog Polliog Follow Dec 3 '25 Building a Type-Safe Backend with tRPC, Zod, and Prisma # typescript # trpc # prisma # backend 1 reaction Comments Add Comment 10 min read Building a Sigma Rule Engine in TypeScript: Detection-as-Code for Log Analysis Polliog Polliog Polliog Follow Dec 3 '25 Building a Sigma Rule Engine in TypeScript: Detection-as-Code for Log Analysis # security # typescript # devops # opensource 1 reaction Comments Add Comment 4 min read Why I chose Postgres (TimescaleDB) over ClickHouse for storing 10M+ logs Polliog Polliog Polliog Follow Dec 2 '25 Why I chose Postgres (TimescaleDB) over ClickHouse for storing 10M+ logs # database # postgres # devops # performance 3 reactions Comments Add Comment 3 min read Real-world Svelte 5: Handling high-frequency real-time data with Runes Polliog Polliog Polliog Follow Dec 1 '25 Real-world Svelte 5: Handling high-frequency real-time data with Runes # svelte # typescript # webdev # frontend 2 reactions Comments Add Comment 2 min read I built an Open Source Datadog alternative because ELK was eating my RAM (SvelteKit 5 + TimescaleDB) Polliog Polliog Polliog Follow Nov 30 '25 I built an Open Source Datadog alternative because ELK was eating my RAM (SvelteKit 5 + TimescaleDB) # opensource # webdev # svelte # devops 3 reactions Comments 1 comment 3 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://zeroday.forem.com/sovarcneo#main-content	SovArcNeo - 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 Follow User actions SovArcNeo Python developer focused on AI-driven security. I build standalone, offline-first applications featuring custom neural networks. Joined Joined on Nov 21, 2025 More info about @sovarcneo Badges Android Awarded to the top Android author each 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 Post 2 posts published Comment 2 comments written Tag 1 tag followed 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 Want to connect with SovArcNeo? Create an account to connect with SovArcNeo. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in Building an Air-Gapped AI Defense System in Python (No Cloud APIs) SovArcNeo SovArcNeo SovArcNeo Follow Nov 21 '25 Building an Air-Gapped AI Defense System in Python (No Cloud APIs) # discuss # blueteam # beginners # tools 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 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	2026-01-13T08:49:44
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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 Mental Health Follow Hide Mental health matters! Break the stigma. We can empower ourselves and each other to invest in our mental health. We can give support and care to ourselves and each other while we struggle. Let's talk about making our mental health priority. Create Post about #mentalhealth Posts should be related to mental health. This is a pretty wide category but some things that are included are: Managing mental health as a developer Living with mental illness and how it affects your work Ways to cope with mental health issues Avoiding burn out Tools, apps, and methods that help you with your mental health ...and more “Your mental health is a priority. Your happiness is an essential. Your self-care is a necessity.” Struggling? Help is out there. Click here to find a list of global mental health resources and hotlines. Older #mentalhealth 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 How do you protect your peace and mental health in an industry that never sleeps? JASMINE DANIEL JASMINE DANIEL JASMINE DANIEL Follow Jun 13 '25 How do you protect your peace and mental health in an industry that never sleeps? # discuss # mentalhealth # career Comments Add Comment 1 min read Why I Can’t Quit Tech (Even When I Want To) Accio by Alibaba Group Accio by Alibaba Group Accio by Alibaba Group Follow Jul 20 '25 Why I Can’t Quit Tech (Even When I Want To) # discuss # career # programming # mentalhealth 11 reactions Comments 14 comments 2 min read The Dumb Little Project That Saved My Sanity Accio by Alibaba Group Accio by Alibaba Group Accio by Alibaba Group Follow Jul 12 '25 The Dumb Little Project That Saved My Sanity # mentalhealth 1 reaction Comments Add Comment 1 min read Fact-Checking the Fear Behind “The Dark Side of AI”: The Real Story Ashley Childress Ashley Childress Ashley Childress Follow Jul 20 '25 Fact-Checking the Fear Behind “The Dark Side of AI”: The Real Story # ai # mentalhealth # chatgpt # technology 4 reactions Comments 5 comments 6 min read The Rituals That Remain: Love, Distance, and the Plate No One Clears versiqcontent versiqcontent versiqcontent Follow Jun 3 '25 The Rituals That Remain: Love, Distance, and the Plate No One Clears # discuss # mentalhealth # mlhgrad Comments Add Comment 1 min read The Rituals That Remain: Love, Distance, and the Plate No One Clears versiqcontent versiqcontent versiqcontent Follow Jun 3 '25 The Rituals That Remain: Love, Distance, and the Plate No One Clears # mentalhealth # life # family # mlhgrad Comments Add Comment 1 min read When You're Too Tired to Relax: Just Look at the Sky Accio by Alibaba Group Accio by Alibaba Group Accio by Alibaba Group Follow Jul 7 '25 When You're Too Tired to Relax: Just Look at the Sky # mentalhealth # worklifebalance # developers # rest 3 reactions Comments 2 comments 1 min read Overcoming Impostor Syndrome in Tech: My Personal Story and Real-World Tips Nirmit Kotadiya Nirmit Kotadiya Nirmit Kotadiya Follow Jul 6 '25 Overcoming Impostor Syndrome in Tech: My Personal Story and Real-World Tips # mentalhealth # softwaredevelopment # impostersyndrome # techcareer 1 reaction Comments 1 comment 4 min read How to Identify and Heal Burnout from Work Jelloeater 👉jelloeater.me Jelloeater 👉jelloeater.me Jelloeater 👉jelloeater.me Follow Jul 6 '25 How to Identify and Heal Burnout from Work # mentalhealth # selfcare # burnout Comments Add Comment 6 min read How Developers Can Find Their Rhythm in a Fast-Changing Industry Accio by Alibaba Group Accio by Alibaba Group Accio by Alibaba Group Follow Jul 5 '25 How Developers Can Find Their Rhythm in a Fast-Changing Industry # career # productivity # learning # mentalhealth Comments Add Comment 2 min read Do You Ever Feel Like Your Mind Is Running on Someone Else’s Code? versiqcontent versiqcontent versiqcontent Follow May 31 '25 Do You Ever Feel Like Your Mind Is Running on Someone Else’s Code? # productivity # mentalhealth # opensource # motivation Comments Add Comment 1 min read Debugging My Life: What It Takes (Bite-size Article) koshirok096 koshirok096 koshirok096 Follow Jun 13 '25 Debugging My Life: What It Takes (Bite-size Article) # mentalhealth 1 reaction Comments Add Comment 4 min read The Unfinished Project: Why Aging Means Becoming Possible Again versiqcontent versiqcontent versiqcontent Follow May 30 '25 The Unfinished Project: Why Aging Means Becoming Possible Again # challenge # beginners # mentalhealth # aging Comments Add Comment 1 min read When Anger Takes Over: The Silent Struggles No One Sees Phoebe Smith Phoebe Smith Phoebe Smith Follow May 31 '25 When Anger Takes Over: The Silent Struggles No One Sees # mentalhealth # struggles # anger # growth Comments Add Comment 3 min read When Success Feels Full, but Something’s Still Missing versiqcontent versiqcontent versiqcontent Follow May 29 '25 When Success Feels Full, but Something’s Still Missing # career # mentalhealth # productivity # beginners Comments Add Comment 1 min read Day 4 of my Daily Blog Siddham Negi Siddham Negi Siddham Negi Follow May 29 '25 Day 4 of my Daily Blog # discuss # productivity # mentalhealth Comments Add Comment 1 min read I Went on a 90-Day Dopamine Detox as a Dev Student — Here’s What Happened Syed Ahmer Shah Syed Ahmer Shah Syed Ahmer Shah Follow Jul 1 '25 I Went on a 90-Day Dopamine Detox as a Dev Student — Here’s What Happened # programming # webdev # productivity # mentalhealth 52 reactions Comments Add Comment 3 min read Decoding the Crash Beth (Beza) Meeker Beth (Beza) Meeker Beth (Beza) Meeker Follow May 28 '25 Decoding the Crash # devjournal # career # mentalhealth # webdev Comments Add Comment 2 min read How the Aussie Trades Are Prioritising Mental Health Trusted Tradie Network Trusted Tradie Network Trusted Tradie Network Follow May 28 '25 How the Aussie Trades Are Prioritising Mental Health # mentalhealth # tradies Comments Add Comment 4 min read How We Detect Digital Overload and Emotional Residue: A New Era of Proactive Digital Wellness Gaofenngwe Kabubi Gaofenngwe Kabubi Gaofenngwe Kabubi Follow Jun 29 '25 How We Detect Digital Overload and Emotional Residue: A New Era of Proactive Digital Wellness # digitalwellness # emotionalresidue # mentalhealth # ai Comments Add Comment 3 min read When Illness Moves In and You Still Have to Ship Code versiqcontent versiqcontent versiqcontent Follow Jun 12 '25 When Illness Moves In and You Still Have to Ship Code # discuss # mentalhealth # community Comments 1 comment 1 min read The Body Slows Down but the Dream Still Breathes versiqcontent versiqcontent versiqcontent Follow May 24 '25 The Body Slows Down but the Dream Still Breathes # productivity # agentaichallenge # mentalhealth # selfgrowth Comments Add Comment 1 min read Engineered Addiction: How Silicon Valley Monetizes Emotion and Destroys Mental Health Zain Ul Abdeen Zain Ul Abdeen Zain Ul Abdeen Follow Jun 26 '25 Engineered Addiction: How Silicon Valley Monetizes Emotion and Destroys Mental Health # mentalhealth # socialmedia # webdev # programming 1 reaction Comments 4 comments 4 min read "Every Developer I Meet Is My Superior": How Emerson's Wisdom Transformed My Code Reviews Marty Roque Marty Roque Marty Roque Follow Jun 26 '25 "Every Developer I Meet Is My Superior": How Emerson's Wisdom Transformed My Code Reviews # coding # development # mentalhealth # mentorship Comments 1 comment 5 min read People Who Only Exist in Group Chats versiqcontent versiqcontent versiqcontent Follow May 21 '25 People Who Only Exist in Group Chats # digitalculture # reflection # relationships # mentalhealth 1 reaction 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://dev.to/mitul3737/tinyml-harvard-university-part-1-16id#comments	TinyML - Harvard University : Part 1 - 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 Shahriyar Al Mustakim Mitul Posted on Jan 24, 2024           TinyML - Harvard University : Part 1 # machinelearning Learn from the Harvard Professor & Google Engineers In this blog, I will share my learning from him How many of you have said, OK, Google? What happens when you say that? The machine wakes up and it knows to respond to you. OK, fine. You might have said, hey, Siri. Same thing, the machine wakes up and responds back to you. All right, all right, fine. Perhaps you have said Alexa. No matter what you have said, they all represent an important application of what's in TinyML. It's called keyword spotting or hotword detection . Now, the key difference is that while they resemble the application of TinyML, these devices are largely plugged into the wall, or they require charging. I'm talking about putting TinyML onto these tiny, tiny little processors that are on this board and then forgetting about them. Let's talk about autonomous drones, drones that are completely independent, that operate fully by themselves. Imagine autonomous drones that are able to do video surveillance in order to keep us safe by figuring out what's a threat, what's normal, and so forth. For instance, later on, we'll talk about how drones are being used in the Amazon forest for preserving our wildlife. So for instance, when the forests are deforested, we actually can go in and autonomously plant new seeds so that we can keep the forest growing. Imagine a situation where you go out into the mall, or marketplace, or you're at a party. And how many times have you had to say, I'm sorry, could you repeat that again, right? Imagine if these glasses had contextual hearing. Or let's talk about what Elon Musk is doing, where he's implanting chips inside the brain so that they can send signals to understand brain activity. By measuring the electrical signals that are emitted by neurons, we might be able to learn things about our brain. And in doing so, we might be able to cure diseases like treat depression, insomnia, or any other disease. To introduce you to a variety of these different kinds of applications where the fundamental technology that sits in the palm of my hand, for instance, has the ability to actually have impact at a global level. So let me be specific and give you an example: Here, I'm talking about an ElephantEdge project. There's a growing crisis in Africa right now about diminishing elephant population. So organizations are coming together in order to protect the gentle beast. Now, if we're not careful, these elephants can be wiped out in 10 years, so it's a very important thing. So how do we help take care of the gentle giants? Well, we need data. We need lots of data. So what if we could build some sort of intelligent device like a smart collar that goes on these elephants that is totally non-intrusive, does not harm them, but is there, constantly sensing interesting signals so that we can help them have a better life? For instance, if we had a smart collar, we might be able to do risk monitoring from poaching. What if we could build machine learning models that could be put onto small, little devices where they were able to figure out if, for instance, the elephants were moving into a high-risk area and then be able to send real-time notification to park rangers to keep them safe? The park rangers could then react to them and to make sure that the elephants go away from that danger zone. Or perhaps, we can do human conflict monitoring. We could build intelligent machine learning models that are able to sense and alert when elephants are heading into an area where, for instance, farmers live. So that they can proactively get out of the way or do something in order to make sure that they're safe and the animals are safe. We might be able to do activity monitoring. We might be able to learn things about the animals. When are they swimming, drinking water, or sleeping, and so forth? And by learning all these things, we might be able to take better care of them. We might also be able to do communication monitoring. What we mean by that is that by sensing sound, we might be able to understand how these animals are actually communicating together. But in order to do all of that, we need TinyML. We need to be right there where the data is, where that information, those sounds, those signals, where all of that is, so that we can do real-time machine learning. These are all remarkable applications of TinyML. So, that's it for this blog. Let's learn more in another blogs. 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 Shahriyar Al Mustakim Mitul Follow I am a 2nd year CSE Student 😊 Location Dhaka,Bangladesh Work Student Joined Oct 17, 2020 More from Shahriyar Al Mustakim Mitul Artificial Intelligence vs Machine learning vs Deep Learning vs Generative AI # machinelearning # ai # deeplearning # generativeai AWS DeepRacer student: Machine Learning Basics for model training (Part 1) # machinelearning Machine Learning A to Z: Part 1 # machinelearning # stanford # andrewng 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/t/3d/page/5	3d Page 5 - 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 # 3d Follow Hide 3D film technology Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Intro to WebGL & Three.js Oryam Oryam Oryam Follow Apr 28 '23 Intro to WebGL & Three.js # 3d # webgl # threejs 2 reactions Comments 1 comment 4 min read Control a 3D Model with Your Phone: A React, Three.js, and Socket.io Project 🚀 Naman vyas Naman vyas Naman vyas Follow Apr 26 '23 Control a 3D Model with Your Phone: A React, Three.js, and Socket.io Project 🚀 # showdev # javascript # react # 3d 20 reactions Comments 3 comments 1 min read Creating animated chickens with zdog David Lange David Lange David Lange Follow for Finiam Apr 18 '23 Creating animated chickens with zdog # showdev # javascript # 3d # frontend 2 reactions Comments Add Comment 8 min read Free 3D Illustrations library for your project Jon Snow Jon Snow Jon Snow Follow Apr 13 '23 Free 3D Illustrations library for your project # css # 3d # webdev # javascript 26 reactions Comments 2 comments 2 min read The weird ways you can create triangles with CSS Maciek Fitzner Maciek Fitzner Maciek Fitzner Follow Apr 11 '23 The weird ways you can create triangles with CSS # css # gradients # perspective # 3d 5 reactions Comments 2 comments 10 min read 3D Product Card With ReactJS Mohamed Soliman Mohamed Soliman Mohamed Soliman Follow Feb 17 '23 3D Product Card With ReactJS # webdev # javascript # react # 3d Comments Add Comment 6 min read CSS 3D: The Cube - part 2 Maciek Fitzner Maciek Fitzner Maciek Fitzner Follow Feb 5 '23 CSS 3D: The Cube - part 2 # 3d # css # html # cube Comments Add Comment 9 min read CSS 3D: The Cube - part 1 Maciek Fitzner Maciek Fitzner Maciek Fitzner Follow Jan 21 '23 CSS 3D: The Cube - part 1 # 3d # css # cube # html 9 reactions Comments Add Comment 9 min read Voxel Airplanes 3D WebGL demo keaukraine keaukraine keaukraine Follow Dec 19 '22 Voxel Airplanes 3D WebGL demo # webgl # 3d # javascript 1 reaction Comments Add Comment 6 min read Engine 3D visualization written in JavaScript Hightopo Hightopo Hightopo Follow Nov 25 '22 Engine 3D visualization written in JavaScript # webdev # 3d # javascript # webgl 3 reactions Comments Add Comment 1 min read How to create 3D models (e.g. irregular floors) with javascript Lalo Salamanca Lalo Salamanca Lalo Salamanca Follow Nov 14 '22 How to create 3D models (e.g. irregular floors) with javascript # javascript # webgl # 3d # webdev 2 reactions Comments Add Comment 3 min read Stripes in Shaders Manish Manish Manish Follow Nov 11 '22 Stripes in Shaders # shader # glsl # webgl # 3d 2 reactions Comments 1 comment 4 min read Floating Islands WebGL demo 🇺🇦 keaukraine keaukraine keaukraine Follow Oct 29 '22 Floating Islands WebGL demo 🇺🇦 # webgl # webgl2 # 3d # demo 5 reactions Comments 1 comment 5 min read Our experience with Three.js library Anadea Anadea Anadea Follow Sep 16 '22 Our experience with Three.js library # threejs # 3d 4 reactions Comments Add Comment 7 min read Ruxel - Building a Ray Tracer with Rust Part 1 Rodrigo Santiago Rodrigo Santiago Rodrigo Santiago Follow Aug 25 '22 Ruxel - Building a Ray Tracer with Rust Part 1 # rust # programming # 3d # render 10 reactions Comments 1 comment 17 min read Polychips - 3D Microchips Sanchez Marcos Sanchez Marcos Sanchez Marcos Follow Aug 20 '22 Polychips - 3D Microchips # blender # 3d # productivity 4 reactions Comments Add Comment 1 min read How To Build a 3D Scene with Multiple 3D Assets in Minutes! echo3D echo3D echo3D Follow for echo3D Aug 19 '22 How To Build a 3D Scene with Multiple 3D Assets in Minutes! # tutorial # cloud # 3d # environmentdesign 2 reactions Comments Add Comment 4 min read Efficient WebGL vegetation rendering 🇺🇦 keaukraine keaukraine keaukraine Follow Aug 10 '22 Efficient WebGL vegetation rendering 🇺🇦 # opengl # webgl # 3d # rendering 7 reactions Comments Add Comment 6 min read Convert 2D and 3D Assets for Free (Tutorial) echo3D echo3D echo3D Follow for echo3D Jul 11 '22 Convert 2D and 3D Assets for Free (Tutorial) # discuss # tutorial # 3d # converter 7 reactions Comments 1 comment 2 min read 10 Free Virtual Museum Tours You Can Take Right Now (No Headset Required) echo3D echo3D echo3D Follow for echo3D May 26 '22 10 Free Virtual Museum Tours You Can Take Right Now (No Headset Required) # virtualmuseum # virtualreality # 3d # immersion 2 reactions Comments 2 comments 5 min read 3D Tetris anyone ? 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Right menu 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 I built a text to speech API with voice cloning n RapidAPI, looking for feedback Santino Santino Santino Follow Dec 19 '25 I built a text to speech API with voice cloning n RapidAPI, looking for feedback # buildinpublic # synth # api # ai 1 reaction Comments Add Comment 1 min read Why I built a search engine that limits results to exactly 4 items?! seridarivus 13 seridarivus 13 seridarivus 13 Follow Jan 8 Why I built a search engine that limits results to exactly 4 items?! # api 5 reactions Comments Add Comment 1 min read Why I built a search engine that limits results to exactly 4 items seridarivus 13 seridarivus 13 seridarivus 13 Follow Jan 7 Why I built a search engine that limits results to exactly 4 items # ai # devops # api 1 reaction Comments Add Comment 1 min read AI News Hub — A Complete AI/Tech News Aggregator SaaS You Fully Own 🔥 Dhren Dhren Dhren Follow Dec 2 '25 AI News Hub — A Complete AI/Tech News Aggregator SaaS You Fully Own 🔥 # ai # cloud # api # database Comments Add Comment 2 min read How I Vibe Coded a Custom Telegram Downloader (Because Browser Throttling is the Worst) Anay Pandya Anay Pandya Anay Pandya Follow Nov 22 '25 How I Vibe Coded a Custom Telegram Downloader (Because Browser Throttling is the Worst) # api # buildinpublic # opensource 1 reaction Comments Add Comment 3 min read Explore AI Course App Muhammad Usman Muhammad Usman Muhammad Usman Follow Nov 7 '25 Explore AI Course App # ai # api Comments Add Comment 1 min read MCP servers I use for vibecoding in my daily life Siarhei Siarhei Siarhei Follow Dec 1 '25 MCP servers I use for vibecoding in my daily life # ai # api # mcp # i18 5 reactions Comments 2 comments 4 min read Using NVIDIA NeMo Agent Toolkit to improve data sync processes Andrii Siryi Andrii Siryi Andrii Siryi Follow Oct 28 '25 Using NVIDIA NeMo Agent Toolkit to improve data sync processes # ai # api # devops Comments Add Comment 2 min read Help Me Build the Future: Test My AI Developer Kit (Free Product Inside) yassine bout yassine bout yassine bout Follow Nov 13 '25 Help Me Build the Future: Test My AI Developer Kit (Free Product Inside) # ai # devops # api # chatgpt 10 reactions Comments 6 comments 2 min read I Built 25 AI Tools for Python Devs—Here's What I Learned yassine bout yassine bout yassine bout Follow Nov 13 '25 I Built 25 AI Tools for Python Devs—Here's What I Learned # ai # devops # opensource # api 7 reactions Comments 1 comment 2 min read "Not another GPT wrapper" Robert Schmidt Robert Schmidt Robert Schmidt Follow Oct 12 '25 "Not another GPT wrapper" # ai # api Comments Add Comment 1 min read I Built Clueoai Because Every AI App Is a Security Nightmare Waiting to Happen BlackOcra BlackOcra BlackOcra Follow Oct 14 '25 I Built Clueoai Because Every AI App Is a Security Nightmare Waiting to Happen # ai # api # openai # claude 7 reactions Comments 1 comment 1 min read Top Common AI Integration Errors in Android Apps and How to Fix Them Shubham Joshi Shubham Joshi Shubham Joshi Follow Oct 12 '25 Top Common AI Integration Errors in Android Apps and How to Fix Them # ai # devops # api Comments Add Comment 5 min read Tech With Tim: How to Build an Advanced AI Agent with Search (LangGraph, Python, Bright Data & More) Vibe YouTube Vibe YouTube Vibe YouTube Follow Aug 24 '25 Tech With Tim: How to Build an Advanced AI Agent with Search (LangGraph, Python, Bright Data & More) # ai # api 2 reactions Comments Add Comment 1 min read Transcript of Greg Brockman's podcast on OpenAI's Road to AGI Amelia Pond Amelia Pond Amelia Pond Follow Sep 4 '25 Transcript of Greg Brockman's podcast on OpenAI's Road to AGI # api # openai # vibecoding 4 reactions Comments 3 comments 1 min read Tech With Tim: 6 Hours of JavaScript Projects - From Beginner to Advanced Vibe YouTube Vibe YouTube Vibe YouTube Follow Aug 21 '25 Tech With Tim: 6 Hours of JavaScript Projects - From Beginner to Advanced # opensource # git # api Comments Add Comment 1 min read 18 AI Coding Sidekicks That'll Make You Feel Like a Programming Wizard in 2025 Stephen P. 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Right menu Writing a Novel the Developer Way Burve (Burve Story Lab) Burve (Burve Story Lab) Burve (Burve Story Lab) Follow Jan 12 Writing a Novel the Developer Way # writing # git # vscode # markdown Comments Add Comment 7 min read Making Retype Docs AI-Ready with llms.txt Automation zakaria chahboun zakaria chahboun zakaria chahboun Follow Jan 10 Making Retype Docs AI-Ready with llms.txt Automation # documentation # githubactions # markdown # devops Comments Add Comment 2 min read New Incremark DevTools Release: Built with Svelte, Now with Multi-Parser Support king king king Follow Jan 11 New Incremark DevTools Release: Built with Svelte, Now with Multi-Parser Support # devtools # svelte # opensource # markdown Comments Add Comment 2 min read Incremark Now Supports Solid: One Library for Vue, React, Svelte, and Solid king king king Follow Jan 10 Incremark Now Supports Solid: One Library for Vue, React, Svelte, and Solid # incremark # markdown # solid # ai Comments Add Comment 2 min read From O(n ) to O(n): Building a Streaming Markdown Renderer for the AI Era king king king Follow Jan 8 From O(n ) to O(n): Building a Streaming Markdown Renderer for the AI Era # markdown # performance # ai # opensource Comments Add Comment 6 min read Docs-as-Code: Why Your Team Needs a Markdown CMS Val Val Val Follow Jan 5 Docs-as-Code: Why Your Team Needs a Markdown CMS # webdev # programming # markdown # documentation Comments Add Comment 5 min read A Simple Markdown to Word Converter I Actually Use (and Why It Matters) Peng Dai Peng Dai Peng Dai Follow Jan 5 A Simple Markdown to Word Converter I Actually Use (and Why It Matters) # markdown # saas # devtool # startup Comments Add Comment 2 min read How to Convert Markdown to Word Documents Using Python Allen Yang Allen Yang Allen Yang Follow Jan 5 How to Convert Markdown to Word Documents Using Python # python # markdown # word # conversion Comments Add Comment 8 min read Why Converting PDFs to Markdown Is Harder Than It Looks Edward Edward Edward Follow Jan 2 Why Converting PDFs to Markdown Is Harder Than It Looks # pdf # ocr # markdown # developer Comments Add Comment 4 min read Markdown Syntax Complete Guide dss99911 dss99911 dss99911 Follow Dec 30 '25 Markdown Syntax Complete Guide # programming # common # markdown Comments Add Comment 2 min read Markdown Syntax Guide ayumi ayumi ayumi Follow Dec 29 '25 Markdown Syntax Guide # markdown # programming Comments Add Comment 2 min read Convert Markdown to PDF in C# Jeremy K. 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Follow Dec 22 '25 Convert Markdown to PDF in C# # csharp # markdown # dotnet # programming Comments Add Comment 2 min read CSS for markdown blockquote attribution Cassidy Williams Cassidy Williams Cassidy Williams Follow Dec 23 '25 CSS for markdown blockquote attribution # css # markdown # html Comments Add Comment 1 min read Leafwiki v0.5.2 - is out - dark mode and Markdown improvements perber perber perber Follow Dec 21 '25 Leafwiki v0.5.2 - is out - dark mode and Markdown improvements # opensource # markdown # documentation # devtools Comments Add Comment 2 min read Building a Hugo + Tailwind technical blog from scratch: Taking INFINI Labs Blog as an example Rain9 Rain9 Rain9 Follow Dec 20 '25 Building a Hugo + Tailwind technical blog from scratch: Taking INFINI Labs Blog as an example # hugo # web # website # markdown 5 reactions Comments Add Comment 7 min read Day 4: Plan the Holidays in Markdown (Markdown Editor) 📝 Michael Amachree Michael Amachree Michael Amachree Follow Dec 18 '25 Day 4: Plan the Holidays in Markdown (Markdown Editor) 📝 # svelte # sveltekit # markdown # webdev Comments Add Comment 1 min read Tired of Switching Tools Just to Write Markdown? 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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 13 14 15 16 17 18 19 20 21 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Terraform aws_s3_object Data Source: Why Your `body` Might Be Null Anand Rathnas Anand Rathnas Anand Rathnas Follow Dec 26 '25 Terraform aws_s3_object Data Source: Why Your `body` Might Be Null # terraform # aws # s3 # infrastructureascode Comments Add Comment 3 min read On-Prem Oracle vs. AWS RDS: A Comparison 📊 Kiran More Kiran More Kiran More Follow Dec 31 '25 On-Prem Oracle vs. AWS RDS: A Comparison 📊 # architecture # aws # database Comments Add Comment 2 min read How to Build an AI Customer Support System with AWS Bedrock Guardrails (Complete Tutorial + Free Code) Utkarsh Rastogi Utkarsh Rastogi Utkarsh Rastogi Follow Jan 10 How to Build an AI Customer Support System with AWS Bedrock Guardrails (Complete Tutorial + Free Code) # aws # ai # awsbedrock # productivity 1 reaction Comments Add Comment 3 min read 🚀 Terraform Day 21: Policy & Governance Automation on AWS Jeeva Jeeva Jeeva Follow Dec 26 '25 🚀 Terraform Day 21: Policy & Governance Automation on AWS # security # automation # aws # terraform Comments Add Comment 2 min read VPC Part 1 : AWS VPC Peering nash9 nash9 nash9 Follow Dec 26 '25 VPC Part 1 : AWS VPC Peering # aws # networking # tutorial Comments Add Comment 3 min read Building a Full-Stack E-Commerce Platform with AWS Randika Madhushan Perera Randika Madhushan Perera Randika Madhushan Perera Follow Dec 27 '25 Building a Full-Stack E-Commerce Platform with AWS # aws # serverless # nextjs # cloudnative 1 reaction Comments Add Comment 4 min read Amazon Bedrock AgentCore Memory: Building Stateful AI Agents Vimal Venugopal Vimal Venugopal Vimal Venugopal Follow Dec 27 '25 Amazon Bedrock AgentCore Memory: Building Stateful AI Agents # aws # amazonbedrock # aimemory Comments Add Comment 3 min read AI Practitioner Exam Guide Ntombizakhona Mabaso Ntombizakhona Mabaso Ntombizakhona Mabaso Follow for AWS Community Builders Jan 10 AI Practitioner Exam Guide # aws # ai # aipractitioner # cloud 5 reactions Comments 2 comments 3 min read Differences between Terraform & Ansible, when to use what. Rohan Nalawade Rohan Nalawade Rohan Nalawade Follow Dec 26 '25 Differences between Terraform & Ansible, when to use what. # terraform # ansible # aws # infrastructureascode Comments Add Comment 2 min read AWS: Monitoring AWS OpenSearch Service Cluster with CloudWatch Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Dec 30 '25 AWS: Monitoring AWS OpenSearch Service Cluster with CloudWatch # aws # monitoring # devops # tutorial Comments Add Comment 20 min read AWS re:Invent 2025 Deep Dive: The Truth About Lambda and S3's Facelift DataFormatHub DataFormatHub DataFormatHub Follow Dec 26 '25 AWS re:Invent 2025 Deep Dive: The Truth About Lambda and S3's Facelift # news # aws # cloud # serverless Comments Add Comment 12 min read DEV Track Spotlight: Control Humanoid Robots and Drones with Voice and Agentic AI (DEV313) Gunnar Grosch Gunnar Grosch Gunnar Grosch Follow for AWS Dec 26 '25 DEV Track Spotlight: Control Humanoid Robots and Drones with Voice and Agentic AI (DEV313) # aws # ai # iot # robotics 1 reaction Comments Add Comment 7 min read My First AWS Lab: Setting Up a Budget Alarm (Even though I have Credits) Eric Rodríguez Eric Rodríguez Eric Rodríguez Follow Dec 26 '25 My First AWS Lab: Setting Up a Budget Alarm (Even though I have Credits) # aws # beginners # tutorial # cloud Comments Add Comment 2 min read Amazon CloudFront Demystified: The Complete Architect-Level Guide Manish Kumar Manish Kumar Manish Kumar Follow Dec 26 '25 Amazon CloudFront Demystified: The Complete Architect-Level Guide # architecture # aws # performance # networking Comments Add Comment 51 min read Enterprise-Grade RAG Platform: Orchestrating Amazon Bedrock Agents via Red Hat OpenShift AI Marco Gonzalez Marco Gonzalez Marco Gonzalez Follow Dec 26 '25 Enterprise-Grade RAG Platform: Orchestrating Amazon Bedrock Agents via Red Hat OpenShift AI # ai # rag # kubernetes # aws Comments Add Comment 22 min read I built a read-only AWS/Azure hygiene scanner (because auto-delete is too risky) Suresh Suresh Suresh Follow Dec 30 '25 I built a read-only AWS/Azure hygiene scanner (because auto-delete is too risky) # aws # azure # devops # opensource Comments Add Comment 5 min read AWS VPC Fabia Fabia Fabia Follow Dec 26 '25 AWS VPC # aws # architecture # networking Comments Add Comment 1 min read 📸 AWS 115: Your Data's Safety Net - Creating an EBS Snapshot Hritik Raj Hritik Raj Hritik Raj Follow Dec 26 '25 📸 AWS 115: Your Data's Safety Net - Creating an EBS Snapshot # aws # ebs # devops # 100daysofcloud 1 reaction Comments Add Comment 3 min read AWS 2025 Recap: A Year Where Cloud Became Smarter, Simpler, and More Human Nishath J P Nishath J P Nishath J P Follow Dec 31 '25 AWS 2025 Recap: A Year Where Cloud Became Smarter, Simpler, and More Human # ai # aws # cloud 5 reactions Comments Add Comment 3 min read Understanding AWS Network Firewall: Traffic Flow, Rules, and Logging soumi soumi soumi Follow Dec 25 '25 Understanding AWS Network Firewall: Traffic Flow, Rules, and Logging # aws # security # networkfirewall # cloudsecurity Comments Add Comment 3 min read 🔗 AWS 119: Making the Connection - Attaching an IAM Policy to a User Hritik Raj Hritik Raj Hritik Raj Follow Dec 30 '25 🔗 AWS 119: Making the Connection - Attaching an IAM Policy to a User # aws # iam # devops # 100daysofcloud Comments Add Comment 3 min read Production Deployment: Django, Docker Compose, & Nginx on AWS Ajit Kumar Ajit Kumar Ajit Kumar Follow Dec 25 '25 Production Deployment: Django, Docker Compose, & Nginx on AWS # docker # aws # devops # django Comments Add Comment 3 min read Getting Started with AI on AWS: A Practical Guide Vasil Shaikh Vasil Shaikh Vasil Shaikh Follow Dec 25 '25 Getting Started with AI on AWS: A Practical Guide # aws # generativeai # machinelearning # cloud Comments Add Comment 5 min read Day 17 of #30DaysofAWSTerraform: Blue-Green Deployment with Elastic Beanstalk (The Hard Way) Zakariyau Mukhtar Zakariyau Mukhtar Zakariyau Mukhtar Follow Dec 25 '25 Day 17 of #30DaysofAWSTerraform: Blue-Green Deployment with Elastic Beanstalk (The Hard Way) # architecture # aws # terraform # devops Comments Add Comment 3 min read AWS CDK 100 Drill Exercises #006: VPC Peering - Cross-Account Network Integration and DNS Resolution Automation TOMOAKI ishihara TOMOAKI ishihara TOMOAKI ishihara Follow for AWS Community Builders Dec 31 '25 AWS CDK 100 Drill Exercises #006: VPC Peering - Cross-Account Network Integration and DNS Resolution Automation # aws # cdk # 100drillexercises # vpc 1 reaction Comments Add Comment 12 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close # firebase Follow Hide Firebase helps you build and run successful apps. It offers products and solutions you can rely on through your app's journey. Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Exploring Supabase for Android: A Modern Alternative to Firebase supriya shah supriya shah supriya shah Follow Jan 12 Exploring Supabase for Android: A Modern Alternative to Firebase # android # mobile # supabase # firebase Comments Add Comment 3 min read Introducing Firebomb: Open Source Firebase Penetration Testing Victor Yrazusta Ibarra Victor Yrazusta Ibarra Victor Yrazusta Ibarra Follow Jan 10 Introducing Firebomb: Open Source Firebase Penetration Testing # showdev # security # cli # firebase 1 reaction Comments Add Comment 6 min read Validating 500K Push Tokens with Firebase Dry-Run Sangwoo Lee Sangwoo Lee Sangwoo Lee Follow Jan 7 Validating 500K Push Tokens with Firebase Dry-Run # firebase # dryrun # pushtoken # bullmq Comments Add Comment 14 min read I Built a Terminal UI for Firebase Firestore (and It Changed How I Work) Marjo Marjo Marjo Follow Jan 10 I Built a Terminal UI for Firebase Firestore (and It Changed How I Work) # firebase # opensource # cli # go 3 reactions Comments Add Comment 9 min read 🚀 Supercarga la Autenticación en NestJS con Firebase Tomás Alegre Sepúlveda Tomás Alegre Sepúlveda Tomás Alegre Sepúlveda Follow Jan 4 🚀 Supercarga la Autenticación en NestJS con Firebase # firebase # typescript # nestjs # security Comments Add Comment 3 min read Digital Invitations & AI: A Small Effort to Make Wedding Planning a Bit Easier TITAS MALLICK TITAS MALLICK TITAS MALLICK Follow Jan 3 Digital Invitations & AI: A Small Effort to Make Wedding Planning a Bit Easier # nextjs # heroui # firebase 1 reaction Comments Add Comment 3 min read Firebase Dynamic Links is being deprecated – here’s how I use LinkHive with Flutter akram chorfi akram chorfi akram chorfi Follow Dec 25 '25 Firebase Dynamic Links is being deprecated – here’s how I use LinkHive with Flutter # discuss # flutter # firebase Comments Add Comment 3 min read Tech Trading \| Mobile Developer & NSE Trader Dilip Kumar (DK) Dilip Kumar (DK) Dilip Kumar (DK) Follow Dec 23 '25 Tech Trading \| Mobile Developer & NSE Trader # firebase # mobileapp # development # sentiment Comments Add Comment 2 min read How to Build a Social Media App Using React Native + Firebase (Step-by-Step Guide) Jack Davis Jack Davis Jack Davis Follow Dec 25 '25 How to Build a Social Media App Using React Native + Firebase (Step-by-Step Guide) # reactnative # firebase # javascript # programming 1 reaction Comments Add Comment 2 min read Stop Losing 86% of Mobile Users: Lazy Auth with Firebase (Tutorial) arnostorg arnostorg arnostorg Follow Jan 2 Stop Losing 86% of Mobile Users: Lazy Auth with Firebase (Tutorial) # firebase # react # javascript # webdev 5 reactions Comments Add Comment 2 min read I Built 'firex' - A CLI Tool for Firestore Operations with AI Agent Integration Yuji Yamamoto Yuji Yamamoto Yuji Yamamoto Follow Dec 22 '25 I Built 'firex' - A CLI Tool for Firestore Operations with AI Agent Integration # firebase # firestore # cli # mcp 1 reaction Comments Add Comment 5 min read Building a Production-Ready Scheduled Push Notification System with NestJS Cron and Firebase Sangwoo Lee Sangwoo Lee Sangwoo Lee Follow Dec 15 '25 Building a Production-Ready Scheduled Push Notification System with NestJS Cron and Firebase # nestjs # crontab # firebase # backend Comments Add Comment 12 min read Antiquora Aditya raj Singh Aditya raj Singh Aditya raj Singh Follow Dec 20 '25 Antiquora # android # mobile # learning # firebase 2 reactions Comments Add Comment 2 min read How I Built a Flutter + Gemini AI App to "Hack" My University Attendance (Open Source) Malawige Inusha Thathsara Gunasekara Malawige Inusha Thathsara Gunasekara Malawige Inusha Thathsara Gunasekara Follow Jan 3 How I Built a Flutter + Gemini AI App to "Hack" My University Attendance (Open Source) # flutter # firebase # gemini # fullstack 6 reactions Comments Add Comment 4 min read Building GamerLinks: A Link-in-Bio Platform with Auto Content Scheduling for Gaming Creators gamerlinks gamerlinks gamerlinks Follow Dec 5 '25 Building GamerLinks: A Link-in-Bio Platform with Auto Content Scheduling for Gaming Creators # webdev # react # firebase # javascript Comments Add Comment 4 min read How I Made a Voice-First Todo List That's Actually Fast (And Why I Rewrote Half of It) Isidore Mikorey-Nilsson Isidore Mikorey-Nilsson Isidore Mikorey-Nilsson Follow Dec 26 '25 How I Made a Voice-First Todo List That's Actually Fast (And Why I Rewrote Half of It) # ai # ios # buildinpublic # firebase Comments Add Comment 19 min read RecipeHub Kyle Y. 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Parsotan Follow Dec 3 '25 RecipeHub # webdev # machinelearning # ai # firebase Comments Add Comment 4 min read I built a FireCMS Clone using Svelte 4 — Here’s what I learned Ortwin Ortwin Ortwin Follow Nov 30 '25 I built a FireCMS Clone using Svelte 4 — Here’s what I learned # showdev # webdev # svelte # firebase Comments Add Comment 4 min read How to upload image to Firebase Storage from your expressjs app. Madhav Pandey Madhav Pandey Madhav Pandey Follow Nov 28 '25 How to upload image to Firebase Storage from your expressjs app. # firebase # cloudstorage # express # webdev Comments Add Comment 6 min read Firebase + Svelte 5: The Definitive Guide Evgenij (Eugene) Beloded Evgenij (Eugene) Beloded Evgenij (Eugene) Beloded Follow Dec 30 '25 Firebase + Svelte 5: The Definitive Guide # firebase # svelte # firestore 1 reaction Comments Add Comment 17 min read Streaming AI Speech with Gemini 2.5 Flash TTS, Angular, and Firebase Connie Leung Connie Leung Connie Leung Follow Dec 31 '25 Streaming AI Speech with Gemini 2.5 Flash TTS, Angular, and Firebase # webdev # angular # firebase # gemini Comments Add Comment 13 min read Android Firebase 통합 가이드 dss99911 dss99911 dss99911 Follow Dec 31 '25 Android Firebase 통합 가이드 # mobile # android # firebase # fcm Comments Add Comment 2 min read Building a Video Generation Pipeline with Angular, Veo 3.1, and Firebase Cloud Functions Connie Leung Connie Leung Connie Leung Follow Dec 28 '25 Building a Video Generation Pipeline with Angular, Veo 3.1, and Firebase Cloud Functions # webdev # ai # firebase # angular Comments Add Comment 12 min read The 3 AM Bug That Taught Me More Than My Bachelor's Computer Degree VivekLumbhani VivekLumbhani VivekLumbhani Follow Nov 21 '25 The 3 AM Bug That Taught Me More Than My Bachelor's Computer Degree # flutter # dart # learning # firebase Comments Add Comment 6 min read The Power of Gemini inside Trello: Building an LLM Assistant with Firebase Genkit Denis Valášek Denis Valášek Denis Valášek Follow Dec 21 '25 The Power of Gemini inside Trello: Building an LLM Assistant with Firebase Genkit # firebase # gemini # genkit # ai Comments Add Comment 4 min read loading... trending guides/resources Set up RAG with Genkit and Firebase in 15 minutes Streaming AI Speech with Gemini 2.5 Flash TTS, Angular, and Firebase Building an AI-Powered Alt Text Generator with Angular, Firebase AI Logic, and Gemini 3 The Power of Gemini inside Trello: Building an LLM Assistant with Firebase Genkit Multi-Turn Chat to Edit Images with NanoBanana, Angular and Firebase AI Logic Supabase Functions vs Firebase Cloud Functions — Why we Switched for our Eventra Project Digital Invitations & AI: A Small Effort to Make Wedding Planning a Bit Easier Automating DevRel: How I Use Gemini CLI and Gemini 3 to Catch Bugs in My Blog Posts fullcircle • A Mindful Dating App with Community Events & Self-Growth (TestFlight Available!) Stop Losing 86% of Mobile Users: Lazy Auth with Firebase (Tutorial) Decoupling Firebase Push Notification Logic with BullMQ - From Synchronous Chaos to Asynchronous ... How I Built a Flutter + Gemini AI App to "Hack" My University Attendance (Open Source) Firebase Push Tokens Are Device-Specific, Not User-Specific: A Critical Refactoring The 3 AM Bug That Taught Me More Than My Bachelor's Computer Degree Firebase Security Is Broken. Here's the Tool I Built to Fix It. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Forem Close # cloudflare Follow Hide Create Post Older #cloudflare 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 The Future of Cloudflare Workers AI and Vectorize for RAG applications: A Comprehensive Guide Karol Karol Karol Follow Jan 9 The Future of Cloudflare Workers AI and Vectorize for RAG applications: A Comprehensive Guide # ai # cloudflare # automation Comments Add Comment 3 min read Protecting Your Website with Cloudflare: Security, Performance, and Reliability [Part 1] Bemals Dvanitha Bemals Dvanitha Bemals Dvanitha Follow Jan 9 Protecting Your Website with Cloudflare: Security, Performance, and Reliability [Part 1] # devops # security # cloudflare # webdev Comments Add Comment 5 min read Zero Egress Costs: How I Built P2P File Sharing with Cloudflare kiyo-e kiyo-e kiyo-e Follow Jan 9 Zero Egress Costs: How I Built P2P File Sharing with Cloudflare # webrtc # cloudflare # hono # typescript Comments Add Comment 4 min read Test z emoji i URL Karol Karol Karol Follow Jan 7 Test z emoji i URL # ai # cloudflare # automation Comments Add Comment 3 min read Test z emoji i URL Karol Karol Karol Follow Jan 7 Test z emoji i URL # ai # cloudflare # automation Comments Add Comment 3 min read Quick Zen install + profile switcher enable (Linux/macOS) Karol Karol Karol Follow Jan 7 Quick Zen install + profile switcher enable (Linux/macOS) # ai # cloudflare # automation Comments Add Comment 3 min read Quick Zen install + profile switcher enable (Linux/macOS) Karol Karol Karol Follow Jan 7 Quick Zen install + profile switcher enable (Linux/macOS) # ai # cloudflare # automation Comments Add Comment 3 min read How to Deploy a SvelteKit App to Cloudflare Containers qaynam qaynam qaynam Follow Jan 4 How to Deploy a SvelteKit App to Cloudflare Containers # sveltekit # cloudflare # cloudflarecontainers # docker 1 reaction Comments Add Comment 7 min read Test z emoji i URL Karol Karol Karol Follow Jan 7 Test z emoji i URL # ai # cloudflare # automation Comments Add Comment 3 min read Why Autonomous AI Agents are the Future of DevOps in 2026 Karol Karol Karol Follow Jan 7 Why Autonomous AI Agents are the Future of DevOps in 2026 # ai # cloudflare # automation Comments Add Comment 3 min read Why Pollinations AI Crushes DALL-E as the Ultimate Free Alternative Karol Karol Karol Follow Jan 7 Why Pollinations AI Crushes DALL-E as the Ultimate Free Alternative # ai # cloudflare # automation Comments Add Comment 3 min read Optymalizacja zasięgów na Twitterze: Automatyczne formatowanie pod 280 znaków z Pythonem i API v2 Karol Karol Karol Follow Jan 7 Optymalizacja zasięgów na Twitterze: Automatyczne formatowanie pod 280 znaków z Pythonem i API v2 # ai # cloudflare # automation Comments Add Comment 3 min read Building RAG on the Edge: Cloudflare Workers, Vectorize, and FAISS — What Actually Works Karol Karol Karol Follow Jan 7 Building RAG on the Edge: Cloudflare Workers, Vectorize, and FAISS — What Actually Works # ai # cloudflare # automation Comments Add Comment 4 min read Ditch Cloudflare's $5k/Mo Bills: Self-Host Workers at 1/100th Cost in 2 Hours 🚀 Aparna Pradhan Aparna Pradhan Aparna Pradhan Follow Jan 5 Ditch Cloudflare's $5k/Mo Bills: Self-Host Workers at 1/100th Cost in 2 Hours 🚀 # cloudflare # openworker # hetzner # selfhost Comments Add Comment 3 min read Caching API Responses at the Edge with Cloudflare Cache Rules Anand Rathnas Anand Rathnas Anand Rathnas Follow Jan 5 Caching API Responses at the Edge with Cloudflare Cache Rules # cloudflare # performance # caching # api Comments Add Comment 3 min read How to Use Cloudflare Firewall Rules to Secure Your Website Meghna Meghwani Meghna Meghwani Meghna Meghwani Follow for ServerAvatar Jan 1 How to Use Cloudflare Firewall Rules to Secure Your Website # cloudflare # websecurity # cybersecurity # devops Comments Add Comment 4 min read Cloudflare + MongoDB: How to fix 'Error: Dynamic require of "punycode/" is not supported' Alex Bevilacqua Alex Bevilacqua Alex Bevilacqua Follow Dec 31 '25 Cloudflare + MongoDB: How to fix 'Error: Dynamic require of "punycode/" is not supported' # mongodb # cloudflare # webdev # javascript Comments Add Comment 4 min read Optimized Image Hosting: Why I Integrated Cloudflare R2 with my AWS Backend Yasith wijesuriya Yasith wijesuriya Yasith wijesuriya Follow Dec 28 '25 Optimized Image Hosting: Why I Integrated Cloudflare R2 with my AWS Backend # aws # cloudflare # serverless # architecture Comments Add Comment 2 min read Building Cryptographically Enforced Time-Locked Vaults on Cloudflare's Edge Teycir Ben Soltane Teycir Ben Soltane Teycir Ben Soltane Follow Dec 27 '25 Building Cryptographically Enforced Time-Locked Vaults on Cloudflare's Edge # cryptography # nextjs # cloudflare # opensource Comments Add Comment 7 min read I saw 'Just Use Tailwind' trending, so I made one for Cloudflare My Name is Tito My Name is Tito My Name is Tito Follow Dec 28 '25 I saw 'Just Use Tailwind' trending, so I made one for Cloudflare # showdev # cloudflare # watercooler # webdev Comments Add Comment 1 min read Solving the "410 Gone" & Cloudflare Loop Issue on Shared Hosting (Case Study) Jamal Pinang Jamal Pinang Jamal Pinang Follow Dec 25 '25 Solving the "410 Gone" & Cloudflare Loop Issue on Shared Hosting (Case Study) # webdev # php # cloudflare # devops Comments Add Comment 2 min read Building a Simple MCP Server That Just Returns the Current Time kiyo-e kiyo-e kiyo-e Follow Dec 19 '25 Building a Simple MCP Server That Just Returns the Current Time # mcp # cloudflare # chatgpt # claude 1 reaction Comments Add Comment 3 min read Wrangler “write EOF” on Windows: The Actual Fix mrtoxas mrtoxas mrtoxas Follow Dec 17 '25 Wrangler “write EOF” on Windows: The Actual Fix # cloudflare # wrangler # windows # eof Comments Add Comment 2 min read # From Monolith to the Edge: Migrating Tenders SA's Blog to Cloudflare Workers mobius-crypt mobius-crypt mobius-crypt Follow Dec 16 '25 # From Monolith to the Edge: Migrating Tenders SA's Blog to Cloudflare Workers # cloudflare # seo # blog # tenders 1 reaction Comments Add Comment 3 min read Why We Migrated from Next.js to Vite and Hono jj811208 jj811208 jj811208 Follow Dec 31 '25 Why We Migrated from Next.js to Vite and Hono # webdev # nextjs # javascript # cloudflare 2 reactions Comments 1 comment 8 min read loading... trending guides/resources 20% of internet down: Why X, ChatGPT, and Cloudflare were Down Cloudflare Went Down - Here's What Really Happened Today Why Edge Computing Forced Me to Write Better Code (And Why That's the Future) When the Internet Held Its Breath: The Day Cloudflare Took Down 20% of the Web I Built a Production RAG System for $5/month (Most Alternatives Cost $100-200+) Architecting "Agentic" systems at the edge: an analysis of the Cloudflare platform Exposing Home Container with Traefik and Cloudflare Tunnel Building an Automated Bilingual Blog System with Obsidian: Going Global in Two Languages Automate Your Astro Blog with GitHub Actions I Almost Used LangGraph for Social Media Automation (Here's Why I Built an MCP Server Instead) Using OG Image Outside of Node Why We Migrated from Next.js to Vite and Hono I Built an AI Chatbot Wrong (And What I Learned About Cloudflare's AI Search) Cloud Outages: The Unpopular Truth No One Wants to Hear Hosting a Minecraft Server on Cloudflare Containers # 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https://vibe.forem.com/dipti_moryani_08e62702314/fields-not-supported-for-clustering-in-tableau-1ln5#comments	Fields Not Supported for Clustering in Tableau - Vibe Coding Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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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 Vibe Coding Forem Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Dipti Moryani Posted on Dec 23, 2025 Fields Not Supported for Clustering in Tableau # ai # database In today’s data-driven world, simply visualizing data is no longer enough. Business leaders want answers to deeper questions: Which customers behave similarly? Which products belong to the same performance group? Which regions show comparable growth patterns? This is where clustering becomes a powerful analytical technique. Tableau makes advanced clustering accessible—even for users without a strong statistical background—by embedding it directly into its visual analytics workflow. In this article, we will explore: What clustering is and why it matters How Tableau implements clustering Step-by-step clustering using Tableau How to interpret cluster quality and statistics Practical business use cases Limitations and best practices Let’s dive in. What Is Clustering? Clustering is an unsupervised machine learning technique used to group similar observations or data points based on shared characteristics. Unlike classification, clustering does not rely on predefined labels. Instead, it discovers natural groupings hidden within the data. A Simple Business Example Consider a car manufacturer analyzing customer preferences: Cluster 1: Customers looking for small cars under $6,000 Cluster 2: Customers interested in mid-range sedans Cluster 3: Customers willing to spend $30,000+ on premium SUVs By identifying these clusters, the manufacturer can: Optimize product design Tailor marketing campaigns Improve pricing strategies Forecast demand more accurately Clustering helps businesses move from intuition-based decisions to data-backed segmentation. How Tableau Performs Clustering Tableau uses the K-means clustering algorithm, one of the most widely used clustering methods. How K-means Works (Conceptually) You specify the number of clusters (k) Tableau places k centroids (center points) Each data point is assigned to the nearest centroid Centroids are recalculated based on assigned points Steps 3 and 4 repeat until clusters stabilize The objective is to minimize the total distance between data points and their respective cluster centroids. The beauty of Tableau is that all of this happens behind the scenes—allowing analysts to focus on interpretation rather than computation. Getting Started: Preparing the Dataset To demonstrate clustering, download the sample dataset provided in the link you referenced (for example, a flower dataset containing petal length, petal width, and species). Once downloaded: Open Tableau Desktop Load the dataset Review the available dimensions and measures The dataset contains measurements of flowers across three species, making it ideal for clustering demonstrations. Creating the Initial Visualization Let’s begin by visualizing the relationship between two measures: Petal Length Petal Width Steps: Drag Petal Length to Columns Drag Petal Width to Rows By default, Tableau aggregates measures, resulting in a single point. To see individual observations: Go to Analysis in the top menu Uncheck Aggregate Measures You should now see a scatter plot representing individual data points. This visual foundation is critical—clustering in Tableau always starts from an existing visualization. Applying Clustering in Tableau Now comes the fun part. Steps to Add Clusters: Open the Analytics pane Drag Cluster onto the scatter plot Drop it anywhere in the view Tableau automatically: Chooses an initial number of clusters Uses the measures present in the view Assigns each point to a cluster At this stage, Tableau gives you a working model—but not necessarily the best one. Customizing Clusters Tableau allows full control over clustering behavior. Adjusting the Number of Clusters Click the Clusters pill Increase or decrease the number of clusters Observe how cluster boundaries change Selecting Variables for Clustering You can explicitly define which measures Tableau should use: Drag additional measures into the clustering configuration Remove irrelevant measures to avoid noise This flexibility allows you to align clusters with specific business questions. Understanding Cluster Quality: Model Description Clustering is only useful if it’s statistically meaningful. Tableau provides transparency through the “Describe Clusters” option: Click the cluster pill Select Describe Clusters This opens a detailed summary including: Variables used Cluster centers Statistical significance metrics Let’s break down the two most important metrics. Key Statistical Metrics Explained F-Statistic (F-Ratio) The F-statistic measures how well a variable distinguishes between clusters. F=Between-Group VariabilityWithin-Group VariabilityF = \frac{\text{Between-Group Variability}}{\text{Within-Group Variability}}F=Within-Group VariabilityBetween-Group Variability Higher F-values indicate stronger differentiation Variables with low F-values contribute little to cluster separation P-Value The p-value measures statistical significance: A low p-value means the variable significantly differentiates clusters Typically, p-values below 0.05 are considered meaningful Together, F-statistic and p-value help validate whether clusters are meaningful—or just visually appealing noise. Saving Clusters for Further Analysis Clusters don’t have to remain temporary. You can: Drag the Cluster field from the Marks card Drop it into Dimensions This converts clusters into a reusable group that can be: Filtered Used in dashboards Combined with other dimensions Analyzed across different views Fields Not Supported for Clustering in Tableau Tableau restricts certain fields from clustering to preserve statistical integrity: Dates Bins Sets Table Calculations Blended Calculations Ad-hoc Calculations Parameters Generated Latitude/Longitude Understanding these limitations helps avoid confusion when configuring clusters. A Second Example: Clustering Countries Using World Indicators Tableau’s World Indicators sample dataset is perfect for real-world clustering. Example Scenario: Cluster countries based on: Life expectancy Population over age 65 Urban population percentage Steps: Open World Indicators sample workbook Create a map or scatter plot using these measures Apply clustering from the Analytics pane Insights You Can Derive: Identify aging economies Spot developing vs developed regions Compare healthcare and urbanization trends You can also: Select a cluster Switch to a text table View all countries belonging to that cluster This makes clustering highly actionable for policy analysis, market entry decisions, and global strategy. Business Use Cases of Clustering in Tableau Clustering can be applied across industries: Marketing: Customer segmentation and personalization Finance: Risk profiling and portfolio grouping Healthcare: Patient stratification Retail: Product and store performance analysis Operations: Supplier and logistics optimization The key is not just creating clusters—but interpreting and acting on them. Best Practices for Effective Clustering Start with clear business questions Normalize data when scales vary widely Avoid too many variables at once Validate clusters using statistical metrics Always interpret clusters in business context Clustering is exploratory by nature—iteration is expected. Conclusion Clustering in Tableau bridges the gap between advanced analytics and business usability. With just a few drag-and-drop actions, you can uncover hidden structures, segment data meaningfully, and generate insights that directly support decision-making. While this article covered only a few scenarios, the true power of clustering lies in experimentation and interpretation. Try different datasets, vary measures, and question the patterns you observe. Keep exploring. Keep practicing. And most importantly—let your data tell its story. Happy Clustering! At Perceptive Analytics, our mission is “to enable businesses to unlock value in data.” For over 20 years, we’ve partnered with more than 100 clients—from Fortune 500 companies to mid-sized firms—to solve complex data analytics challenges. Our services include delivering end-to-end tableau consulting services and working as a trusted Power BI Consulting Company , turning data into strategic insight. We would love to talk to you. Do reach out to us. Top comments (1) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand   Daniel Algo Daniel Algo Daniel Algo Follow Joined Dec 22, 2025 • Dec 23 '25 Dropdown menu Copy link Hide Hi. I know about you on dev.co Now I am actively looking for a collaborator who can make an extra income with me. If you are interested in this opportunity, please let me know via whatsapp. +1 (415) 966-0362 Thank you. 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Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Dipti Moryani Follow Real Life Case Studies on Data and AI Location New York Pronouns She/her Work Digital Marketeer Joined Jul 30, 2025 More from Dipti Moryani Example: Clustering Flower Species Data # webdev # programming # ai # javascript Understanding Cluster Quality: Model Description # webdev # programming # ai # tutorial Assumptions for Moderation Analysis # webdev # programming # ai # tutorial 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Vibe Coding Forem — Discussing AI software development, and showing off what we're building. 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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 Developer Relations Follow Hide aka "DevRel": an umbrella of roles and activities, including Developer Advocacy and Evangelism, Developer Experience ("DevX") and Enablement, Technical Writing, Developer Marketing, and Community Management. Share your experiences, and add discussions and questions about this area of technical careers! Create Post submission guidelines Please keep postings on-topic to experiences in DevRel, and on engaging with developer communities, thanks! Older #devrel 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 . 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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 # backend Follow Hide Desenvolvimento do lado do servidor, APIs, bancos de dados e logica de negocios. Create Post Older #backend posts 1 2 3 4 5 6 7 8 9 … 75 … 196 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu The Underlying Process of Request Processing Sergiy Yevtushenko Sergiy Yevtushenko Sergiy Yevtushenko Follow Jan 12 The Underlying Process of Request Processing # java # functional # architecture # backend Comments Add Comment 4 min read 🚀 The "Celebrity Problem": How to Handle the Taylor Swifts of Your Database 🎤📈 charan koppuravuri charan koppuravuri charan koppuravuri Follow Jan 13 🚀 The "Celebrity Problem": How to Handle the Taylor Swifts of Your Database 🎤📈 # systemdesign # architecture # distributedsystems # backend Comments Add Comment 3 min read Chatbot Middleware Architecture: Express.js Best Practices Chatboq Chatboq Chatboq Follow Jan 13 Chatbot Middleware Architecture: Express.js Best Practices # node # express # backend # api Comments Add Comment 9 min read Breaking the Runtime Wall: Universal Frameworks in BEnder 🌍 Adam Golan Adam Golan Adam Golan Follow Jan 10 Breaking the Runtime Wall: Universal Frameworks in BEnder 🌍 # node # bunjs # backend # webdev Comments Add Comment 2 min read Why I Divorced Laravel Observers Rafhael Marsigli Rafhael Marsigli Rafhael Marsigli Follow Jan 12 Why I Divorced Laravel Observers # laravel # php # architecture # backend Comments Add Comment 3 min read When the GUI Disappears: Google UCP and the Shift to Protocol-First Commerce AaronWuBuilds AaronWuBuilds AaronWuBuilds Follow Jan 12 When the GUI Disappears: Google UCP and the Shift to Protocol-First Commerce # google # backend # systemdesign # commerce Comments Add Comment 5 min read Hogo: Ignite Your Node.js Performance with Atomic Request Coalescing Mahmud Rahman Mahmud Rahman Mahmud Rahman Follow Jan 12 Hogo: Ignite Your Node.js Performance with Atomic Request Coalescing # node # performance # backend # javascript Comments Add Comment 2 min read Backend Security for Express.js (With Nginx + VPS) Khaled Md Saifullah Khaled Md Saifullah Khaled Md Saifullah Follow Jan 12 Backend Security for Express.js (With Nginx + VPS) # backend # vps # nginx # mern Comments Add Comment 5 min read 🚀 Where AI Helps Backend Developers — And Where It Doesn’t Manu Kumar Pal Manu Kumar Pal Manu Kumar Pal Follow Jan 12 🚀 Where AI Helps Backend Developers — And Where It Doesn’t # ai # backend # developers # webdev Comments Add Comment 2 min read Why DSO Integration Problems Surface as Delayed Decisions, Not System Failures CAmador CAmador CAmador Follow Jan 12 Why DSO Integration Problems Surface as Delayed Decisions, Not System Failures # api # backend # devops # productivity Comments Add Comment 4 min read MCP Connect Luca Minuti Luca Minuti Luca Minuti Follow Jan 12 MCP Connect # backend # opensource # delphi # mcp Comments Add Comment 7 min read I have an idea I wanted to share with you all. PRAS Samin PRAS Samin PRAS Samin Follow Jan 12 I have an idea I wanted to share with you all. # redis # backend # opensource # serverless Comments Add Comment 1 min read Mastering Database Logic: Handling Partial Payments in an Inventory System Seenu Seenu Seenu Seenu Seenu Seenu Follow Jan 12 Mastering Database Logic: Handling Partial Payments in an Inventory System # architecture # backend # database Comments Add Comment 2 min read DevOps Isn’t a Toolchain, It’s a Feedback Loop Shamim Ali Shamim Ali Shamim Ali Follow Jan 12 DevOps Isn’t a Toolchain, It’s a Feedback Loop # devops # programming # backend # distributedsystems Comments Add Comment 1 min read Clean Code em PHP moderno. Daniel Camucatto Daniel Camucatto Daniel Camucatto Follow Jan 11 Clean Code em PHP moderno. # backend # codequality # php Comments Add Comment 2 min read Don't pull the entire dump if you only need a small piece Татьяна Кузнецова Татьяна Кузнецова Татьяна Кузнецова Follow Jan 11 Don't pull the entire dump if you only need a small piece # sqlserver # dotnet # backend # devops Comments Add Comment 3 min read DS Express Errors (centralizing errors library) — v1.8.0 & v1.8.1 Release Notes Nse569h Nse569h Nse569h Follow Jan 12 DS Express Errors (centralizing errors library) — v1.8.0 & v1.8.1 Release Notes # node # express # backend # dsexpresserrors 1 reaction Comments Add Comment 2 min read LINE Bot Developer Guide: Important Notes for Receiving Requests via Webhook URL Evan Lin Evan Lin Evan Lin Follow Jan 11 LINE Bot Developer Guide: Important Notes for Receiving Requests via Webhook URL # api # backend # tutorial Comments Add Comment 10 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 [Golang] Fixing "undefined: sql.NullTime" Errors with go-pg on Heroku Evan Lin Evan Lin Evan Lin Follow Jan 11 [Golang] Fixing "undefined: sql.NullTime" Errors with go-pg on Heroku # learning # postgres # backend # go Comments Add Comment 2 min read What Backend Developers Should Know About Passkeys (WWDC22) Evan Lin Evan Lin Evan Lin Follow Jan 11 What Backend Developers Should Know About Passkeys (WWDC22) # learning # security # backend # go Comments Add Comment 4 min read [Golang] Research and Implementation: Replacing a PTT Data Crawler with the Firecrawl API Evan Lin Evan Lin Evan Lin Follow Jan 11 [Golang] Research and Implementation: Replacing a PTT Data Crawler with the Firecrawl API # data # backend # go # api Comments Add Comment 6 min read Database Design Best Practice: Store Categorical Data as IDs, Not Strings Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jan 11 Database Design Best Practice: Store Categorical Data as IDs, Not Strings # database # backend # sql # architecture Comments Add Comment 2 min read The Engine Under the Hood: Go’s GMP, Java’s Locks, and Erlang’s Heaps Ayush Kumar Anand Ayush Kumar Anand Ayush Kumar Anand Follow Jan 11 The Engine Under the Hood: Go’s GMP, Java’s Locks, and Erlang’s Heaps # go # backend # erlang # softwareengineering Comments Add Comment 4 min read Structured Concurrency in Go: Stop Letting Goroutines Escape Serif COLAKEL Serif COLAKEL Serif COLAKEL Follow Jan 11 Structured Concurrency in Go: Stop Letting Goroutines Escape # go # softwaredevelopment # softwareengineering # backend Comments Add Comment 2 min read loading... trending guides/resources Join the Xano AI-Powered Backend Challenge: $3,000 in Prizes! A Metamorfose da Plataforma Java: Uma Análise Exaustiva da Evolução Arquitetural, Funcional e Ope... Deadlocks in Go: The Silent Production Killer Princípios do Clean Code Compreendendo 'this' no JavaScript Proxy e Reflect no JavaScript Backend Showdown: Picking the Perfect Tech for Your Mobile App The Developer's Safety Net - Introduction to TypeScript FastAPI vs Spring Boot: A Comprehensive Comparison Vertical Slice Architecture in .NET — From N‑Tier Layers to Feature Slices Spring ShedLock AutoMapper vs Mapster — Deep Technical Analysis, Hidden Costs, and Expert-Level Guidance for .NET... Stop Doing Business Logic in Webhook Endpoints. I Don't Care What Your Lead Engineer Says. 1M+ Req/s Heavy-Read API in Go. Production Lessons Learned Cron Jobs vs Real Task Schedulers: A Love Story Building Node.js CLI Tool. Building a Production-Ready Webhook Delivery System in 5 Minutes From Repetitive Code to Clean Architecture: How the Decorator Pattern Simplified Activity Logging... Efficient S3 File Uploads: Speed & Large File Handling in NestJS FastAPI Setup Guide for 2025: Requirements, Structure & Deployment 💎 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	2026-01-13T08:49:44
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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 # grid Follow Hide Create Post Older #grid posts 1 2 3 4 5 6 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Union-Find on Grid Islands: A Picture-First Walkthrough Alex Hunter Alex Hunter Alex Hunter Follow Dec 21 '25 Union-Find on Grid Islands: A Picture-First Walkthrough # unionfind # graphs # grid # interviewprep Comments Add Comment 4 min read Discover 7 Professional CSS Tools to Boost Your Design & Development Workflow — From Codezelo Mahmoud Adel Mahmoud Adel Mahmoud Adel Follow Dec 7 '25 Discover 7 Professional CSS Tools to Boost Your Design & Development Workflow — From Codezelo # css # tools # flexbox # grid Comments Add Comment 3 min read Flexbox & Grid Playground – Master CSS Layouts Visually in 2025 Frontend tools Frontend tools Frontend tools Follow Oct 18 '25 Flexbox & Grid Playground – Master CSS Layouts Visually in 2025 # css # frontend # flexbox # grid 2 reactions Comments Add Comment 1 min read Master Tailwind Layouts: Grid, Flex, and Responsiveness Explained Djamware Tutorial Djamware Tutorial Djamware Tutorial Follow Aug 20 '25 Master Tailwind Layouts: Grid, Flex, and Responsiveness Explained # tailwindcss # layouts # grid # flex Comments Add Comment 1 min read Layouts Reinvented – CSS Grid Tutorial luiz tanure luiz tanure luiz tanure Follow Jul 14 '25 Layouts Reinvented – CSS Grid Tutorial # css # grid # layout Comments Add Comment 2 min read 🚀 One Month In: Cerious Widgets Hits 500+ Downloads! rYOUcerious rYOUcerious rYOUcerious Follow Jun 14 '25 🚀 One Month In: Cerious Widgets Hits 500+ Downloads! # angular # datatable # opensource # grid Comments Add Comment 2 min read 🚀 382 Downloads in 48 Hours — Help Me Shape Cerious Grid! rYOUcerious rYOUcerious rYOUcerious Follow May 18 '25 🚀 382 Downloads in 48 Hours — Help Me Shape Cerious Grid! # angular # grid # datatable # opensource Comments Add Comment 2 min read Build Interactive Trading Apps Using Flutter DataGrids Phinter Atieno Phinter Atieno Phinter Atieno Follow for Syncfusion, Inc. May 5 '25 Build Interactive Trading Apps Using Flutter DataGrids # flutter # datagrid # datavisualization # grid Comments Add Comment 6 min read Announcing: Cerious Grid - A High-Performance Angular Grid, Open Source and Ready to Launch rYOUcerious rYOUcerious rYOUcerious Follow May 10 '25 Announcing: Cerious Grid - A High-Performance Angular Grid, Open Source and Ready to Launch # angular # grid # datatable # opensource 5 reactions Comments 1 comment 2 min read Spiral matrix Prashant Mishra Prashant Mishra Prashant Mishra Follow Feb 15 '25 Spiral matrix # matrix # spiral # grid # array Comments Add Comment 1 min read Minimum obstacle removal to reach corner Prashant Mishra Prashant Mishra Prashant Mishra Follow Jan 18 '25 Minimum obstacle removal to reach corner # grid # matrix # dfs # graph Comments Add Comment 1 min read GridLookout: Building Viewport-Aware Multi-Layer Grid Positioning Of React Components pronab pal pronab pal pronab pal Follow Dec 10 '24 GridLookout: Building Viewport-Aware Multi-Layer Grid Positioning Of React Components # grid # positioning # componet # react 1 reaction Comments Add Comment 4 min read Flexbox vs Grid: A Guide to Choosing the Best Layout with Examples Eleftheria Batsou Eleftheria Batsou Eleftheria Batsou Follow Nov 9 '24 Flexbox vs Grid: A Guide to Choosing the Best Layout with Examples # css # css3 # flexbox # grid 5 reactions Comments Add Comment 4 min read Learn CSS Grid: Simple Guide with Plenty of Examples Eleftheria Batsou Eleftheria Batsou Eleftheria Batsou Follow Oct 4 '24 Learn CSS Grid: Simple Guide with Plenty of Examples # css # grid # gridsystem 6 reactions Comments Add Comment 6 min read Grid Layout: The Ultimate Guide for Beginners Debojyoti Ghosh Debojyoti Ghosh Debojyoti Ghosh Follow Sep 1 '24 Grid Layout: The Ultimate Guide for Beginners # webdev # css # beginners # grid 7 reactions Comments Add Comment 3 min read Unlocking the Power of CSS Grid for Modern Web Design Akshaya Mallyar Shet Akshaya Mallyar Shet Akshaya Mallyar Shet Follow Jul 16 '24 Unlocking the Power of CSS Grid for Modern Web Design # css # grid # responsive # layout Comments 1 comment 2 min read Make a grid element span to the full width of the parent GAURAV KUMAR GAURAV KUMAR GAURAV KUMAR Follow Jun 27 '24 Make a grid element span to the full width of the parent # css # grid # webdev # beginners 5 reactions Comments Add Comment 1 min read From Requirements to Code: Implementing the Angular E-commerce Product Listing Page Cezar Pleșcan Cezar Pleșcan Cezar Pleșcan Follow Jul 14 '24 From Requirements to Code: Implementing the Angular E-commerce Product Listing Page # angular # grid # tutorial # responsivedesign 10 reactions Comments Add Comment 22 min read 🎲 Criando um Dado com Flexbox e CSS Grid Layout Dev Maiqui 🇧🇷 Dev Maiqui 🇧🇷 Dev Maiqui 🇧🇷 Follow Jul 5 '24 🎲 Criando um Dado com Flexbox e CSS Grid Layout # braziliandevs # css # flexbox # grid 2 reactions Comments Add Comment 19 min read How To Set Up Docker Selenium GRID Debasmita Adhikari Debasmita Adhikari Debasmita Adhikari Follow Jun 7 '24 How To Set Up Docker Selenium GRID # docker # grid # selenium # dockercompose Comments Add Comment 4 min read Adding Gif Canvas Features : Grid Snap egfx egfx egfx Follow Mar 18 '24 Adding Gif Canvas Features : Grid Snap # tool # gif # animation # grid 2 reactions Comments Add Comment 2 min read Flex vs. Grid: Choosing the Right CSS Layout Gautam Vaja Gautam Vaja Gautam Vaja Follow for CodeParrot Mar 16 '24 Flex vs. Grid: Choosing the Right CSS Layout # css # flex # grid # webdev 14 reactions Comments 2 comments 2 min read How to Create Instagram Explore Grid Layout with React Native Ajetunmobi Isaac Ajetunmobi Isaac Ajetunmobi Isaac Follow Mar 3 '24 How to Create Instagram Explore Grid Layout with React Native # reactnative # grid # mobile 2 reactions Comments Add Comment 3 min read #Fashion #Hero #Container #Using #Grid and #Flex Hafiz Abdul Munnan Hafiz Abdul Munnan Hafiz Abdul Munnan Follow Feb 25 '24 #Fashion #Hero #Container #Using #Grid and #Flex # codepen # html # css # grid Comments Add Comment 1 min read Grid de 8 pontos uma técnica que torna seu projeto escalável Iuri Silva Iuri Silva Iuri Silva Follow Feb 5 '24 Grid de 8 pontos uma técnica que torna seu projeto escalável # grid # ux # pattern 3 reactions Comments Add Comment 2 min read loading... trending guides/resources Discover 7 Professional CSS Tools to Boost Your Design & Development Workflow — From Codezelo Union-Find on Grid Islands: A Picture-First Walkthrough 💎 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/pockit_tools/pnpm-vs-npm-vs-yarn-vs-bun-the-2026-package-manager-showdown-51dc#monorepo-support-compared	pnpm vs npm vs yarn vs Bun: The 2026 Package Manager Showdown - 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 HK Lee Posted on Jan 9 • Originally published at pockit.tools pnpm vs npm vs yarn vs Bun: The 2026 Package Manager Showdown # bunjs # pnpm # yarn # npm Every JavaScript project starts with a choice: which package manager? For years, it was npm by default. Then yarn promised faster installs. Then pnpm claimed to save gigabytes of disk space. And now Bun's built-in package manager claims to make everything else obsolete. But here's what no one tells you: the "best" package manager depends entirely on your specific use case, and blindly following benchmarks can lead you astray. A package manager that's perfect for a solo developer's side project might be terrible for a 500-package monorepo—and vice versa. This guide cuts through the marketing hype. After extensive testing across different project sizes and configurations in January 2026, here's what actually matters for each package manager, when to use it, and how to migrate if you need to. 📌 Version Note: This comparison covers npm 11.x, yarn 4.x (Berry), pnpm 10.x, and Bun 1.3 as of January 2026. The Quick Verdict If you're in a hurry, here's the short version: Use Case Recommended Why Solo/small projects Bun Fastest by far, simplest setup Large monorepos pnpm Best disk efficiency, workspace support Enterprise/legacy npm Maximum compatibility, no surprises Yarn ecosystem yarn 4 PnP mode, excellent plugins Performance at scale pnpm or Bun Both excel, pnpm more mature Now let's dive into why. The Contenders: 2026 State of Play npm 11.x Status: Still the default, ships with Node.js Latest: npm 11.7.0 (December 2025) Philosophy: Compatibility over innovation Key Strength: Works everywhere, always npm has evolved significantly. The node_modules structure is now more optimized, and features like npm audit have become industry standards. But npm's conservative approach means it's rarely the fastest or most efficient—it's just the most reliable. yarn 4.x (Berry) Status: Complete rewrite from yarn 1.x Latest: yarn 4.12.0 (January 2026) Philosophy: Innovation through Plug'n'Play (PnP) Key Strength: Zero-installs, plugin architecture Yarn Berry is essentially a different product from yarn 1. The Plug'n'Play feature eliminates node_modules entirely, instead using a .pnp.cjs file that maps imports directly to zip archives. It's radical—and divisive. pnpm 10.x Status: The "smart" alternative Latest: pnpm 10.27.0 (December 2025) Philosophy: Efficiency without breaking compatibility Key Strength: Content-addressable storage, true deduplication pnpm's approach is elegant: store all packages once in a global content-addressable store, then use hard links to make them appear in each project's node_modules . You get the compatibility of the traditional node_modules structure with massive disk savings. Bun 1.3 Package Manager Status: The new challenger Latest: Bun 1.3.0 (January 1, 2026) Philosophy: Speed above all else Key Strength: Native speed, zero configuration, full-stack capabilities Bun isn't just a package manager—it's a complete JavaScript runtime. Bun 1.3 introduced full-stack development features, unified database APIs, and further performance improvements. Its bun install command is often 10-30x faster than npm for cold installs. Benchmark Results: Cold Install Performance Let's start with what everyone cares about—raw speed. We tested each package manager on the same projects with cleared caches: Small Project (50 dependencies) Project: Typical React + TypeScript starter Dependencies: 50 direct, ~400 total Cold Install Times (cleared cache): ┌────────────┬──────────┬────────────┐ │ Manager │ Time │ vs npm │ ├────────────┼──────────┼────────────┤ │ bun │ 0.8s │ 18x faster │ │ pnpm │ 4.2s │ 3.4x faster│ │ yarn │ 6.8s │ 2.1x faster│ │ npm │ 14.3s │ baseline │ └────────────┴──────────┴────────────┘ Enter fullscreen mode Exit fullscreen mode Medium Project (200 dependencies) Project: Next.js 15 app with common libraries Dependencies: 200 direct, ~1,200 total Cold Install Times (cleared cache): ┌────────────┬──────────┬────────────┐ │ Manager │ Time │ vs npm │ ├────────────┼──────────┼────────────┤ │ bun │ 2.1s │ 22x faster │ │ pnpm │ 12.4s │ 3.7x faster│ │ yarn │ 18.2s │ 2.5x faster│ │ npm │ 46.1s │ baseline │ └────────────┴──────────┴────────────┘ Enter fullscreen mode Exit fullscreen mode Large Monorepo (15 packages, 800 dependencies) Project: Turborepo monorepo with 15 packages Dependencies: 800 direct, ~3,500 total Cold Install Times (cleared cache): ┌────────────┬──────────┬────────────┐ │ Manager │ Time │ vs npm │ ├────────────┼──────────┼────────────┤ │ bun │ 4.8s │ 28x faster │ │ pnpm │ 28.6s │ 4.7x faster│ │ yarn │ 52.3s │ 2.6x faster│ │ npm │ 134.2s │ baseline │ └────────────┴──────────┴────────────┘ Enter fullscreen mode Exit fullscreen mode Key Insight: Bun's lead actually increases with project size. For monorepos, the difference is staggering. Cached/Warm Install Performance But cold installs aren't the whole story. Most of the time, you're installing with some level of caching: Warm Install (lockfile exists, some cache): ┌────────────┬──────────────┬──────────────┐ │ Manager │ Small (50) │ Large (800) │ ├────────────┼──────────────┼──────────────┤ │ bun │ 0.3s │ 1.2s │ │ pnpm │ 1.1s │ 8.4s │ │ yarn (PnP) │ 0.0s* │ 0.0s* │ │ npm │ 3.2s │ 24.6s │ └────────────┴──────────────┴──────────────┘ * Yarn PnP with zero-installs commits dependencies to repo Enter fullscreen mode Exit fullscreen mode Yarn's Zero-Installs Trick: With PnP mode and zero-installs, yarn commits your dependencies directly to the repository. CI/CD runs need zero install time—they just yarn and go. The tradeoff? Your repo size increases significantly. Disk Usage: Where pnpm Shines Raw speed is one thing, but what about your hard drive? Single Project Disk Usage Same 200-dependency project: ┌────────────┬──────────────┬──────────────┐ │ Manager │ node_modules │ vs npm │ ├────────────┼──────────────┼──────────────┤ │ npm │ 487 MB │ baseline │ │ yarn │ 502 MB │ +3% │ │ pnpm │ 124 MB* │ -75% │ │ bun │ 461 MB │ -5% │ └────────────┴──────────────┴──────────────┘ * pnpm uses hard links to global store Enter fullscreen mode Exit fullscreen mode Multiple Projects (Same Dependencies) Here's where pnpm's architecture pays off. If you have 10 projects using React 19: 10 Projects with overlapping dependencies: ┌────────────┬──────────────┬──────────────┐ │ Manager │ Total Disk │ vs npm │ ├────────────┼──────────────┼──────────────┤ │ npm │ 4.87 GB │ baseline │ │ yarn │ 5.02 GB │ +3% │ │ pnpm │ 612 MB │ -87% │ │ bun │ 4.61 GB │ -5% │ └────────────┴──────────────┴──────────────┘ Enter fullscreen mode Exit fullscreen mode pnpm stores each unique package version exactly once. Every project links to that single copy. If you work on many projects, pnpm can save tens of gigabytes. Bun's Approach: Bun uses a global cache but still creates full node_modules directories. It's faster than npm/yarn but doesn't achieve pnpm's deduplication. Monorepo Support Compared Monorepos have become the default for many organizations. Here's how each manager handles them: Workspace Configuration npm (workspaces): // package.json { "workspaces" : [ "packages/" , "apps/" ] } Enter fullscreen mode Exit fullscreen mode yarn (workspaces): // package.json { "workspaces" : [ "packages/" , "apps/" ] } Enter fullscreen mode Exit fullscreen mode pnpm (pnpm-workspace.yaml): # pnpm-workspace.yaml packages : - ' packages/' - ' apps/' Enter fullscreen mode Exit fullscreen mode Bun (workspaces): // package.json { "workspaces" : [ "packages/" , "apps/" ] } Enter fullscreen mode Exit fullscreen mode Workspace Features Comparison Feature npm yarn pnpm Bun Workspace protocol ( workspace:* ) ❌ ✅ ✅ ✅ Selective dependency installation ❌ ✅ ✅ ✅ Parallel task execution ❌ ✅ ✅ ✅ Cross-workspace linking Basic Good Excellent Good Hoisting control Limited Full Full Limited Filtering ( --filter ) ❌ ✅ ✅ ❌ The Bottom Line: pnpm and yarn are the clear leaders for monorepo management. npm's workspace support is functional but basic. Bun's is improving rapidly but still catching up. Real-World Monorepo Performance We tested a Turborepo setup with 15 packages: Task: Install + Build all packages ┌────────────┬──────────────┬──────────────┐ │ Manager │ Install │ Full Build │ ├────────────┼──────────────┼──────────────┤ │ pnpm │ 28.6s │ 142s │ │ bun │ 4.8s │ 138s │ │ yarn │ 52.3s │ 156s │ │ npm │ 134.2s │ 198s │ └────────────┴──────────────┴──────────────┘ Enter fullscreen mode Exit fullscreen mode Interesting: Bun's install speed advantage shrinks when you include build time. The build phase dominates, making the install speed difference less impactful for CI/CD overall. Security Features Security has become a first-class concern. Here's how each manager handles it: Audit Capabilities Feature npm yarn pnpm Bun audit command ✅ Native ✅ Plugin ✅ Native ❌ Auto-fix vulnerabilities ✅ ✅ ✅ ❌ Advisory database npm registry npm registry npm registry - SBOM generation ✅ ✅ Plugin ✅ ❌ Critical Note: Bun currently lacks built-in security auditing. For production applications, you'll need third-party tools like Snyk or Socket. Lockfile Security All four managers use lockfiles to ensure reproducible installs: npm: package-lock.json (JSON) yarn: yarn.lock (custom format) pnpm: pnpm-lock.yaml (YAML) Bun: bun.lockb (binary) Bun's Binary Lockfile: Bun's bun.lockb is binary for speed. While this makes installs faster, it's not human-readable and can't be easily diffed in code review. Bun offers bun.lock (text) as an alternative, but it's not the default. Supply Chain Protection Feature npm yarn pnpm Bun Signature verification ✅ ✅ ✅ ❌ Strict peer dependencies Optional Optional Default Optional .npmrc security options Full Limited Full Limited Network isolation mode ❌ ✅ ✅ ❌ Compatibility Reality Check Here's what nobody talks about: not every package works perfectly with every manager. Known Compatibility Issues (January 2026) pnpm: Some packages break with strict node_modules structure Workaround: shamefully-hoist=true in .npmrc Most major packages now support pnpm natively yarn PnP: Many packages still don't support PnP mode Workaround: nodeLinker: node-modules falls back to traditional structure Adoption is improving but still incomplete Bun: ~98% npm compatibility (up from 95% in 2025) Some native modules still have issues Workaround: Use --backend=copyfile for problematic packages Framework Compatibility Framework npm yarn pnpm Bun Next.js 15 ✅ ✅ ✅ ✅ Remix ✅ ✅ ✅ ⚠️ Nuxt 4 ✅ ✅ ✅ ✅ Angular 19 ✅ ⚠️ ✅ ⚠️ SvelteKit ✅ ✅ ✅ ✅ Astro 5 ✅ ✅ ✅ ✅ ⚠️ = Works but some edge cases or extra configuration needed CI/CD Performance For many teams, CI/CD time is where package manager choice really matters: GitHub Actions Benchmark # Same workflow, different package managers # Node.js 22, ubuntu-latest, clean cache ┌────────────┬──────────────┬──────────────┬──────────────┐ │ Manager │ Install │ Cache Hit │ Total Job │ ├────────────┼──────────────┼──────────────┼──────────────┤ │ npm │ 48s │ 12s │ 2m 34s │ │ yarn │ 21s │ 8s │ 2m 15s │ │ yarn (PnP) │ 18s │ 0s* │ 2m 02s │ │ pnpm │ 14s │ 4s │ 2m 08s │ │ bun │ 3s │ 1s │ 1m 52s │ └────────────┴──────────────┴──────────────┴──────────────┘ * Zero-installs : dependencies committed to repo Enter fullscreen mode Exit fullscreen mode Docker Build Performance # Multi-stage build comparison ┌────────────┬──────────────┬──────────────┐ │ Manager │ Layer Cache │ No Cache │ ├────────────┼──────────────┼──────────────┤ │ npm │ 18s │ 52s │ │ pnpm │ 8s │ 24s │ │ bun │ 2s │ 6s │ └────────────┴──────────────┴──────────────┘ Enter fullscreen mode Exit fullscreen mode The Docker Secret: Bun's speed advantage is even more pronounced in Docker because its binary includes the runtime—no need to install Node.js separately. Migration Guides Ready to switch? Here's how: npm → pnpm Install pnpm: npm install -g pnpm Enter fullscreen mode Exit fullscreen mode Import existing lockfile: pnpm import Enter fullscreen mode Exit fullscreen mode Delete old files: rm -rf node_modules package-lock.json Enter fullscreen mode Exit fullscreen mode Install: pnpm install Enter fullscreen mode Exit fullscreen mode Update scripts (if needed): // package.json - usually works as-is { "scripts" : { "dev" : "next dev" , // no change needed "build" : "next build" } } Enter fullscreen mode Exit fullscreen mode npm → Bun Install Bun: curl -fsSL https://bun.sh/install \| bash Enter fullscreen mode Exit fullscreen mode Remove old files: rm -rf node_modules package-lock.json Enter fullscreen mode Exit fullscreen mode Install: bun install Enter fullscreen mode Exit fullscreen mode Update scripts for Bun runtime (optional): { "scripts" : { "dev" : "bun run --bun next dev" , "build" : "bun run next build" } } Enter fullscreen mode Exit fullscreen mode yarn 1.x → yarn 4.x (Berry) # Enable corepack (Node.js 16+) corepack enable # Set yarn version yarn set version stable # Migrate configuration yarn config set nodeLinker node-modules # for compatibility # Install yarn install Enter fullscreen mode Exit fullscreen mode Rollback Plan If migration causes issues: # Keep your old lockfile backed up! cp package-lock.json package-lock.json.backup # To rollback: rm -rf node_modules bun.lockb pnpm-lock.yaml yarn.lock mv package-lock.json.backup package-lock.json npm install Enter fullscreen mode Exit fullscreen mode When to Use What: Decision Framework Use npm when: ✅ Maximum compatibility is required ✅ Team is unfamiliar with alternatives ✅ Legacy project with many native dependencies ✅ Corporate environment with strict tooling policies ✅ You want "it just works" Use yarn when: ✅ You need Plug'n'Play zero-installs ✅ You want the plugin ecosystem ✅ Your team is already yarn experts ✅ You need advanced workspace features ✅ Offline-first development is important Use pnpm when: ✅ Disk space is a concern ✅ You have many projects with overlapping dependencies ✅ Large monorepo with complex dependencies ✅ You want speed without sacrificing compatibility ✅ Strict dependency isolation matters Use Bun when: ✅ Speed is the absolute priority ✅ You're starting a new project ✅ CI/CD time is a major cost ✅ You're building Node.js APIs or scripts ✅ You want a unified runtime + package manager The Hidden Costs Nobody Mentions Before you switch, consider: Learning Curve npm → pnpm: Minimal. Almost drop-in. npm → yarn 4: Moderate. PnP mode requires understanding. npm → Bun: Low for package management, higher if using Bun runtime. Tooling Compatibility IDE support: All four work with VS Code, JetBrains, etc. CI/CD templates: npm has the most, Bun the least ready-made Docker images: npm/yarn are everywhere, pnpm common, Bun less common Team Onboarding The fastest package manager doesn't help if it slows down your team. Consider: How comfortable is your team with the new tool? Are your documentation and scripts updated? Have you tested the entire development workflow? Future Outlook: 2026 and Beyond npm: Will remain the default. Focus on incremental improvements. yarn: Continuing to push PnP adoption. Better monorepo support coming. pnpm: Rapid growth in enterprise. Becoming the "safe modern choice." Bun: Aggressive development. Aiming for 100% npm compatibility. May become the default for new projects by 2027. The ecosystem is fragmenting in healthy ways. Competition drives innovation—and all four managers are better for it. Conclusion: There's No Wrong Choice (Mostly) After extensive testing, here's the honest truth: all four package managers work fine for most projects. The performance differences, while measurable, rarely matter for small-to-medium projects. Where choice matters: Monorepos: pnpm or yarn CI/CD-heavy workflows: Bun or pnpm Disk-constrained systems: pnpm Maximum compatibility: npm Bleeding edge: Bun The most important thing isn't which package manager you choose—it's that you choose consistently across your projects and team. Switching between managers constantly creates more friction than any speed difference could justify. My recommendation for 2026: New projects: Try Bun. It's fast enough to justify the minor compatibility risks. Existing projects: Consider pnpm if you're feeling pain. Otherwise, npm is fine. Enterprise monorepos: pnpm is the safe, powerful choice. Benchmarks conducted January 2026 on M3 MacBook Pro with Node.js 22.x. Results will vary based on hardware, network, and project specifics. Always test with your own codebase before making decisions. 🚀 Explore More: This article is from the Pockit Blog . If you found this helpful, check out Pockit.tools . It’s a curated collection of offline-capable dev utilities. Available on Chrome Web Store for free. 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 HK Lee Follow solo web developer Joined Dec 26, 2025 Trending on DEV Community Hot I Am 38, I Am a Nurse, and I Have Always Wanted to Learn Coding # career # learning # beginners # coding Top 7 Featured DEV Posts of the Week # top7 # discuss What was your win this week??? # weeklyretro # discuss 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/deerapandey/selecting-the-right-erp-for-singapore-smes-why-odoo-deserves-attention-5a56#comments	Selecting the Right ERP for Singapore SMEs: Why Odoo Deserves Attention - 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 Deeraj Posted on Jan 21, 2025 Selecting the Right ERP for Singapore SMEs: Why Odoo Deserves Attention # webdev # productivity # odoo Enterprise Resource Planning (ERP) systems are crucial for businesses to streamline their operation in the competitive world. Further the most important thing for SMEs in Singapore, selecting the right ERP system. With various tools and softwires available determining the best is a challenging process. This blog will explore role of ERP systems in SMEs, top ERP systems in Singapore and the reason why Odoo is the best choice. Role of ERPs in SMEs ERP systems are mainly designed to automate and manage the whole business process like inventory, customer relationship, accounting and supply chain operations. Mostly 90% of businesses in Singapore are adopting ERP systems to the economy. With ERP systems SMEs can enhance their resource management, minimize manual efforts and be competitive in the market. Integrating ERP can benefit businesses in various ways like: Enhance productivity through automation. Streamline workflows by integrating business processes. Offer real-time insights to support decision-making. Scale operations seamlessly as the business grows. Top 7 ERP Systems in Singapore 1. Odoo Odoo ERP solutions is an open-source ERP platform that provides modular solutions for business management in every aspect. from CRM to inventory management, e commerce and accounting, Odoo customization of features and make it more attractive for SMEs. 2. Epicor Epicor is customized for logistics and manufacturing industries and specializes in ERP solutions. Its tools help businesses to optimize ROI, digitize the manual process and streamline operation. This system is a go to choice for industries like automotive, medical and aerospace. 3. Sage Group Sage Group includes Sage X3 and Sage’s flagship ERP software, it provides ERP solutions for businesses of varying sizes. It has various features for production planning, financial management and e commerce. This is the best choice for SMEs having diverse needs. 4. Oracle NetSuite A unified business management suite is provided by NetSuite as it includes finance, e commerce and CRM solutions. It is a cloud-based system as it ensures scalability and seamless upgrades providing to the demanding need for SMEs. 5. Infor Infor is also a cloud-based ERP solutions powered by Amazon Web Services. Its capabilities extend to manufacturing, healthcare, and retail, making it a versatile choice for Singaporean SMEs looking for robust cloud integration. 6. IFS AB This system specially focusses on industries like construction, energy and telecommunications. With a special focus on enterprise asset management and service management, IFS AB fit businesses greatly those requiring project specific solutions. 7. Acumatica Acumatica, a cloud native ERP solution, is mainly designed for mid-sized businesses. It features intuitive UI, modern compatibility, flexible pricing and ensures SMEs access data anywhere, anytime. Odoo vs Other ERP Systems: Which is Best? While comparing ERP systems, the perfect match depends on the needs of SMEs. Here are key differentiators: 1. Target Market: Odoo is suitable solution for all businesses, it might be from startups to established SMEs. Whereas Oracle NetSuite and Microsoft Dynamics cater only for large enterprises. While coming to the pricing and open-source nature, Odoo makes accessible for all. 2. Customizability: Odoo's architecture makes businesses add or remove specific features easily when required. While other ERP systems like NetSuite and Microsoft Dynamics provide customization, they often need high technical expertise. 3. Affordability: Odoo’s community edition is free of cost but other ERP system’s price high. As other ERP solutions are costly for SMEs, Odoo is the right solution for them. 4. Ease of Use: Odoo stands out with modern intuitive interface. Unlike some ERP systems that requires deep learning curves, Odoo is designed for easy use and implementation that can be used even by non-technical users. 5. Scalability: Odoo offers SMEs to start their ERP solutions in small and expand it later with the growth in their business. This scalability option makes a preferred choice for businesses in Singapore. Top Reasons Why Odoo is Better Over 16,000 modules tailored to specific business needs. Transparent and adaptable to unique workflows seamlessly. Advanced ERP features accessible within SME budgets. Global developer support ensures continuous innovation and relevance. Effortlessly integrates third-party tools for streamlined operations. Accessible anywhere, grows alongside evolving business requirements. For SMEs in Singapore, selecting the right ERP system is a critical decision. While numerous options are available, Odoo stands out for its affordability, customizability, and scalability. Partnering with an experts like the best custom ERP development services provider , ensures seamless implementation, enabling businesses to harness the full potential of ERP systems and drive growth in a competitive market. 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 Deeraj Follow Product Marketer & Workflow Automation Expert \| AI + NoCode tools at iSQUARE with 6+ years of experience on handling ERP, Custom CRM software solution for mid to large enterprises. Joined Sep 28, 2023 More from Deeraj Why HR Software is Needed for Renewable Sector? # hrms # productivity How Android App Developers Can Improve Inventory Tracking # android # webdev # programming # productivity How Automated Supply Chain Supercharges ROI # productivity # automation # news 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account	2026-01-13T08:49:44
https://dev.to/berviantoleo/net-8-docker-35n9	.NET 8 + Docker - 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 Bervianto Leo Pratama Posted on May 10, 2023           .NET 8 + Docker # docker # dotnet # beginners Have you read my previous post about .NET 7 and the new feature of dotnet publish? I recommend reading that post because I won't cover some steps. Preparation .NET 8 SDK - When posting this, the version is a preview version. Docker Starter Project You can try cloning from the net7.0 branch from this repository . The changes Update DockerNetExample/DockerNetExample.csproj . We update the TargetFramework to net7.0 and add ContainerBaseImage . Normally, we don't add ContainerBaseImage , but because currently still a preview version, I recommend adding it. We also can add ContainerImageTags to distinguish from the previous version. <Project Sdk= "Microsoft.NET.Sdk.Web" > <PropertyGroup> <TargetFramework> net8.0 </TargetFramework> <Nullable> enable </Nullable> <ImplicitUsings> enable </ImplicitUsings> <ContainerImageName> docker-net-example </ContainerImageName> <ContainerBaseImage> mcr.microsoft.com/dotnet/aspnet:8.0-preview </ContainerBaseImage> <ContainerImageTags> 2.0.0;latest </ContainerImageTags> </PropertyGroup> </Project> Now, let's run the dotnet publish command. Command: dotnet publish --os linux --arch x64 /t:PublishContainer -c Release . Checking the docker image. docker image ls I will introduce you to a Docker Compose. If you are using Docker Desktop, you already have Docker Compose bundled. More information about Docker Compose . You can create a file docker-compose.yml . version : " 3.9" services : dotnet : image : " docker-net-example:2.0.0" ports : - 8000:80 environment : - ASPNETCORE_URLS=http://+ You can check the detailed PR here . You can test using curl or other tools. Thanks If you have any feedback, feel free to share it with me in this post or raise an issue in the repository. Repository bervProject / docker-net-example .NET Dockerfile Docker .NET Example Blog Post Web API in NET 6 + Docker .NET 7 + Docker .NET 8 + Docker .NET 6 Please check net6.0 branch . .NET 7 Please check net7.0 branch . License MIT View on GitHub 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 Bervianto Leo Pratama Follow AWS Community Builder \| Software Engineer \| Focus on topics: Microservices, Cloud Computing, and Cyber Security. Location Bandung, Indonesia Education Bachelor of Science, Computer Science Pronouns He/His/Him Work Software Engineer Joined Aug 9, 2018 More from Bervianto Leo Pratama Exploring .NET Aspire and Adding it to my existing boilerplate # dotnet # devops # programming # docker Exploring Azure Queue Storage in .NET # dotnet # azure # tutorial # azurequeue String vs StringBuilder .NET (C#) # dotnet 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account	2026-01-13T08:49:44
https://dev.to/aws-builders/aws-2025-a-year-of-agentic-ai-custom-chips-and-multicloud-bridges-4kn2#comments	AWS 2025: A Year of Agentic AI, Custom Chips, and Multicloud Bridges - 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 Damien Gallagher for AWS Community Builders Posted on Jan 2 AWS 2025: A Year of Agentic AI, Custom Chips, and Multicloud Bridges # aws # reinvent # cloud # 2025 I've been tracking AWS releases all year, and honestly, 2025 felt different. Not just "here's another managed service" different, but fundamentally "we're changing how you build software" different. Between re:Invent and the steady stream of updates throughout the year, there's a lot to unpack. This article is my attempt to summarise the key announcements across every major category. I won't cover everything - AWS announced hundreds of updates - but I'll hit the ones that actually matter for most developers and architects. 1. The Big Picture: What Defined 2025 If I had to describe 2025 in three themes, it would be: Agentic AI everywhere - AWS went all-in on autonomous agents that do things on your behalf Custom silicon at scale - Graviton5, Trainium3, and the infrastructure to run them Multicloud is real now - That AWS-Google partnership wasn't on my bingo card The common thread? AWS is positioning itself not just as infrastructure, but as the platform where AI agents live and operate. Whether you buy into that vision or not, it's clearly where they're headed. 2. Global Infrastructure Expansion AWS continued expanding its global footprint in 2025: New Regions Launched: Mexico (Central) - AWS's first region in Mexico, launched January 2025. They've committed $5 billion over 15 years, so they're serious about Latin America. Thailand (Asia Pacific) - Also launched January 2025 with three availability zones. Also Launched in 2025: Taiwan (Asia Pacific - Taipei) - Launched June 2025 with three availability zones and $5 billion investment New Zealand (Asia Pacific) - Launched September 2, 2025 (ap-southeast-6) with three availability zones and NZ$7.5 billion investment Coming Soon: Saudi Arabia (expected 2026) AWS European Sovereign Cloud - Launching December 2025 in Brandenburg, Germany with €7.8 billion investment As of December 2025, AWS operates 120 availability zones across 38 geographic regions. Remember - you don't pay for an AWS account, just the resources running in it. But regional availability still matters for latency and data residency requirements. 3. Compute: Where Things Got Interesting This was a big year for compute. Not just incremental improvements, but some genuinely useful new capabilities. Graviton5 Processors AWS introduced Graviton5, their most powerful custom chip yet. The new EC2 M9g instances deliver up to 25% higher performance than the previous generation while using less energy. If you're not already on Graviton for compatible workloads, the price-performance gap just got wider. Trainium3 UltraServers For AI training workloads, Trainium3 UltraServers can host up to 144 Trainium3 chips per server, providing up to 362 MXFP8 PFLOPs of compute. The chips themselves are claimed to be 40% more energy efficient than the previous generation. I haven't run benchmarks myself, but the specs are impressive. Lambda Durable Functions This one's probably the most practical announcement for everyday developers. Lambda Durable Functions lets you build applications that coordinate multiple steps over extended periods - from seconds to up to one year - without paying for idle compute time. Think workflows that wait for human approval, or processes that need to poll external systems periodically. Before this, you'd need Step Functions or some custom orchestration. Now Lambda handles it natively. Lambda Managed Instances A new capability that lets you run Lambda-like functions on EC2 hardware. It's an interesting middle ground - serverless simplicity with EC2's power and flexibility. Useful when you need more control over the underlying compute but don't want to give up the Lambda programming model. New EC2 Instance Types Memory-optimised instances powered by 5th Gen AMD EPYC processors hit the market, offering up to 5 GHz speeds and 3 TiB of RAM. These are aimed at heavy workloads like databases and EDA tools. 4. AI and Machine Learning: The Agentic Era This section could be its own article - actually, I'm writing one - but here are the highlights: Amazon Nova 2 Models AWS expanded the Nova family significantly: Nova 2 Lite - Fast, cost-effective reasoning for everyday workloads Nova 2 Pro - The most capable model for complex, multi-step tasks (currently in preview) Nova 2 Sonic - Speech-to-speech model supporting seven languages Nova 2 Omni - The industry's first reasoning model that processes text, images, video, and speech while generating both text and images All Nova 2 models support extended thinking with adjustable intensity levels. You can dial up the reasoning depth when you need it and keep it light for simpler queries. Amazon Nova Forge This one's fascinating - it's essentially "build your own frontier model." You start from Nova model checkpoints, blend your proprietary data with Nova's training data, and get a custom model that combines Nova's capabilities with your domain knowledge. Reddit apparently already built their own model using it. Nova Act Browser automation agents. Powered by a custom Nova 2 Lite model, it delivers 90% reliability on browser-based tasks. If you've been building web scrapers or automation tools manually, this might be worth exploring. Amazon Bedrock Updates Bedrock now has over 100 foundation models, including 18 new open-weight models added in December. The big capability addition was reinforcement fine-tuning, which uses feedback-driven training to deliver 66% accuracy gains without needing massive labelled datasets. Amazon Bedrock AgentCore AgentCore went from preview (July) to GA (October) to feature-rich (December). It's the infrastructure layer for building, deploying, and operating AI agents at scale. The SDK has been downloaded over 2 million times in just 5 months. Key components: Runtime - Session isolation, bidirectional streaming for voice agents Memory - Now includes episodic memory for agents that learn from experience Gateway - Convert existing APIs to MCP-compatible tools Identity - OAuth integration and secure token storage Observability - CloudWatch dashboards for agent monitoring Policy - Real-time tool call interception using Cedar policies Evaluations - 13 built-in evaluators for quality monitoring Amazon Q Developer The AI coding assistant got significant updates: C#, C++, and 11 additional languages for customisation GitLab Duo integration (GA) GitHub integration (preview - no AWS account required) MCP support in the CLI Conversation history that persists between sessions Pro Tier available in Frankfurt for EU data residency Kiro IDE AWS released Kiro, an agentic AI IDE that Amazon now uses internally. Built on VS Code, it features spec-driven development where you write requirements in markdown and the agent scaffolds everything. One internal project reportedly went from 30 developers over 18 months to 6 developers over 76 days. I'm still evaluating it myself, but the early signs are promising. 5. Database: Savings and Scale Database Savings Plans Finally - a single, flexible commitment that applies across RDS, Aurora, DynamoDB, ElastiCache, Neptune, and DocumentDB. No more juggling separate Reserved Instance portfolios per engine. You can reduce costs by up to 35% with a one-year commitment. Aurora DSQL Cluster creation now takes seconds instead of minutes. Useful for rapid prototyping and testing scenarios. RDS Storage Expansion RDS for SQL Server and Oracle now support up to 256 TiB of storage (up from 64 TiB), with a 4x improvement in IOPS and I/O bandwidth. If you're running large on-prem databases, the migration path just got easier. OpenSearch Enhancements GPU-accelerated vector indexing makes index creation 10x faster at one-quarter the cost. Auto-optimised vector indexes automatically evaluate different KNN algorithms to balance recall quality against query performance. 6. Networking: The Multicloud Moment AWS Interconnect This is the one that surprised everyone. AWS partnered with Google Cloud to offer managed, high-speed private connections between the two platforms. You can provision dedicated bandwidth on demand and establish connectivity in minutes. The service includes quad-redundancy and MACsec encryption. Microsoft Azure support is coming in 2026. I've been saying for years that multicloud is mostly marketing, but this is... actually useful. If you genuinely have workloads across AWS and GCP, this beats managing your own Direct Connect and Cloud Interconnect setup. Route 53 Global Resolver Now in preview - secure anycast DNS resolution that simplifies hybrid DNS management. One service instead of managing resolvers in each VPC. 7. Storage: Vectors and Tables Amazon S3 Vectors (GA) S3 now natively supports storing and querying vector embeddings. It scales up to 2 billion vectors per index (40x the preview capacity), supports up to 20 trillion vectors per bucket, and reduces costs by up to 90% compared to specialised vector databases. For RAG, semantic search, and agentic workloads, this removes the need for a separate vector database. I'm looking at you, Pinecone bills. S3 Tables Built-in Intelligent-Tiering support and replication for Apache Iceberg-native tables. Makes it easier to run analytics on S3 without complex ETL pipelines. FSx for NetApp ONTAP Now integrates with S3, allowing file-system data to be accessed via S3 APIs. Useful for plugging existing storage into analytics and ML services without copying data around. 8. Containers and Kubernetes Amazon EKS Capabilities Fully managed platform capabilities for workload orchestration and cloud resource management. The goal is eliminating infrastructure maintenance while maintaining enterprise-grade reliability. If you're running vanilla Kubernetes and spending too much time on cluster management, this might help. ECS Express Mode Simplified container deployments for ECS. I haven't tried this one yet, but it's on my list. 9. The Deprecation Corner AWS introduced the Product Lifecycle page in 2025, which consolidates all service availability information in one place. About time, honestly. Key deprecations to be aware of: AWS Cloud9 - No longer accepting new customers. AWS recommends VS Code with remote extensions. AWS WAF Classic - No new WebACLs after March 31, 2025. Fully retired September 30, 2025. AWS Proton - Support ends October 7, 2026. New customers blocked after October 7, 2025. AWS SDK for JavaScript v2 - End of support September 8, 2025. Migrate to v3. Amazon Linux 2 - End of support extended to June 30, 2026. Migrate to Amazon Linux 2023 before then. If you're using any of these, now's the time to plan your migration. The CodeCommit Reversal In a rare move, AWS reversed the CodeCommit deprecation in November 2025 after listening to customer feedback. CodeCommit is back to full General Availability with new features planned including Git Large File Storage in early 2026 and regional expansion to additional regions starting Q3 2026. The reversal acknowledged that CodeCommit's deep IAM integration, VPC endpoint support, and seamless connectivity with CodePipeline provided significant value, especially for regulated industries. AWS explicitly apologised for the inconvenience caused to customers who had begun migration planning. 10. What Does 2025 Tell Us? Looking at the year as a whole, a few patterns emerge: AI agents are the new compute primitive. Just like we went from servers to containers to functions, we're now going from functions to agents. AWS is betting big that the future of cloud computing involves autonomous systems that act on our behalf. Custom silicon matters. AWS keeps investing in Graviton and Trainium because they genuinely believe they can out-price and out-perform commodity hardware for specific workloads. The numbers so far suggest they're right. Multicloud is becoming practical. The Google partnership signals that even AWS recognises customers have legitimate multicloud needs. Expect more interoperability announcements in 2026. Developer experience is a priority. Q Developer, Kiro, and the various IDE integrations show AWS is serious about making AI-assisted development accessible. They're not just building infrastructure - they're building the tools developers use daily. Whether you're excited or exhausted by the pace of change, 2025 was undeniably a significant year for AWS. And if the roadmap announcements are any indication, 2026 will be even more intense. What announcements mattered most to you? I'd love to hear what you're planning to try first. 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 AWS Community Builders Follow Build On! Would you like to become an AWS Community Builder? Learn more about the program and apply to join when applications are open next. 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We got you covered! Brand guidelines Download logo pack Agentic \| Generative \| Search See Algolia's AI retieval platform at NRF Booth #6051 \| New York, NY \| Jan 11-13   Companies power Agentic Generative and Search experiences with the Algolia AI Retrieval Platform Every great retail experience starts with intelligent retrieval — the ability to instantly understand what shoppers want and surface the right results. In a competitive market, meeting those expectations with speed and relevance is key to delighting customers and driving growth. That’s why more than 18,000 companies trust Algolia’s AI retrieval platform to power their agentic, generative, and search experiences. By combining advanced AI with multimodal search — across text, image, and conversation — Algolia delivers the intelligence that fuels modern shopping agents and dynamic storefronts. However customers choose to shop, retailers can ensure they always find just what they’re looking for. See Algolia in action Book a demo with the team at NRF to see how Algolia’s AI Retrieval platform  Improves every shopper KPI by applying AI in search and retrieval Increases staff productivity, applying AI to reduce merchandising and catalogue tasks Improves shopper loyalty with a responsive search and discovery experience that combines personalization, AI, and engaging shoppers’ senses   Don’t miss Algolia on stage Monday, January 12  \|  1:45 PM - 2:15 PM Panel Topic: “Beyond the website: Reinventing retail for AI-native shoppers” The next era of ecommerce isn’t an evolution — it’s a reinvention. Traditional websites, as we know them, may not survive. This session will dive into what the end of the website storefront will mean. With AI in the forefront, agents become trusted shopping companions, taking actions for users through voice and text prompts. To stand out in the next age of ecommerce, you must build multi-modal, adaptive shopping experiences that align with human behavior and anticipate intent. Leave equipped with a strategic lens and roadmap for thriving in the AI- empowered future. You won’t want to miss this discussion between: Bernadette Nixon, CEO, Algolia David Clark, Chief Customer Officer of Frasers Group Jennifer Myers, Head of Strategic Partnerships, Microsoft Shopping Add to calendar - Monday, January 12 \| 1:45 PM - 2:15 PM ReturnPro Stage A Roaring Retail Affair during NRF! Join us for an after hours 1920s-themed party at the historic Campbell Bar, hosted by Algolia x Shopify. Get ready for an evening of dinner, drinks, and revelry – plus some surprises along the way. When: Monday, January 12, 2026   7 -11pm  Where: The Campbell Bar  Grand Central Terminal at 15 Vanderbilt Avenue  (between 42nd & 43rd Street)   Registration Link The Campbell Bar Catch our in-booth presentations! Full list of our presentations below: Topics: 1 . Create AI Agents in Minutes: A Live Retail Demo   2.  Faster, Smarter Search at Scale: How Leroy Merlin Improved the Retail Experience with AI   3.  Scaling AI Search: Crecera Brands’ Two-Site Transformation (and Growing)   4.  Behind the Scenes of AI Shopping: How Algolia + Microsoft Copilot Are Redefining the Next Era of AI-Driven Product Discovery   5.  Adaptive AI Agents: Redefining Seasonal Shopping Experiences with Algolia x Shopify   6.  From Search Bar to Smart Assistant: Reinventing the Shopping Experience with Shoe Carnival   7.  Algolia's AI Agent in Action: Aries Solutions and Five Below Turn Search Signals into a Smart Shopping Assistant.   Meet the team! More to come! 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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 14 15 16 17 18 19 20 21 22 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Breathing Room: Expanding Your AWS EC2 Storage for a Smooth Docker Deployment Ajit Kumar Ajit Kumar Ajit Kumar Follow Dec 25 '25 Breathing Room: Expanding Your AWS EC2 Storage for a Smooth Docker Deployment # docker # aws # devops # tutorial Comments Add Comment 5 min read Terraform: creating an AWS OpenSearch Service cluster and users Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow for AWS Heroes Dec 29 '25 Terraform: creating an AWS OpenSearch Service cluster and users # devops # aws # terraform # tutorial Comments Add Comment 16 min read Server-based vs Serverless Compute Services on AWS: My Notes for Beginners. Rohan Nalawade Rohan Nalawade Rohan Nalawade Follow Dec 25 '25 Server-based vs Serverless Compute Services on AWS: My Notes for Beginners. # serverless # aws # devops # cloudcomputing Comments Add Comment 2 min read McKinsey Just Killed Agile: Why 'Commando Units' & Spec-Driven AI Are The Future of Legacy Migration Jacques Montagne Jacques Montagne Jacques Montagne Follow Dec 26 '25 McKinsey Just Killed Agile: Why 'Commando Units' & Spec-Driven AI Are The Future of Legacy Migration # aws # agile # kiro # legacy Comments Add Comment 4 min read Security Groups vs NACLs — What I Got Wrong at First Nirmal Mahale Nirmal Mahale Nirmal Mahale Follow Dec 25 '25 Security Groups vs NACLs — What I Got Wrong at First # aws # cloudnative # networking # learning 1 reaction Comments Add Comment 3 min read How to Set Up Your First IAM User in 5 Minutes on AWS CyberHack-08 CyberHack-08 CyberHack-08 Follow Dec 25 '25 How to Set Up Your First IAM User in 5 Minutes on AWS # aws # beginners # cybersecurity # cloud Comments Add Comment 2 min read 🧹 AWS 114: Cleaning Up the Cloud - How to Terminate an EC2 Instance Hritik Raj Hritik Raj Hritik Raj Follow Dec 25 '25 🧹 AWS 114: Cleaning Up the Cloud - How to Terminate an EC2 Instance # aws # cloudoptimization # devops # 100daysofcloud Comments Add Comment 3 min read 🚀 Terraform Day 18: Serverless Automation with AWS Lambda Using Terraform Jeeva Jeeva Jeeva Follow Dec 25 '25 🚀 Terraform Day 18: Serverless Automation with AWS Lambda Using Terraform # serverless # aws # automation # terraform Comments Add Comment 2 min read AWS ElastiCache vs MemoryDB: Which One Do You Actually Need? Anand Rathnas Anand Rathnas Anand Rathnas Follow Dec 24 '25 AWS ElastiCache vs MemoryDB: Which One Do You Actually Need? # aws # elasticache # redis # memorydb Comments Add Comment 3 min read 🧠 Building a Conversational Chatbot with AWS Bedrock (Amazon Titan) Oteng Isaac Oteng Isaac Oteng Isaac Follow for AWS Community Builders Dec 26 '25 🧠 Building a Conversational Chatbot with AWS Bedrock (Amazon Titan) # ai # aws 1 reaction Comments Add Comment 3 min read I go by the name of Vector — Using AWS S3 vector storage for cost effective and performant… mgbec mgbec mgbec Follow for AWS Community Builders Dec 27 '25 I go by the name of Vector — Using AWS S3 vector storage for cost effective and performant… # aws # vectordatabase # generativeaitools Comments Add Comment 7 min read AWS Lambda and AWS Glue Python Shell in the Context of Lightweight ETL Aki Aki Aki Follow for AWS Community Builders Jan 8 AWS Lambda and AWS Glue Python Shell in the Context of Lightweight ETL # aws # dataengineering # etl 3 reactions Comments Add Comment 7 min read AWS Cloud Adoption Framework (CAF) - Complete Deep Dive Manish Kumar Manish Kumar Manish Kumar Follow Dec 25 '25 AWS Cloud Adoption Framework (CAF) - Complete Deep Dive # aws # productivity # architecture Comments Add Comment 36 min read Building a Production-Grade Serverless API on AWS Nick Gojaman Nick Gojaman Nick Gojaman Follow Dec 24 '25 Building a Production-Grade Serverless API on AWS # aws # serverless # cloud # architecture Comments Add Comment 4 min read A Step-by-Step Guide to AWS Elastic Beanstalk :Simplifying Application Deployment Ganiyat Olagoke Adebayo Ganiyat Olagoke Adebayo Ganiyat Olagoke Adebayo Follow Dec 24 '25 A Step-by-Step Guide to AWS Elastic Beanstalk :Simplifying Application Deployment # beginners # aws # devops # tutorial Comments Add Comment 7 min read My First AWS re:Invent Experience Avinash Dalvi Avinash Dalvi Avinash Dalvi Follow for AWS Community Builders Dec 29 '25 My First AWS re:Invent Experience # aws # community # devjournal 7 reactions Comments Add Comment 11 min read Text-to-Clip: Building a Serverless AI Engine that Edits Video from Descriptions Salam Shaik Salam Shaik Salam Shaik Follow for AWS Community Builders Jan 8 Text-to-Clip: Building a Serverless AI Engine that Edits Video from Descriptions # ai # bedrock # agents # aws 1 reaction Comments Add Comment 13 min read DEV Track Spotlight: Build a Multi-Agent Role-Playing Game Master with Strands Agents (DEV330) Gunnar Grosch Gunnar Grosch Gunnar Grosch Follow for AWS Dec 25 '25 DEV Track Spotlight: Build a Multi-Agent Role-Playing Game Master with Strands Agents (DEV330) # aws # ai # mcp # a2a Comments Add Comment 6 min read All things Kiro & Road to reinvent Hackathon Experience 2025 VijayaNirmalaGopal VijayaNirmalaGopal VijayaNirmalaGopal Follow for AWS Community Builders Dec 24 '25 All things Kiro & Road to reinvent Hackathon Experience 2025 # aws # kiro # hackathon # ai 8 reactions Comments Add Comment 4 min read Guide to Integrate AWS Strands Agent with AgentCore Runtime using SDK Integration Vimal Venugopal Vimal Venugopal Vimal Venugopal Follow Dec 26 '25 Guide to Integrate AWS Strands Agent with AgentCore Runtime using SDK Integration # python # ai # aws # tutorial Comments Add Comment 2 min read Do we need AWS Durable Functions when we have Step Functions? JoLo JoLo JoLo Follow for AWS Community Builders Jan 5 Do we need AWS Durable Functions when we have Step Functions? # aws # lambda # durablefunctions # typescript Comments Add Comment 8 min read Visualizing Data with Amazon QuickSight - Quick project Jeya Shri Jeya Shri Jeya Shri Follow Dec 24 '25 Visualizing Data with Amazon QuickSight - Quick project # cloud # quicksight # aws # data Comments Add Comment 3 min read 🚀 Terraform Day 17: Blue-Green Deployment on AWS Using Terraform Jeeva Jeeva Jeeva Follow Dec 24 '25 🚀 Terraform Day 17: Blue-Green Deployment on AWS Using Terraform # aws # terraform # devops # tutorial Comments Add Comment 2 min read AWS Global Accelerator Aviral Srivastava Aviral Srivastava Aviral Srivastava Follow Dec 24 '25 AWS Global Accelerator # aws # performance # networking # architecture Comments Add Comment 8 min read AWS VPC Lattice: Simplifying Application Networking 🚀 Omar Fathy Omar Fathy Omar Fathy Follow Dec 24 '25 AWS VPC Lattice: Simplifying Application Networking 🚀 # microservices # aws # networking # architecture 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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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 SavagePixie Posted on Aug 1, 2019           Lookaheads in Javascript # javascript # beginners # todayilearned Learning JavaScript (8 Part Series) 1 My New Friends filter() and map() 2 Destructuring Assignment in JavaScript ... 4 more parts... 3 Butchering Arrays (or not) with splice() and slice() 4 Lookaheads in Javascript 5 Wielding replace with all its power 6 Understanding reduce in JavaScript 7 An introduction to promises in JavaScript 8 Cool Object methods in JavaScript Today I faced a very interesting exercise. I had to make a function that took a string as its argument and returned the same string but written in spinal tap case (which apparently is the same as or very similar to kebab case , just-like-this). Up until here, there's nothing to fear, I knew I could just .split().join().toLowerCase() it away. The challenge for me came when I had to turn a string such as "ThisIsAString" into spinal tap. My first thought was how on earth do I divide a string by its capitals and keep the capitals at the same time ? The answer to my problem is lookaheads. I had learned about them a while ago, but hadn't really understood them. So this exercise was the perfect opportunity to actually learn how to use them. The first bit of the exercise was quite simple. So I'm just going to put it here and not say much about it. This creates an array separating where there is a space or an underscore. Then joins it againt into a string separating each element with a hyphen and then turns it all to lower case. Easy peasy. const toSpinal = str => str . split ( / \s \|_/ ). join ( ' - ' ). toLowerCase () As you'll have noticed, when you turn a string into an array using split() , it also removes the character(s) that mark the boundaries between elements. So in our example, the string "I Like_Potatoes" would become "i-like-potatoes" . So, What about These Lookaheads? After this lengthy introduction, let's return to the problem at hand. My function so far works very well for anything that isn't "ILikePotatoes" . But to adecuately process such string, I know that I can't simply use a regular expression like [A-Z] , because that would also remove the capital letters. So I'd get something like "--ike-otatoes" . This is where lookaheads come in handy. Lookaheads allow us to check whether an expression A is followed by another expression B. It will only return A if B follows (or doesn't follow) it, but it will leave B unmatched and untouched. We write a lookahead using (?=) (or (?!) if we want the expression not to be followed by the lookahead). const regEx = / [ A-Z ](?=\W) /g const str = " A. Potato, B- Onion, C: All of the above " str . match ( regEx ) // returns A, B, C The lookahead (?=\W) tells the program to look for any non-word character after the previous expression. So all capital letters that are not followed by a non-word character, will not return a match. But notice that the match() only returns the three capital letters A, B and C, not the character that follows them. If we wanted the string to return a match for capital letters that are not followed by a non-word character, we could simply use a negative lookahead ( (?!) ): const regEx = / [ A-Z ](?!\W) /g const str = " A. Potato, B- Onion, C: All of the above " str . match ( regEx ) // returns P, O, A If we write a regular expression with a lookahead but with no preceeding expression , it will match all that matches the lookahead but return empty. We can use this to our advantage when we want to turn the string "ILikePotatoes" into spinal tap case: const toSpinal = str => str . split ( / \s \|_\| (?=[ A-Z ]) / ). join ( ' - ' ). toLowerCase () //Note that the lookahead comes after a \| so it isn't attached to the previous expression console . log ( toSpinal ( " I like potatoes " )) //i-like-potatoes console . log ( toSpinal ( " ILikeCarrots " )) //i-like-carrots console . log ( toSpinal ( " ThisIsA_really We1rdString " )) //this-is-a-really-we1rd-string Conclusion Lookaheads allow us to define whether an expression will be matched or not based on what follows it (or doesn't). So it will only match an expression if both the expression itself and the lookahead match. But it will only return the expression, without the lookahead. Learning JavaScript (8 Part Series) 1 My New Friends filter() and map() 2 Destructuring Assignment in JavaScript ... 4 more parts... 3 Butchering Arrays (or not) with splice() and slice() 4 Lookaheads in Javascript 5 Wielding replace with all its power 6 Understanding reduce in JavaScript 7 An introduction to promises in JavaScript 8 Cool Object methods in JavaScript Top comments (8) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand   Gonzalo Gonzalo Gonzalo Follow Joined Apr 22, 2019 • Aug 1 '19 • Edited on Aug 1 • Edited Dropdown menu Copy link Hide Hey! Thanks to you I made something!! A regex to detect uncommented console.log()!! What do you think? const regEx = /^(?!.\/\/)(?=.console\.log)/g const examples = [ ' // console.log("asdf")', ' // console.log("asdf")', ' // console.log("asdf")', ' console.log("asdf") ', ' console.log(', ] examples.forEach( (example) => { console.log( example, example.match(regEx) !== null ) } ) And the output: // console.log("asdf") false // console.log("asdf") false // console.log("asdf") false console.log("asdf") true console.log( true Like comment: Like comment: 3  likes Like Comment button Reply Collapse Expand   Ben Sinclair Ben Sinclair Ben Sinclair Follow I've been a professional C, Perl, PHP and Python developer. I'm an ex-sysadmin from the late 20th century. These days I do more Javascript and CSS and whatnot, and promote UX and accessibility. Location Scotland Education Something something cybernetics Pronouns They/them Work General-purpose software person Joined Aug 29, 2017 • Aug 28 '19 Dropdown menu Copy link Hide Your next goal is to get it to work with these :) console . log ( " foo " ); // console.log("bar"); /***** * console.log("baz"); *****/ console . table ([ ' foo ' , ' bar ' ]); Like comment: Like comment: 2  likes Like Comment button Reply Collapse Expand   SavagePixie SavagePixie SavagePixie Follow Always learning new things. I love web development and coding in general. Joined Jul 23, 2019 • Aug 1 '19 Dropdown menu Copy link Hide That's pretty cool! I imagine something like this would be useful to comment console.log s once you're done debugging. Like comment: Like comment: 1  like Like Comment button Reply Collapse Expand   Avalander Avalander Avalander Follow "Biography is irrelevant" - Seven of nine (probably) if she was asked that question. Joined Mar 12, 2018 • Aug 1 '19 • Edited on Aug 1 • Edited Dropdown menu Copy link Hide Nice write-up, I didn't even know about lookaheads! [...] to explain what spinal tap case is. I wanted to link it to a definition, but I couldn't find one. I think it's marginally better known as kebab-case , although I've also heard it as lisp-case . Like comment: Like comment: 2  likes Like Comment button Reply Collapse Expand   SavagePixie SavagePixie SavagePixie Follow Always learning new things. I love web development and coding in general. Joined Jul 23, 2019 • Aug 1 '19 • Edited on Aug 1 • Edited Dropdown menu Copy link Hide Thanks! Thanks also for the link. I'll update the post and add it. By the way, you can also do lookbehinds in Javascript, which work the same way, except that they return a match if the expression is preceeded by the lookbehind. const regExA = / (?< = ) / //Positive lookbehind const regExB = / (?< ! ) / //Negative lookbehind Like comment: Like comment: 3  likes Like Comment button Reply Collapse Expand   Eugene Samonenko Eugene Samonenko Eugene Samonenko Follow Joined May 10, 2018 • Aug 4 '19 Dropdown menu Copy link Hide thanks Perl for regexes :) Like comment: Like comment: 2  likes Like Comment button Reply Collapse Expand   dAVE Inden dAVE Inden dAVE Inden Follow Maker of electronic noise \| Drinker of coffee Location Seattle Work Developer Support Engineer at Recharge Payments Joined Dec 2, 2017 • Aug 2 '19 Dropdown menu Copy link Hide Great article. It’s always really interesting to see the power of regular expressions and what one can do with them. Like comment: Like comment: 2  likes Like Comment button Reply Collapse Expand   SavagePixie SavagePixie SavagePixie Follow Always learning new things. I love web development and coding in general. Joined Jul 23, 2019 • Aug 2 '19 Dropdown menu Copy link Hide Indeed, the more I learn about them, the more I like them. Like comment: Like comment: 2  likes Like Comment button Reply Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse SavagePixie Follow Always learning new things. I love web development and coding in general. Joined Jul 23, 2019 More from SavagePixie Best practices to authenticate with Passport.js # javascript # node # help # discuss Mutability and reassignability in JavaScript # beginners # javascript # tips Asteroid App: Project Submission # twiliohackathon # javascript # node 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions Gionatha Software Engineer & Content Creator Location Italy Joined Joined on Apr 28, 2022 Personal website https://gionathas.dev github website Education University of Pisa More info about @gionatha Badges 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 Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. 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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 Bervianto Leo Pratama Posted on Apr 5, 2025           Exploring .NET Aspire and Adding it to my existing boilerplate # dotnet # devops # programming # docker Microservice Series (6 Part Series) 1 Simple Event-Driven App using Amazon MQ (RabbitMQ) 2 Getting Started with Redis, Elastic Beanstalk, and Razor Pages (.NET 6) ... 2 more parts... 3 Getting Started with gRPC, .NET 6, and Amazon EC2 4 Securing Your Secret Using AWS Systems Manager (Parameter Store) 5 Exploring Azure Queue Storage in .NET 6 Exploring .NET Aspire and Adding it to my existing boilerplate Hi everyone! Glad to see you again! I'm coming up with a new topic, which is still regarding DevOps. Yes, as your guest, it's .NET Aspire! I don't want to take too long for the introduction. Let's get started! Prerequisite .NET Aspire Prerequisite .NET 9.0 Docker (You may use Podman) JetBrains Rider or Your Favourite IDE My Existing Project Note: I will use JetBrains Rider. So, I will install the .NET Aspire Plugin for JetBrains Rider. Another reference for adding .NET Aspire to the existing project. Setup .NET Aspire Project Ensure you already have .NET Aspire templates; if not, please install them using this command. dotnet new install Aspire.ProjectTemplates Enter fullscreen mode Exit fullscreen mode Create a .NET Aspire AppHost project through .NET Aspire templates. dotnet new aspire-apphost -f net9.0 --name BervProject.WebApi.Boilerplate.AppHost Enter fullscreen mode Exit fullscreen mode Now, create a .NET Aspire Service Defaults project through .NET Aspire templates. dotnet new aspire-servicedefaults -f net9.0 --name BervProject.WebApi.Boilerplate.ServiceDefaults Enter fullscreen mode Exit fullscreen mode Let's add the projects to our solutions. dotnet sln add BervProject.WebApi.Boilerplate.AppHost/BervProject.WebApi.Boilerplate.AppHost.csproj BervProject.WebApi.Boilerplate.ServiceDefaults/BervProject.WebApi.Boilerplate.ServiceDefaults.csproj Enter fullscreen mode Exit fullscreen mode Our project solutions will be like this. Well done! Now, let's integrate the existing Web API and add some required services. Integrating the Web API Add the Web API as a reference in our AppHost. dotnet add BervProject.WebApi.Boilerplate.AppHost reference BervProject.WebApi.Boilerplate Enter fullscreen mode Exit fullscreen mode Add Redis package to AppHost. dotnet add BervProject.WebApi.Boilerplate.AppHost package Aspire.Hosting.Redis Enter fullscreen mode Exit fullscreen mode Add Postgres package to AppHost. dotnet add BervProject.WebApi.Boilerplate.AppHost package Aspire.Hosting.PostgreSQL Enter fullscreen mode Exit fullscreen mode Add Azure Storage package to AppHost. dotnet add BervProject.WebApi.Boilerplate.AppHost package Aspire.Hosting.Azure.Storage Enter fullscreen mode Exit fullscreen mode Add Azure Service Bus package to AppHost. dotnet add BervProject.WebApi.Boilerplate.AppHost package Aspire.Hosting.Azure.ServiceBus Enter fullscreen mode Exit fullscreen mode Adding Migration Service Creating the migration service. dotnet new worker -n BervProject.WebApi.Boilerplate.MigrationService -f "net9.0" Enter fullscreen mode Exit fullscreen mode Add to the solution. dotnet sln add BervProject.WebApi.Boilerplate.MigrationService Enter fullscreen mode Exit fullscreen mode Add reference to the API (the source of the migration data) dotnet add BervProject.WebApi.Boilerplate.MigrationService reference BervProject.WebApi.Boilerplate Enter fullscreen mode Exit fullscreen mode Add reference to the service defaults. dotnet add BervProject.WebApi.Boilerplate.MigrationService reference BervProject.WebApi.Boilerplate.ServiceDefaults Enter fullscreen mode Exit fullscreen mode Add Aspire.Npgsql.EntityFrameworkCore.PostgreSQL package to the migration service. dotnet add BervProject.WebApi.Boilerplate.MigrationService package Aspire.Npgsql.EntityFrameworkCore.PostgreSQL Enter fullscreen mode Exit fullscreen mode Update the Program.cs in the migration service. using BervProject.WebApi.Boilerplate.EntityFramework ; using BervProject.WebApi.Boilerplate.MigrationService ; var builder = Host . CreateApplicationBuilder ( args ); builder . AddServiceDefaults (); builder . Services . AddHostedService < Worker >(); builder . Services . AddOpenTelemetry () . WithTracing ( tracing => tracing . AddSource ( Worker . ActivitySourceName )); builder . AddNpgsqlDbContext < BoilerplateDbContext >( "BoilerplateConnectionString" ); var host = builder . Build (); host . Run (); Enter fullscreen mode Exit fullscreen mode Update the Worker.cs in the migration service. using System.Diagnostics ; using BervProject.WebApi.Boilerplate.EntityFramework ; using Microsoft.EntityFrameworkCore ; namespace BervProject.WebApi.Boilerplate.MigrationService ; public class Worker : BackgroundService { public const string ActivitySourceName = "Migrations" ; private static readonly ActivitySource SActivitySource = new ( ActivitySourceName ); private readonly IServiceProvider _serviceProvider ; private readonly IHostApplicationLifetime _hostApplicationLifetime ; public Worker ( IServiceProvider serviceProvider , IHostApplicationLifetime hostApplicationLifetime ) { _serviceProvider = serviceProvider ; _hostApplicationLifetime = hostApplicationLifetime ; } protected override async Task ExecuteAsync ( CancellationToken cancellationToken ) { using var activity = SActivitySource . StartActivity ( "Migrating database" , ActivityKind . Client ); try { using var scope = _serviceProvider . CreateScope (); var dbContext = scope . ServiceProvider . GetRequiredService < BoilerplateDbContext >(); await RunMigrationAsync ( dbContext , cancellationToken ); } catch ( Exception ex ) { activity ?. AddException ( ex ); throw ; } _hostApplicationLifetime . StopApplication (); } private static async Task RunMigrationAsync ( BoilerplateDbContext dbContext , CancellationToken cancellationToken ) { var strategy = dbContext . Database . CreateExecutionStrategy (); await strategy . ExecuteAsync ( async () => { // Run migration in a transaction to avoid partial migration if it fails. await dbContext . Database . MigrateAsync ( cancellationToken ); }); } } Enter fullscreen mode Exit fullscreen mode Add the Migration Service to the AppHost. dotnet add BervProject.WebApi.Boilerplate.AppHost reference BervProject.WebApi.Boilerplate.MigrationService Enter fullscreen mode Exit fullscreen mode Add Microsoft.EntityFrameworkCore to both BervProject.WebApi.Boilerplate.MigrationService and BervProject.WebApi.Boilerplate projects to avoid package version conflicts. <PackageReference Include= "Microsoft.EntityFrameworkCore" Version= "9.0.3" /> Enter fullscreen mode Exit fullscreen mode Final Changes Update the Program.cs in our AppHost. var builder = DistributedApplication . CreateBuilder ( args ); var cache = builder . AddRedis ( "cache" ). WithRedisInsight (); var postgres = builder . AddPostgres ( "postgres" ). WithPgAdmin (); var postgresdb = postgres . AddDatabase ( "postgresdb" ); var serviceBus = builder . AddAzureServiceBus ( "messaging" ). RunAsEmulator (); var storage = builder . AddAzureStorage ( "storage" ). RunAsEmulator (); var blobs = storage . AddBlobs ( "blobs" ); var queues = storage . AddQueues ( "queues" ); var tables = storage . AddTables ( "tables" ); var migration = builder . AddProject < Projects . BervProject_WebApi_Boilerplate_MigrationService >( "migrations" ) . WithReference ( postgresdb , connectionName : "BoilerplateConnectionString" ) . WithExplicitStart (); builder . AddProject < Projects . BervProject_WebApi_Boilerplate >( "apiservice" ) . WithHttpEndpoint () . WithReference ( cache , connectionName : "Redis" ) . WithReference ( postgresdb , connectionName : "BoilerplateConnectionString" ) . WithReference ( blobs , connectionName : "AzureStorageBlob" ) . WithReference ( queues , connectionName : "AzureStorageQueue" ) . WithReference ( tables , connectionName : "AzureStorageTable" ) . WithReference ( serviceBus , connectionName : "AzureServiceBus" ) . WaitFor ( cache ) . WaitFor ( postgresdb ) . WaitFor ( blobs ) . WaitFor ( queues ) . WaitFor ( tables ) . WaitFor ( serviceBus ) . WaitForCompletion ( migration ); builder . Build (). Run (); Enter fullscreen mode Exit fullscreen mode Migrating Connection Strings in the existing API Update Program.cs in BervProject.WebApi.Boilerplate . using System ; using System.IO ; using System.Reflection ; using Autofac.Extensions.DependencyInjection ; using BervProject.WebApi.Boilerplate.ConfigModel ; using BervProject.WebApi.Boilerplate.EntityFramework ; using BervProject.WebApi.Boilerplate.Extenstions ; using BervProject.WebApi.Boilerplate.Services ; using BervProject.WebApi.Boilerplate.Services.Azure ; using Hangfire ; using Hangfire.PostgreSql ; using Microsoft.AspNetCore.Builder ; using Microsoft.EntityFrameworkCore ; using Microsoft.Extensions.Configuration ; using Microsoft.Extensions.DependencyInjection ; using Microsoft.Extensions.Hosting ; using Microsoft.Extensions.Logging ; using NLog.Web ; var builder = WebApplication . CreateBuilder ( args ); builder . Host . UseServiceProviderFactory ( new AutofacServiceProviderFactory ()); builder . Logging . ClearProviders (); builder . Logging . SetMinimumLevel ( LogLevel . Trace ); builder . Logging . AddNLog ( "Nlog.config" ); builder . Logging . AddNLogWeb (); builder . Host . UseNLog (); // settings injection var awsConfig = builder . Configuration . GetSection ( "AWS" ). Get < AWSConfiguration >(); builder . Services . AddSingleton ( awsConfig ); var azureConfig = builder . Configuration . GetSection ( "Azure" ). Get < AzureConfiguration >(); builder . Services . AddSingleton ( azureConfig ); // aws services builder . Services . SetupAWS (); // azure services builder . Services . SetupAzure ( builder . Configuration ); // cron services builder . Services . AddScoped < ICronService , CronService >(); builder . Services . AddHangfire ( x => x . UsePostgreSqlStorage ( opt => { opt . UseNpgsqlConnection ( builder . Configuration . GetConnectionString ( "BoilerplateConnectionString" )); })); builder . Services . AddHangfireServer (); // essential services builder . Services . AddStackExchangeRedisCache ( options => { options . Configuration = builder . Configuration . GetConnectionString ( "Redis" ); }); builder . Services . AddDbContext < BoilerplateDbContext >( options => options . UseNpgsql ( builder . Configuration . GetConnectionString ( "BoilerplateConnectionString" ))); builder . Services . AddHealthChecks (); builder . Services . AddControllers (); builder . Services . AddApiVersioning (); builder . Services . AddSwaggerGen ( options => { var xmlFilename = $" { Assembly . GetExecutingAssembly (). GetName (). Name } .xml" ; options . IncludeXmlComments ( Path . Combine ( AppContext . BaseDirectory , xmlFilename )); }); var app = builder . Build (); // register Consumer var connectionString = builder . Configuration . GetConnectionString ( "AzureServiceBus" ); var queueName = azureConfig . ServiceBus . QueueName ; var topicName = azureConfig . ServiceBus . TopicName ; if (! string . IsNullOrWhiteSpace ( queueName ) && ! string . IsNullOrWhiteSpace ( connectionString )) { var bus = app . Services . GetService < IServiceBusQueueConsumer >(); bus . RegisterOnMessageHandlerAndReceiveMessages (); } if (! string . IsNullOrWhiteSpace ( topicName ) && ! string . IsNullOrWhiteSpace ( connectionString )) { var bus = app . Services . GetService < IServiceBusTopicSubscription >(); bus . RegisterOnMessageHandlerAndReceiveMessages (); } // register essential things if ( app . Environment . IsDevelopment ()) { app . UseDeveloperExceptionPage (); } else { app . UseExceptionHandler ( "/error" ); app . UseHttpsRedirection (); } app . UseRouting (); app . UseAuthorization (); app . MapHealthChecks ( "/healthz" ); app . UseSwagger ( c => { c . RouteTemplate = "api/docs/{documentName}/swagger.json" ; }); app . UseSwaggerUI ( c => { c . SwaggerEndpoint ( "/api/docs/v1/swagger.json" , "My API V1" ); c . RoutePrefix = "api/docs" ; }); app . MapControllers (); app . MapHangfireDashboard (); app . Run (); public partial class Program { } Enter fullscreen mode Exit fullscreen mode Update SetupAzureExtension.cs in BervProject.WebApi.Boilerplate . using Microsoft.Extensions.Configuration ; namespace BervProject.WebApi.Boilerplate.Extenstions ; using Entities ; using BervProject.WebApi.Boilerplate.Services.Azure ; using Services ; using Microsoft.Extensions.DependencyInjection ; using Microsoft.Extensions.Azure ; public static class SetupAzureExtension { public static void SetupAzure ( this IServiceCollection services , ConfigurationManager config ) { services . AddAzureClients ( builder => { builder . AddBlobServiceClient ( config . GetConnectionString ( "AzureStorageBlob" )); builder . AddQueueServiceClient ( config . GetConnectionString ( "AzureStorageQueue" )); builder . AddServiceBusClient ( config . GetConnectionString ( "AzureServiceBus" )); builder . AddTableServiceClient ( config . GetConnectionString ( "AzureStorageTable" )); }); services . AddScoped < IAzureQueueServices , AzureQueueServices >(); services . AddScoped < ITopicServices , TopicServices >(); services . AddScoped < IAzureStorageQueueService , AzureStorageQueueService >(); services . AddScoped < IBlobService , BlobService >(); // add each tables services . AddScoped < IAzureTableStorageService < Note >, AzureTableStorageService < Note >>(); // service bus services . AddSingleton < IServiceBusQueueConsumer , ServiceBusQueueConsumer >(); services . AddSingleton < IServiceBusTopicSubscription , ServiceBusTopicSubscription >(); services . AddTransient < IProcessData , ProcessData >(); services . AddApplicationInsightsTelemetry (); } } Enter fullscreen mode Exit fullscreen mode Running the AppHost Let's run the AppHost! dotnet run --project . \B ervProject.WebApi.Boilerplate.AppHost Enter fullscreen mode Exit fullscreen mode Please wait until all services are running. It may take a long time, depending on your network. Before starting the API, please run the migration service first after the postgres service is running. When there are no errors, your API will run successfully. Let's Compare It with the PR feat: Add .NET Aspire #2827 berviantoleo posted on Apr 05, 2025 View on GitHub Try the API You may try the API with a health check endpoint /healthz . Conclusion Gosh! So tired, it's quite many things that I need to set up for the first time. However, it's satisfying! I notice some unexpected behaviour, for example, the migrating service won't stop after it's finished migrating, especially when running automatically. So, I use a workaround by starting it manually. That's it. If you have any feedback, please let me know! Cheers! Microservice Series (6 Part Series) 1 Simple Event-Driven App using Amazon MQ (RabbitMQ) 2 Getting Started with Redis, Elastic Beanstalk, and Razor Pages (.NET 6) ... 2 more parts... 3 Getting Started with gRPC, .NET 6, and Amazon EC2 4 Securing Your Secret Using AWS Systems Manager (Parameter Store) 5 Exploring Azure Queue Storage in .NET 6 Exploring .NET Aspire and Adding it to my existing boilerplate 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 Bervianto Leo Pratama Follow AWS Community Builder \| Software Engineer \| Focus on topics: Microservices, Cloud Computing, and Cyber Security. Location Bandung, Indonesia Education Bachelor of Science, Computer Science Pronouns He/His/Him Work Software Engineer Joined Aug 9, 2018 More from Bervianto Leo Pratama Enhancing developer experience with Vagrant # vagrant # devops # devex # microservices Exploring Azure Queue Storage in .NET # dotnet # azure # tutorial # azurequeue Mencoba Container Service Back4App # back4app # backend # devops # eksplorasi 💎 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 Forem Close Follow User actions Deeraj Product Marketer & Workflow Automation Expert \| AI + NoCode tools at iSQUARE with 6+ years of experience on handling ERP, Custom CRM software solution for mid to large enterprises. Joined Joined on Sep 28, 2023 Personal website https://www.isquarebs.com/ More info about @deerapandey Badges 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 Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close Post 11 posts published Comment 1 comment written Tag 4 tags followed Why HR Software is Needed for Renewable Sector? Deeraj Deeraj Deeraj Follow Feb 28 '25 Why HR Software is Needed for Renewable Sector? # hrms # productivity Comments Add Comment 4 min read Want to connect with Deeraj? Create an account to connect with Deeraj. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in Selecting the Right ERP for Singapore SMEs: Why Odoo Deserves Attention Deeraj Deeraj Deeraj Follow Jan 21 '25 Selecting the Right ERP for Singapore SMEs: Why Odoo Deserves Attention # webdev # productivity # odoo Comments Add Comment 4 min read BPA vs RPA: Choosing the Right Solution for Your Business Needs Deeraj Deeraj Deeraj Follow Oct 5 '24 BPA vs RPA: Choosing the Right Solution for Your Business Needs # rpa Comments Add Comment 3 min read Top 5 Programming Languages for Android App Development Deeraj Deeraj Deeraj Follow Jun 27 '24 Top 5 Programming Languages for Android App Development # programming 1 reaction Comments Add Comment 3 min read How Android App Developers Can Improve Inventory Tracking Deeraj Deeraj Deeraj Follow Jun 3 '24 How Android App Developers Can Improve Inventory Tracking # android # webdev # programming # productivity Comments Add Comment 4 min read Build Apps Without Coding for Logistics Processes Deeraj Deeraj Deeraj Follow May 21 '24 Build Apps Without Coding for Logistics Processes # nocode # lowcode # mobile # rpa Comments Add Comment 4 min read How Automated Supply Chain Supercharges ROI Deeraj Deeraj Deeraj Follow Apr 26 '24 How Automated Supply Chain Supercharges ROI # news # productivity # automation Comments Add Comment 3 min read 10 Best No-Code Agencies for Any Project in 2024 Deeraj Deeraj Deeraj Follow Mar 15 '24 10 Best No-Code Agencies for Any Project in 2024 # nocode # workflow # devops # automation 1 reaction Comments Add Comment 5 min read How to Summarize Sales Calls with AI & Compete with your Rivals? Deeraj Deeraj Deeraj Follow Jan 11 '24 How to Summarize Sales Calls with AI & Compete with your Rivals? Comments Add Comment 3 min read Why Businesses Needs an ERP System for Customer Follow-Up? Deeraj Deeraj Deeraj Follow Nov 9 '23 Why Businesses Needs an ERP System for Customer Follow-Up? # softwaredevelopment # erp # business 1 reaction Comments 2 comments 2 min read Why should small & medium-sized businesses use ERP software? Deeraj Deeraj Deeraj Follow Nov 2 '23 Why should small & medium-sized businesses use ERP software? # softwaredevelopment # erp # business 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 Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Forem © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account	2026-01-13T08:49:44
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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 7 8 9 10 11 12 13 14 15 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu AWS 2025: A Year of Agentic AI, Custom Chips, and Multicloud Bridges Damien Gallagher Damien Gallagher Damien Gallagher Follow for AWS Community Builders Jan 2 AWS 2025: A Year of Agentic AI, Custom Chips, and Multicloud Bridges # aws # reinvent # cloud # 2025 Comments Add Comment 8 min read The Hidden Tax on Your Cloud Bill: How Data Transfer Costs Are Silently Draining Your Budget Mateen Anjum Mateen Anjum Mateen Anjum Follow Jan 2 The Hidden Tax on Your Cloud Bill: How Data Transfer Costs Are Silently Draining Your Budget # aws # gcp # cloud # azure Comments Add Comment 6 min read Designing a Secure AWS Landing Zone with Control Tower (What Most Blogs Don’t Tell You) Amaan Ul Haq Siddiqui Amaan Ul Haq Siddiqui Amaan Ul Haq Siddiqui Follow Jan 4 Designing a Secure AWS Landing Zone with Control Tower (What Most Blogs Don’t Tell You) # architecture # aws # devops # security 3 reactions Comments 1 comment 4 min read AWS Databases! Hyelngtil Isaac Hyelngtil Isaac Hyelngtil Isaac Follow Jan 3 AWS Databases! # aws # database # cloud Comments Add Comment 2 min read Distributed Systems & Networking: From 🦸 to 🫅 — Make your own AWS! Javad Javad Javad Follow Jan 2 Distributed Systems & Networking: From 🦸 to 🫅 — Make your own AWS! # discuss # tutorial # devops # aws 5 reactions Comments 2 comments 4 min read Eliminating Repetitive CRUD and Presigned URL Logic with AWS AppSync Pipeline Resolvers Matia Rašetina Matia Rašetina Matia Rašetina Follow Jan 2 Eliminating Repetitive CRUD and Presigned URL Logic with AWS AppSync Pipeline Resolvers # webdev # aws # python # programming Comments Add Comment 11 min read Automated EC2 Instance Scheduling: A Cost-Optimized Approach to Managing Non-Production Workloads Prashant Gupta Prashant Gupta Prashant Gupta Follow Jan 2 Automated EC2 Instance Scheduling: A Cost-Optimized Approach to Managing Non-Production Workloads # aws Comments Add Comment 9 min read Automating CloudWatch Orphan Alarm Detection: A Production-Ready Solution Prashant Gupta Prashant Gupta Prashant Gupta Follow Jan 2 Automating CloudWatch Orphan Alarm Detection: A Production-Ready Solution # aws # cloudwatch # monitoring Comments Add Comment 8 min read 🔐 AWS 122: Passwordless SSH Automation with EC2 User Data Hritik Raj Hritik Raj Hritik Raj Follow Jan 2 🔐 AWS 122: Passwordless SSH Automation with EC2 User Data # aws # ssh # automation # 100daysofcloud Comments Add Comment 3 min read How Claude Code Helped Me Migrate from AWS to DigitalOcean in 4 Hours (With Live Traffic) Anand Rathnas Anand Rathnas Anand Rathnas Follow Jan 8 How Claude Code Helped Me Migrate from AWS to DigitalOcean in 4 Hours (With Live Traffic) # aws # digitalocean # claude # ai 1 reaction Comments Add Comment 5 min read Day 8: Never Hardcode Keys. Connecting Lambda to APIs using AWS Secrets Manager. Eric Rodríguez Eric Rodríguez Eric Rodríguez Follow Jan 2 Day 8: Never Hardcode Keys. Connecting Lambda to APIs using AWS Secrets Manager. # aws # security # python # beginners Comments Add Comment 1 min read Protecting an EC2 hosted web application with AWS WAF in practice Geovane Oliveira Geovane Oliveira Geovane Oliveira Follow Jan 8 Protecting an EC2 hosted web application with AWS WAF in practice # architecture # aws # devops # security Comments Add Comment 12 min read Short Secure Terraform Project Muhammad Awais Zahid Muhammad Awais Zahid Muhammad Awais Zahid Follow Jan 2 Short Secure Terraform Project # terraform # aws # cloud # devops 1 reaction Comments Add Comment 1 min read Efficient Vector Storage for AI: Why I Chose Pinecone with AWS Yasith wijesuriya Yasith wijesuriya Yasith wijesuriya Follow Jan 2 Efficient Vector Storage for AI: Why I Chose Pinecone with AWS # aws # pinecone # genai # vectordatabase Comments Add Comment 2 min read AWS ECS Service Task Recycle Prashant Gupta Prashant Gupta Prashant Gupta Follow Jan 2 AWS ECS Service Task Recycle # aws # ecs # monitoring Comments Add Comment 4 min read Deploying a Node.js Application on AWS EC2 with Apache Dipu Raj Dipu Raj Dipu Raj Follow Jan 2 Deploying a Node.js Application on AWS EC2 with Apache # node # aws # ec2 # apache Comments Add Comment 1 min read Identify AWS Access Management Capabilities Ntombizakhona Mabaso Ntombizakhona Mabaso Ntombizakhona Mabaso Follow for AWS Community Builders Jan 2 Identify AWS Access Management Capabilities # aws # cloud # cloudcomputing # cloudpractitioner Comments Add Comment 4 min read Understand Resources For Billing, Budget, and Cost Management Ntombizakhona Mabaso Ntombizakhona Mabaso Ntombizakhona Mabaso Follow for AWS Community Builders Jan 7 Understand Resources For Billing, Budget, and Cost Management # aws # cloud # cloudcomputing # cloudpractitioner Comments Add Comment 3 min read "VPC (AWS) vs VNet (AZURE): A Comparative Deep Dive for Multi-Cloud Beginners" Prince Dumuhere Prince Dumuhere Prince Dumuhere Follow Jan 2 "VPC (AWS) vs VNet (AZURE): A Comparative Deep Dive for Multi-Cloud Beginners" # cloudcomputing # cloudnative # microsoft # aws 1 reaction Comments Add Comment 1 min read From Zero to ECS: My Journey of Deploying a Micro-service with AWS CodePipeline, CodeBuild & ECS M. Ibtsam M. Ibtsam M. Ibtsam Follow Jan 2 From Zero to ECS: My Journey of Deploying a Micro-service with AWS CodePipeline, CodeBuild & ECS # devops # automation # aws # microservices Comments Add Comment 4 min read Amazon EC2 G5 Instances Now Available in Asia Pacific (Hong Kong) Sonia Rahal Sonia Rahal Sonia Rahal Follow Jan 6 Amazon EC2 G5 Instances Now Available in Asia Pacific (Hong Kong) # aws # ai # cloud # gpu Comments 1 comment 4 min read Learning AWS EC2 Instance Types by Building (Instead of Just Reading Docs) Micheal Angelo Micheal Angelo Micheal Angelo Follow Jan 6 Learning AWS EC2 Instance Types by Building (Instead of Just Reading Docs) # rag # aws # learninginpublic # opensource Comments Add Comment 3 min read 🚀 From “It Works on My Machine” to Real DevOps: My First End-to-End Deployment alok-38 alok-38 alok-38 Follow Jan 2 🚀 From “It Works on My Machine” to Real DevOps: My First End-to-End Deployment # aws # devops Comments Add Comment 2 min read Using the VSCode Claude Code Extension with Bedrock and Claude Sonnet 4.5 Matt Bacchi Matt Bacchi Matt Bacchi Follow for AWS Community Builders Jan 2 Using the VSCode Claude Code Extension with Bedrock and Claude Sonnet 4.5 # aws # claudecode # vscode # bedrock 2 reactions Comments Add Comment 5 min read Elevate Your Cloud Game: Mastering Monitoring & Logging with CloudWatch and Stackdriver Visakh Vijayan Visakh Vijayan Visakh Vijayan Follow Jan 2 Elevate Your Cloud Game: Mastering Monitoring & Logging with CloudWatch and Stackdriver # google # monitoring # devops # 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. Log in Create account	2026-01-13T08:49:44
https://docs.suprsend.com/docs/python-broadcast	Broadcast - SuprSend, Notification infrastructure for Product teams Skip to main content SuprSend, Notification infrastructure for Product teams home page Search... ⌘ K Community Trust Center Platform Status Postman Collection Developer Resources Overview Updates and Versioning Versioning and Support Policy SDK Changelog Authentication API Keys and Secrets Service Token Best Practices for Key & Token Management MCP Overview BETA Quickstart Tool List Building with LLMs Security Security SDKs and APIs SDKs SDK Overview SuprSend Backend SDK Python SDK Integrate Python SDK Manage Users Objects Send and Track Events Trigger Workflow from API Tenants Lists Broadcast Node.js SDK Java SDK Go SDK SuprSend Client SDK Management API REST API Postman Collection Features Validate Trigger Payload Type Safety Testing Testing the Template Test Mode Monitoring and Logging Logs Data Out Contact Us Get Started SuprSend, Notification infrastructure for Product teams home page Search... ⌘ K Ask AI Contact Us Get Started Get Started Search... Navigation Python SDK Broadcast Documentation API Reference Management API CLI Reference Developer Resources Changelog Documentation API Reference Management API CLI Reference Developer Resources Changelog Python SDK Broadcast OpenAI Open in ChatGPT Trigger broadcast notifications to a list of users with Python SDK. OpenAI Open in ChatGPT Pre-Requisites Create a list of users Trigger Broadcast You can trigger broadcast using supr_client.subscriber_lists.broadcast() method. Request Sample Response Copy Ask AI from suprsend import Suprsend, SuprsendAPIException, SubscriberListBroadcast supr_client = Suprsend( "_workspace_key_" , "_workspace_secret_" ) broadcast_body = { "list_id" : "_list_id_" , "template" : "_template_slug_" , "notification_category" : "promotional" , ## ---- Optional Parameters ------ "data" : { "key1" : "value1" , "key2" : "value2" }, "channels" : [], # Channel keys - email, sms, whatsapp, androidpush, iospush, ms_teams, slack, webpush "delay" : "xxdxxhxxmxxs" , "trigger_at" : "ISO 8601 timestamp" } inst = SubscriberListBroadcast( body = broadcast_body) resp = supr_client.subscriber_lists.broadcast(inst) print (resp) Broadcast body field description: Parameter Description list_id list of users that you want to send broadcast messages to. template Add template slug here. You can get this slug by clicking on the clipboard icon next to the Template name on SuprSend templates page. It is the same for all channels notification_category Preference Category to apply user preference settings while sending. Root categories- system / transactional / promotional data variable data defined in templates or workflow channels Specify channels if you don’t want to send notification of all live channels in the template. Available channel keys - email, SMS, WhatsApp, androidpush, iospush, ms_teams, slack, webpush delay Broadcast will be halted for the time mentioned in delay, and become active once the delay period is over. Example: 1d2h3m4s / 60 trigger_at Trigger broadcast on a specific date-time. Pass in ISO 8601 timestamp (e.g. “2021-08-27T20:14:51.643Z”) Was this page helpful? Yes No Suggest edits Raise issue Previous Integrate Node SDK Install & Initialize SuprSend NodeJS SDK using your workspace credentials for sending notifications. Next ⌘ I x github linkedin youtube Powered by On this page Pre-Requisites Trigger Broadcast	2026-01-13T08:49:44
https://dev.to/mateenali66	Mateen Anjum - 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 Mateen Anjum SRE/DevOps engineer with experience designing resilient cloud architectures and CI/CD pipelines at scale. Writing here about Kubernetes, observability, performance tuning, and engineering leadership. Location Kitchener, Ontario Joined Joined on Dec 4, 2025 Personal website https://github.com/mateenali66 Education Masters in Computer Science from University of Sunderland, UK More info about @mateenali66 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 DevOps, Site Reliability, Bash, Python, Machine Learning, Artificial Intelligence Currently learning DevOps, Machine Learning, DataOps Available for DevOps Contracts Post 7 posts published Comment 1 comment written Tag 5 tags followed The Hidden Tax on Your Cloud Bill: How Data Transfer Costs Are Silently Draining Your Budget Mateen Anjum Mateen Anjum Mateen Anjum Follow Jan 2 The Hidden Tax on Your Cloud Bill: How Data Transfer Costs Are Silently Draining Your Budget # aws # gcp # cloud # azure Comments Add Comment 6 min read Want to connect with Mateen Anjum? Create an account to connect with Mateen Anjum. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in Never Commit Secrets Again: Generate .env Files from AWS Secrets Manager Mateen Anjum Mateen Anjum Mateen Anjum Follow Dec 12 '25 Never Commit Secrets Again: Generate .env Files from AWS Secrets Manager # aws # security # secret # dotenv Comments Add Comment 4 min read AWS DevOps Agent: What AWS Isn't Telling You (And Why Your Job Is Safe) Mateen Anjum Mateen Anjum Mateen Anjum Follow Dec 9 '25 AWS DevOps Agent: What AWS Isn't Telling You (And Why Your Job Is Safe) # aws # devops # ai # cloud 1 reaction Comments Add Comment 5 min read Building a VFR Flight Weather App with Next.js and Aviation APIs Mateen Anjum Mateen Anjum Mateen Anjum Follow Dec 7 '25 Building a VFR Flight Weather App with Next.js and Aviation APIs # nextjs # react # typescript # flying Comments Add Comment 4 min read How I Designed GPU vs CPU Pipelines for a High-Volume ML Classification System Mateen Anjum Mateen Anjum Mateen Anjum Follow Dec 5 '25 How I Designed GPU vs CPU Pipelines for a High-Volume ML Classification System # architecture # machinelearning # performance Comments Add Comment 8 min read I Built a Zero-Downtime Database Migration Pipeline (PostgreSQL to Aurora) Mateen Anjum Mateen Anjum Mateen Anjum Follow Dec 4 '25 I Built a Zero-Downtime Database Migration Pipeline (PostgreSQL to Aurora) # postgres # database # aws # devops Comments Add Comment 4 min read How I Built a Production-Grade GPU-Ready Kubernetes Platform from Scratch Mateen Anjum Mateen Anjum Mateen Anjum Follow Dec 4 '25 How I Built a Production-Grade GPU-Ready Kubernetes Platform from Scratch # kubernetes # devops # nvidia # gpu Comments Add Comment 4 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 Follow Organization actions Docker Collections of blog posts by Docker Community A curated list of articles & blogs contributed by Docker Community Leaders & Community Members to help people interested in building on Docker. Location Worldwide Joined Joined on Dec 18, 2020 Twitter logo GitHub logo External link icon Meet the team See All Members Our story Docker Community Leaders are not just volunteers & event organizers but mentors, teachers, speakers, leaders in our local community. Here, we share our experience, expertise and knowledge through blogging. Our stack Docker Desktop \| Docker Hub \| Compose \| Swarm \| Kubernetes Post 151 posts published Member 91 members Docker Just Made Hardened Images Free for Everyone – Let's Check Them Out! 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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 HK Lee solo web developer Joined Joined on Dec 26, 2025 Personal website https://pockit.tools github website More info about @pockit_tools Badges Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close Post 19 posts published Comment 2 comments written Tag 8 tags followed The Async/Await Pitfalls You're Still Making in 2026: A Complete JavaScript Debugging Guide HK Lee HK Lee HK Lee Follow Jan 12 The Async/Await Pitfalls You're Still Making in 2026: A Complete JavaScript Debugging Guide # javascript # asyncawait # debugging # node Comments Add Comment 12 min read Want to connect with HK Lee? Create an account to connect with HK Lee. 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Sign in pnpm vs npm vs yarn vs Bun: The 2026 Package Manager Showdown HK Lee HK Lee HK Lee Follow Jan 9 pnpm vs npm vs yarn vs Bun: The 2026 Package Manager Showdown # pnpm # npm # yarn # bunjs Comments Add Comment 9 min read GPT-5 vs Claude Opus 4.5 vs Gemini 3: The 2026 AI Coding Model Showdown HK Lee HK Lee HK Lee Follow Jan 8 GPT-5 vs Claude Opus 4.5 vs Gemini 3: The 2026 AI Coding Model Showdown # gpt # claude # gemini # ai Comments Add Comment 8 min read Vercel AI SDK Complete Guide: Building Production-Ready AI Chat Apps with Next.js HK Lee HK Lee HK Lee Follow Jan 7 Vercel AI SDK Complete Guide: Building Production-Ready AI Chat Apps with Next.js # vercelaisdk # nextjs # ai # chatgpt Comments 2 comments 13 min read Mastering Cursor Rules: The Ultimate Guide to .cursorrules and Memory Bank for 10x Developer Productivity HK Lee HK Lee HK Lee Follow Jan 6 Mastering Cursor Rules: The Ultimate Guide to .cursorrules and Memory Bank for 10x Developer Productivity # cursor # aicoding # promptengineering # llm Comments Add Comment 12 min read Tailwind CSS v4 Migration Guide: Everything That Changed and How to Upgrade (2026) HK Lee HK Lee HK Lee Follow Jan 5 Tailwind CSS v4 Migration Guide: Everything That Changed and How to Upgrade (2026) # tailwindcss # css # frontend Comments Add Comment 7 min read PostgreSQL vs MySQL vs MongoDB in 2026: The Honest Comparison Nobody Asked For HK Lee HK Lee HK Lee Follow Jan 1 PostgreSQL vs MySQL vs MongoDB in 2026: The Honest Comparison Nobody Asked For # database # postgres # mysql # mongodb Comments Add Comment 8 min read Rust for JavaScript Developers: A Practical Guide to Your First 1000 Lines (2026) HK Lee HK Lee HK Lee Follow Dec 31 '25 Rust for JavaScript Developers: A Practical Guide to Your First 1000 Lines (2026) # rust # javascript # typescript # programminglanguages 2 reactions Comments Add Comment 9 min read Why Your Next.js Cache Isn't Working (And How to Fix It in 2026) HK Lee HK Lee HK Lee Follow Dec 30 '25 Why Your Next.js Cache Isn't Working (And How to Fix It in 2026) # nextjs # caching # approuter # react Comments Add Comment 11 min read CSS :has() Selector Deep Dive: The Parent Selector That Changes Everything HK Lee HK Lee HK Lee Follow Dec 29 '25 CSS :has() Selector Deep Dive: The Parent Selector That Changes Everything # css # frontend # performance # cssselectors 1 reaction Comments 2 comments 10 min read Deno 2 vs Node.js vs Bun in 2026: The Complete JavaScript Runtime Comparison HK Lee HK Lee HK Lee Follow Dec 27 '25 Deno 2 vs Node.js vs Bun in 2026: The Complete JavaScript Runtime Comparison # deno # node # javascript # typescript Comments 1 comment 9 min read Model Context Protocol (MCP): The Complete Guide to Building AI Agents That Actually Work HK Lee HK Lee HK Lee Follow Dec 27 '25 Model Context Protocol (MCP): The Complete Guide to Building AI Agents That Actually Work # mcp # aiagents # llm # openai 1 reaction Comments Add Comment 10 min read Vite vs. Webpack in 2026: A Complete Migration Guide and Deep Performance Analysis HK Lee HK Lee HK Lee Follow Dec 27 '25 Vite vs. Webpack in 2026: A Complete Migration Guide and Deep Performance Analysis # vite # webpack # javascript # bundler 1 reaction Comments Add Comment 11 min read Why Your Docker Build is So Slow: A Deep Dive into Multistage Dockerfile Optimization HK Lee HK Lee HK Lee Follow Dec 27 '25 Why Your Docker Build is So Slow: A Deep Dive into Multistage Dockerfile Optimization # docker # devops # optimization # containers 1 reaction Comments Add Comment 12 min read A Deep Dive into JavaScript's Temporal API: Finally Escaping Date Hell in 2025 HK Lee HK Lee HK Lee Follow Dec 27 '25 A Deep Dive into JavaScript's Temporal API: Finally Escaping Date Hell in 2025 # javascript # temporalapi # ecmascript # typescript Comments Add Comment 16 min read Debugging Node.js Memory Leaks: A Complete Troubleshooting Guide with Real-World Examples HK Lee HK Lee HK Lee Follow Dec 27 '25 Debugging Node.js Memory Leaks: A Complete Troubleshooting Guide with Real-World Examples # node # memoryleak # debugging # javascript Comments Add Comment 10 min read Building AI Agents from Scratch: A Deep Dive into Function Calling, Tool Use, and Agentic Patterns HK Lee HK Lee HK Lee Follow Dec 27 '25 Building AI Agents from Scratch: A Deep Dive into Function Calling, Tool Use, and Agentic Patterns # ai # llm # agents # typescript Comments 1 comment 9 min read The Complete Guide to Streaming LLM Responses in Web Applications: From SSE to Real-Time UI HK Lee HK Lee HK Lee Follow Dec 27 '25 The Complete Guide to Streaming LLM Responses in Web Applications: From SSE to Real-Time UI # llm # streaming # sse # node Comments Add Comment 10 min read Why is useEffect Running Twice? The Complete Guide to React 19 Strict Mode and Effect Cleanup HK Lee HK Lee HK Lee Follow Dec 26 '25 Why is useEffect Running Twice? The Complete Guide to React 19 Strict Mode and Effect Cleanup # react # react19 # useeffect # strictmode Comments Add Comment 10 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. 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https://vibe.forem.com/dipti_moryani_08e62702314	Dipti Moryani - Vibe Coding Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Vibe Coding Forem Close Follow User actions Dipti Moryani Real Life Case Studies on Data and AI Location New York Joined Joined on Jul 30, 2025 Personal website https://www.perceptive-analytics.com/ Pronouns She/her Work Digital Marketeer More info about @dipti_moryani_08e62702314 Currently learning R, python , machine learning Available for I'm available for sharing business intelligence and AI case studies Post 8 posts published Comment 1 comment written Tag 1 tag followed Example: Clustering Flower Species Data Dipti Moryani Dipti Moryani Dipti Moryani Follow Dec 23 '25 Example: Clustering Flower Species Data # webdev # programming # ai # javascript 1 reaction Comments 1 comment 5 min read Want to connect with Dipti Moryani? Create an account to connect with Dipti Moryani. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in Fields Not Supported for Clustering in Tableau Dipti Moryani Dipti Moryani Dipti Moryani Follow Dec 23 '25 Fields Not Supported for Clustering in Tableau # ai # database Comments 1 comment 5 min read Understanding Cluster Quality: Model Description Dipti Moryani Dipti Moryani Dipti Moryani Follow Dec 21 '25 Understanding Cluster Quality: Model Description # webdev # programming # ai # tutorial Comments Add Comment 5 min read Assumptions for Moderation Analysis Dipti Moryani Dipti Moryani Dipti Moryani Follow Dec 14 '25 Assumptions for Moderation Analysis # webdev # programming # ai # tutorial Comments Add Comment 5 min read Two Perspectives on Moderation Dipti Moryani Dipti Moryani Dipti Moryani Follow Nov 25 '25 Two Perspectives on Moderation # webdev # ai # programming # productivity Comments Add Comment 5 min read Turn Past Data into Future Insights: Forecasting with Tableau Dipti Moryani Dipti Moryani Dipti Moryani Follow Nov 17 '25 Turn Past Data into Future Insights: Forecasting with Tableau # webdev # ai # programming # productivity Comments 1 comment 4 min read Patterns in Your Data Using Clustering in Tableau Dipti Moryani Dipti Moryani Dipti Moryani Follow Nov 11 '25 Patterns in Your Data Using Clustering in Tableau # ai # webdev # programming # productivity 5 reactions 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 Vibe Coding Forem — Discussing AI software development, and showing off what we're building. Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Vibe Coding Forem © 2025 - 2026. Where anyone can code, with a bit of creativity and some AI help. Log in Create account	2026-01-13T08:49:44
https://www.algolia.com/fr/products/features/personalization/	Personnalisez la recherche pour améliorer l’expérience utilisateur \| Algolia Niket --> Deutsch English français News DevCon2025 \| October 1-2 Learn more Algolia Partners Support Login Logout Algolia mark white Algolia logo white Products Search Show users what they're looking for with AI-driven resuts. Search Show users what they're looking for with AI-driven resuts. Recommendations Use behavioral cues to drive higher engagement. Recommendations Use behavioral cues to drive higher engagement. Personalization Show each user what they need across their journey. Personalization Show each user what they need across their journey. Analytics All your insights in one dashboard. Analytics All your insights in one dashboard. Browse Move customers down the funnel with curated category pages. Browse Move customers down the funnel with curated category pages. Agent Studio Create, test, and deploy AI agents, fast. Agent Studio Create, test, and deploy AI agents, fast. Generative Experiences Build conversational solutions with retrieval augmented generation (RAG). Generative Experiences Build conversational solutions with retrieval augmented generation (RAG). Ask AI Deliver conversational answers—right from your search bar. Ask AI Deliver conversational answers—right from your search bar. MCP Server Search, analyze, or monitor your index within your agentic workflow. MCP Server Search, analyze, or monitor your index within your agentic workflow. Data Enrichment Modify, enhance, or restructure data as it’s indexed for search. Data Enrichment Modify, enhance, or restructure data as it’s indexed for search. Data Transformation Streamline data preparation and enhance data quality. Data Transformation Streamline data preparation and enhance data quality. Integrations Connect to your existing stack via pre-built libraries and APIs. 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We got you covered! Brand guidelines Download logo pack PERSONNALISATION AVANCÉE Des expériences 1:1 qui boostent vos profits Créez des parcours d’achat uniques qui amènent vos utilisateurs à convertir encore et encore. Demandez une démo Commencez gratuitement Personalization redefined Most personalization engines rely on static rules or delayed data. But today’s shoppers change their minds fast — and your experience needs to change with them. Algolia Personalization adjusts dynamically, responding to user signals as they happen. Whether you're helping users discover products or guiding them to purchase, Algolia ensures your experience reflects their evolving intent — not just historical behavior.   A full spectrum of personalization Personalize the whole user journey Deliver personalization across searching, browsing, recommendations, and other touchpoints. Tailor your full experience for every user. Automate set-up and optimization Get going in minutes with automatically calculated attributes. Leave ongoing optimization to our algorithm — or fine-tune manually when you want deeper control. Choose the access point that works best for you Developers can run Advanced Personalization from the Dashboard or API — and business users from the Merchandising Studio, making them more self-sufficient. Enrich data with third-party sources Improve customer profiles with data from tools like Segment, Shopify, and Google BigQuery. Our newest feature — now adapting in real time Real-Time Personalization is the latest addition to Algolia’s personalization. It captures user behavior within sessions and adapts experiences in real time — responding to what users are doing right now, not just what they’ve done in the past.  Shorten the path to discovery Reduce abandonment with relevance in the moment Maximize conversion by responding to immediate buying signals Surface the most relevant products even when intent moves across categories Keep shoppers engaged as their behavior shifts during a session Turn every click and browse into a conversion opportunity La personnalisation au service de la rentabilité « Nous avons choisi Algolia principalement pour ses performances, qui ont levé nos inquiétudes concernant la scalabilité. De plus, l’optimisation simplifiée, les mises à jour de stockage et l’indexation des produits gérées par Algolia nous ont débarrassés de toute préoccupation liée à la vitesse. » Josh Hepworth Head of Technology @ Huckleberry Lire le témoignage « Pour un distributeur comme nous, avec plus de 25 000 produits dans notre catalogue, une solution qui améliore l’expérience de chaque utilisateur tout au long de son parcours de recherche apporte une valeur énorme. La personnalisation intégrée d’Algolia représente un vrai pas en avant dans l’ère digitale pour Decathlon Singapour . » Richard Migette Chef de projet e-commerce @ Decathlon Lire le témoignage « Algolia nous a aidés à gérer notre hypercroissance de façon très efficace, en passant rapidement à plus de 30 000 produits dans notre catalogue, en augmentant le taux de clics sur les résultats de recherche de 81 %, et en multipliant par 4 nos conversions liées à la recherche. » Luis Aledo User Experience and CRO Manager @ PCComponentes FAQ – Personnalisation Avancée Quel est le coût de la Personnalisation Avancée ? 0 Consultez notre page tarifs pour plus de détails. La Personnalisation Avancée est-elle conforme aux lois sur la confidentialité ? 0 Oui, les services d’Algolia sont conformes à un large éventail de normes, certifications et réglementations. Celles-ci varient selon le service. En savoir plus. La Personnalisation Avancée peut-elle être utilisée en dehors de l’e-commerce ? 0 Oui. Elle peut aussi personnaliser la recherche, la navigation et les recommandations pour des entreprises dans les médias ou le SaaS, qu’elles soient B2C ou B2B . La Personnalisation Avancée peut-elle être utilisée en dehors de l’e-commerce ? 0 Yes. Personalization applies across search, category pages, homepage recommendations, and even product detail pages—creating a consistent, optimized experience at every step of the customer journey. La Personnalisation Avancée peut-elle être utilisée en dehors de l’e-commerce ? 0 Absolutely. Personalization can reorder or prioritize products on category pages based on each visitor’s preferences and behavior—helping them find what they’re looking for faster.  La Personnalisation Avancée peut-elle être utilisée en dehors de l’e-commerce ? 0 Personalized experiences reduce friction in the customer journey. When users find relevant products more quickly, they’re more likely to convert, repurchase, and stay loyal.  La Personnalisation Avancée peut-elle être utilisée en dehors de l’e-commerce ? 0 Yes. 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https://dev.to/sunny7899/high-performance-gpus-or-tpus-vs-cpus-51gm#comments	High-performance GPUs or TPUs vs CPUs - 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 Neweraofcoding Posted on Jan 11 High-performance GPUs or TPUs vs CPUs # ai # architecture # performance # machinelearning High-performance GPUs and TPUs are needed because many modern computing problems (especially AI, ML, and data-heavy workloads ) require massive parallel computation that traditional CPUs are too slow or inefficient to handle. Why CPUs Are Not Enough CPUs are designed for: Few complex tasks Sequential processing General-purpose computing But modern workloads involve: Millions/billions of calculations at once Large matrix operations Repetitive math operations (AI, graphics, simulations) This is where GPUs and TPUs shine. 🚀 GPUs (Graphics Processing Units) What GPUs Are Built For Thousands of small cores Massive parallel processing High memory bandwidth Why GPUs Are Needed AI model training & inference Image/video processing Gaming & 3D rendering Scientific simulations Crypto & data analytics Benefits of GPUs ✅ Parallelism – thousands of calculations simultaneously ✅ Much faster training of ML models ✅ Cost-effective (general-purpose accelerator) ✅ Flexible – supports many frameworks (CUDA, OpenCL, TensorFlow, PyTorch) Popular GPU Providers NVIDIA AMD ⚡ TPUs (Tensor Processing Units) What TPUs Are TPUs are custom chips built specifically for AI workloads , mainly deep learning. Why TPUs Exist AI models rely heavily on matrix multiplication GPUs are good, but not optimized only for AI TPUs are designed only for tensor operations Benefits of TPUs ✅ Extremely fast AI training & inference ✅ Lower power consumption than GPUs ✅ Optimized for TensorFlow ✅ Scales easily for large models TPU Provider Google 🧠 GPU vs TPU (Quick Comparison) Feature GPU TPU Purpose General parallel computing AI-only Flexibility Very high Limited AI Performance High Extremely high Power Efficiency Moderate Very high Ease of Use Easier Requires TensorFlow Cloud Availability Widely available Mostly Google Cloud 📌 When Do You Need Them? You Need GPUs if: You want flexibility You do AI + graphics + data processing You are building startups or SaaS products You use PyTorch or mixed workloads You Need TPUs if: You train very large AI models You care about speed + power efficiency You use TensorFlow You run AI at scale (big companies) Real-World Example Training a large AI model: CPU → weeks GPU → days TPU → hours Simple Analogy CPU → One very smart worker GPU → 10,000 workers doing simple tasks together TPU → 10,000 workers trained for only one job (AI math) 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 Neweraofcoding Follow Expert Front end developer with Angular, and React experience Location Delhi India Joined Nov 4, 2020 More from Neweraofcoding Java EE / Enterprise Java Technologies – Practical Guide # architecture # backend # java How to Integrate Zomato MCP in a Next.js Application # nextjs # tutorial # mcp # ai AI-Assisted Development Workflows # webdev # ai # programming # productivity 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/sivarampg/mdbin-share-beautiful-rendered-markdown-instead-of-raw-code-5e9j	MdBin: Share Beautiful Rendered Markdown Instead of Raw Code - 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 Sivaram Posted on Oct 15, 2025           MdBin: Share Beautiful Rendered Markdown Instead of Raw Code # markdown # webdev # productivity # opensource The Problem: Markdown Sharing is Broken If you're working with AI tools like ChatGPT, Claude, or Cursor (and let's be honest, who isn't these days?), markdown has become an integral part of your daily workflow. But here's the kicker: there's no good way to share markdown content while preserving its formatting . Let me paint you a picture: Pastebin? Syntax highlighting is locked behind a paywall on the free tier. Messaging apps (Telegram, WhatsApp, Signal)? They squish everything together with zero control over wrapping or formatting. Slack/Teams/Discord? Great if everyone's on the same platform, but what about external collaborators? GitHub Gists? Excellent, but feels heavy-handed for throwaway notes or quick information sharing. I found myself constantly frustrated trying to share structured information with both technical and non-technical folks. Raw markdown looks like gibberish to most people, and I needed something that "just works." So I built MdBin . What is MdBin? MdBin (short for MarkdownBin) is a free, public utility that lets you share GitHub-esque rendered markdown content instantly. No signup. No paywalls. No friction. Think of it as Pastebin meets GitHub's markdown renderer, with a dash of simplicity sprinkled on top. Core Features Instant Sharing : Paste your markdown, click share, get a link. That's it. Beautiful Rendering : GitHub-flavored markdown with full syntax highlighting for code blocks Simple Controls : Copy link, view raw markdown, or create a new paste—right from the top bar 100% Free : All features available to everyone, always No Account Required : Zero friction, zero tracking, zero hassle Generous Limits : Up to 100KB per paste (that's a LOT of markdown) Real-World Use Cases Here's where MdBin really shines: 1. LLM Context Sharing When working with AI assistants, you often need to share large chunks of structured information. Instead of pasting raw markdown that looks like line noise, share a MdBin link. Recipients see beautifully formatted content they can actually read. 2. Throwaway Documentation Got meeting notes? Onboarding instructions? Quick guides? Don't pollute your GitHub repos with temporary docs—use MdBin instead. 3. Cross-Platform Collaboration Working with clients or collaborators who aren't on your Slack/Discord/Teams? MdBin links work anywhere, for anyone. 4. Technical Troubleshooting Share formatted error logs, configuration examples, or debugging notes with proper syntax highlighting. 5. Code Snippets Need to share code examples without creating a full gist? MdBin has you covered with multi-language syntax highlighting. Check Out These Examples Here are some real pastes to see MdBin in action: Express.js Documentation - Shows table of contents and structured content Trading Strategy Guide - Complex formatting with blockquotes, badges, and headings Google Account Setup - Multi-level lists and step-by-step instructions Tech Stack For the curious developers out there, MdBin is built with: Next.js 15 (App Router + Turbopack) - Blazing fast performance PostgreSQL with Drizzle ORM - Reliable, type-safe data storage Tailwind CSS v4 - Clean, responsive styling Vercel - Lightning-fast deployment and edge functions Railway - Managed PostgreSQL database Brotli Compression - Efficient storage for large pastes The entire stack is optimized for speed and simplicity, both for users and for maintainability. The Philosophy: Simple, Fast, Free I built MdBin with three core principles: Simple : No accounts, no configuration, no complexity. Just paste and share. Fast : Optimized with Turbopack and edge functions for instant loading. Free : All features available to everyone. No freemium nonsense. The goal isn't to replace GitHub Gists or create the next big SaaS platform. It's to solve one problem exceptionally well: sharing rendered markdown quickly and beautifully . What's Next? MdBin is live and working great, but there's always room for improvement. Some ideas I'm considering: Expiration options (1 hour, 1 day, 1 week, permanent) Password protection for sensitive content Edit links for updating pastes Download as .md for offline use View counters for analytics Custom themes (beyond dark mode) Try It Out! Head over to mdbin.vercel.app and give it a spin. Paste some markdown, share a link, see how it feels. I'd love to hear your feedback: What features would make this more useful for you? What pain points does this solve (or not solve) in your workflow? What edge cases am I missing? Drop a comment below or open an issue on GitHub (repo coming soon)! TL;DR : Built a free tool to share rendered markdown with GitHub-style formatting because Pastebin paywalls syntax highlighting and messaging apps destroy formatting. Check it out at mdbin.vercel.app . No signup required. No bullshit. Just markdown that actually looks good. Top comments (1) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand   emil marian emil marian emil marian Follow Love to tech Joined Sep 22, 2020 • Oct 15 '25 Dropdown menu Copy link Hide Great tool! Very useful and versatile. Like comment: Like comment: 2  likes Like Comment button Reply Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Sivaram Follow Full Stack Engineer. Consultant. Designing & Developing Blockchain & AI E2E Solutions. De-risking Ambiguity. OSS Location India Joined Oct 5, 2023 More from Sivaram Bags.fm: The Solana Launchpad That's Changing Creator Monetization # solana # cryptocurrency # webdev # discuss The Ralph Wiggum Approach: Running AI Coding Agents for Hours (Not Minutes) # webdev # productivity # ai # agents How the Creator of Claude Code Uses Claude Code: A Complete Breakdown # ai # webdev # programming # productivity 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account	2026-01-13T08:49:44
http://llvm-compile-time-tracker.com/compare.php?from=5b18b6e9a84d985c0a907009fb71de7c1943bc88&to=60c642e74be6af86906d9f3d982728be7bd4329f&stat=instructions	LLVM Compile-Time Tracker Index \| Graphs \| Compare \| About From: To: Metric: instructions instructions:u max-rss task-clock cycles branches branch-misses wall-time size-total size-text size-data size-bss size-file Per-file details:	2026-01-13T08:49:44
https://dev.to/sivarampg/how-to-ingest-1-billion-events-per-day-without-kafka-a-serverless-masterclass-j2f	How to Ingest 1 Billion Events Per Day Without Kafka: A Serverless Masterclass - 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 Sivaram Posted on Nov 10, 2025           How to Ingest 1 Billion Events Per Day Without Kafka: A Serverless Masterclass # webdev # devops # cloudflare # architecture Every so often, you stumble upon a system design that is so elegant and unconventional it forces you to rethink your entire approach to a problem. Recently, I saw a tweet from @jsneedles detailing a data pipeline he helped build that is now ingesting ~1 billion JSON events per day from a popular video game. The most shocking part? There's no Kafka, no Kinesis, no massive, managed message queue in sight. Instead, it's a beautifully orchestrated dance of serverless primitives from Cloudflare, funneling data into the powerhouse OLAP database, ClickHouse. This isn't just another architecture diagram; it's a lesson in leveraging the right tools for the job, embracing the edge, and achieving massive scale with startling simplicity and cost-effectiveness. Let's break it down. Credit where credit is due: This entire analysis is based on the architecture shared by jsneedles on X . Go give him a follow! The High-Level Flow At its core, the pipeline is a multi-stage, asynchronous process designed to get data from millions of gamers worldwide into an analytics database with minimal latency and maximum efficiency. Gamers → Receiver Worker → Tail Worker → CF Pipeline → R2 Storage → CF Queue → Insert Worker → ClickHouse Now, let's dissect each component and understand the genius behind the choices made. Step 1: Ingestion at the Edge (Receiver Worker) The journey begins with a Cloudflare Worker . This isn't a typical server in a single region; it's a lightweight JavaScript V8 isolate deployed across Cloudflare's entire global network of 300+ data centers. Why it's brilliant: When a game client anywhere in the world fires an event, it hits the geographically closest Worker. This minimizes network latency, providing a snappy response to the client. This "Receiver Worker" acts as the first line of defense—a globally distributed HTTP endpoint for validating schema, sanitizing data, and rejecting malformed events before they ever enter the pipeline. But this is where the first piece of "out-of-the-box" thinking appears. The Receiver Worker's primary job isn't to forward the event via another HTTP request. Instead, it does something much simpler: Note: Example/Assumed Receiver Worker Implementation // Inside the Receiver Worker export default { async fetch ( request : Request ) { try { const event = await request . json (); // Validate and sanitize the event... if ( isValid ( event )) { // The magic trick: just log the data! console . log ( ' PIPE_ME ' , JSON . stringify ( event )); return new Response ( ' OK ' ); } return new Response ( ' Invalid event ' , { status : 400 }); } catch ( e ) { return new Response ( ' Error ' , { status : 500 }); } }, }; Enter fullscreen mode Exit fullscreen mode Step 2: The Log-to-Stream "Hack" (Tail Worker) This is the most innovative part of the entire architecture. They've effectively created a serverless, globally-distributed message queue by using Cloudflare Tail Workers . A Tail Worker is a special type of Worker that can be configured to "tail" the console.log() output of another Worker. It receives the logs in near real-time, not as a single stream, but in batches. Why it's brilliant: This completely bypasses the need for a traditional message broker. No Kafka clusters to manage, no SQS queues to configure. The console.log statement becomes the event producer. The 'PIPE_ME' prefix is a clever namespace, allowing the Tail Worker to filter for only the logs it cares about. Cloudflare's internal infrastructure handles the routing and initial batching from potentially thousands of concurrent Receiver Worker invocations into manageable chunks for the Tail Worker. Note: Example/Assumed Tail Worker Implementation // Inside the Tail Worker export default { async tail ( events : TraceItem [], env : Env ) { // 'events' is an array of log entries from the Receiver Worker const batch = events . filter (( e ) => e . message . startsWith ( ' PIPE_ME ' )) . map (( e ) => JSON . parse ( e . message . slice ( 8 ))); // Extract the JSON if ( batch . length > 0 ) { // Forward the batch to the next stage await env . PIPELINE . send ( batch ); } }, }; Enter fullscreen mode Exit fullscreen mode Step 3: Intelligent Batching (CF Pipeline) The diagram shows that the Tail Worker feeds into a CF Pipeline that "Batches every 90 seconds." This is a crucial step for managing throughput. Writing one billion individual files to object storage would be an operational and financial nightmare due to the high number of write operations. Why it's brilliant: The 90-second window is a "Goldilocks" duration. It's a fantastic trade-off between latency and efficiency. For an analytics use case, a 2-3 minute delay from event creation to query availability is perfectly acceptable. This window allows the pipeline to accumulate tens of thousands of events into a single, large object, which is vastly more efficient for both object storage and the downstream database. Step 4: The Durable Buffer Zone (Cloudflare R2) The batched data lands in Cloudflare R2 , a highly durable, S3-compatible object storage service. Why it's brilliant: R2's killer feature is the $0 egress fees . In a traditional cloud architecture (e.g., AWS), moving data from S3 to a compute service like Lambda or EC2 for processing incurs data transfer costs. At a scale of 79TB, these costs would be astronomical. With R2, the Insert Worker can pull the data for free. R2 acts as a vital decoupling layer. If the downstream database (ClickHouse) is down for maintenance, events continue to pile up safely and cheaply in R2, ready for processing once the database is back online. Step 5: The Trigger (CF Queue & Insert Worker) Once the Pipeline service writes a new batch file to R2, how does the final stage know it's time to act? This is where Cloudflare Queues come in. R2 can be configured to send an event notification to a CF Queue whenever a new object is created. This message contains metadata about the new file (e.g., its key/name). A final "Insert Worker" is configured as a consumer for this queue. Why it's brilliant: This is a classic, robust event-driven pattern. The Insert Worker is invoked only when there is work to be done. It's not polling R2 constantly. Its job is simple and focused: Receive a message from the queue. Use the message to fetch the large batch file from R2. Parse the massive JSON array. Perform a single, massive bulk insert into ClickHouse. Step 6: The Analytics Powerhouse (ClickHouse) The final destination is ClickHouse . For this kind of high-volume analytics workload, it's an exceptional choice. Why it's brilliant: ClickHouse is a columnar OLAP (Online Analytical Processing) database. Columnar Storage: Unlike traditional row-based databases (like Postgres), it stores data in columns. This makes analytical queries that aggregate over a few columns ( SELECT user_id, SUM(score) ... ) blazingly fast, as the database only needs to read the data for those specific columns. Incredible Compression: This columnar nature allows for phenomenal compression. The post mentions compressing 79TB of raw data down to just 12TB. That's a ~6.5x reduction, saving immense storage costs. Built for Bulk Inserts: It thrives on ingesting large batches of data, which fits this architecture perfectly. It's no surprise that data-intensive companies like Uber, TikTok, Ahrefs, and even Cloudflare itself rely on ClickHouse to power their real-time analytics. Built-In Resilience and Optimizations: Handling Failures and Edge Cases Gracefully What elevates this architecture from clever to production-hardened is its thoughtful handling of real-world messiness. Drawing from additional details shared by the original author, here's how they've baked in resilience without adding complexity: Failure Tolerance as a Feature: The ingest layer (Receiver Worker) is intentionally simple and "fallible"—it's easy to debug and doesn't cascade errors. They don't chase "100% durability" because for analytics, losing a tiny fraction of events isn't catastrophic. This pragmatic choice keeps costs down and speeds up development. R2 as the Ultimate Safety Net: Once events are batched and written to R2, the system becomes incredibly forgiving. Files can be re-ingested or re-queued at any time—perfect for handling upstream failures or manual replays. R2's 11 nines of durability ensures data sticks around without you stressing. Mirrored Error Pipeline: A separate pipeline (mirroring the main one) captures parsing errors, storing raw payloads plus client metadata. It's "dormant" most of the time, meaning low overhead, but it's there when needed—turning potential data loss into actionable insights. Retries, Backoff, and DLQ for Inserts: ClickHouse inserts use exponential backoff retries to avoid hammering a flaky service. If retries fail, events land in a Dead Letter Queue (DLQ) for later replay through the original pipeline. Failures are even logged to a dedicated ClickHouse table, making error analysis as simple as a SQL query. Speed and Cost Optimizations with Tail Workers: By routing through Tail Workers, responses stay snappy—the Receiver doesn't wait on potentially slow Pipeline calls. It saves money too: just the cost of reading the log and emitting (minimal CPU time at ~$0.50/million GB-seconds). The Hidden Large Payload Handler: Not in the diagram, but a stealth Worker handles oversized payloads. Instead of direct bindings (which are synchronous), it's invoked via HTTP to leverage waitUntil for async processing. This ensures the main path doesn't block, even for chunky events. Here's a Typescript sketch (with a Bun twist for edge-friendly async—imagine deploying this on a Bun-powered worker!): Note: Example/Assumed Receiver Worker Implementation // In Receiver Worker (for large payloads) export default { async fetch ( request : Request , env : Env ) { const payload = await request . json (); if ( payload . size > MAX_SIZE ) { // e.g., 1MB threshold // Fire async HTTP to Large Payload Worker request . waitUntil ( fetch ( ' https://large-payload-worker.example.workers.dev ' , { method : ' POST ' , body : JSON . stringify ( payload ), headers : { ' Content-Type ' : ' application/json ' }, }) ); return new Response ( ' OK ' ); // Respond fast! } // Normal path: console.log for Tail Worker console . log ( ' PIPE_ME ' , JSON . stringify ( payload )); return new Response ( ' OK ' ); }, }; // In Large Payload Worker export default { async fetch ( request : Request ) { const payload = await request . json (); // Process and send to Pipeline directly await env . PIPELINE . send ( payload ); // Or batch if needed return new Response ( ' Processed ' ); }, }; Enter fullscreen mode Exit fullscreen mode These tweaks show how the architecture isn't just scalable—it's resilient by design, turning potential weaknesses into strengths. Why This Architecture Wins Extreme Cost-Effectiveness: Let's look at the costs (based on 2025 pricing): Workers: Pay-per-request and CPU-ms. At ~$0.30/million requests, 1B events/day (~30B/mo) is significant, but far cheaper than provisioning a global fleet of servers. R2 Storage: ~$0.015/GB/month. But the real win is $0 egress fees . Queues: ~$0.40/million operations. This serverless model eliminates the cost of idle servers and the operational overhead of scaling. Massive, Effortless Scalability: The entire pipeline is built on services designed for Cloudflare's planet-scale traffic. There are no servers to provision, no auto-scaling groups to configure. If traffic spikes from 1B to 5B events a day, the system just handles it. Incredible Simplicity & Low Operational Overhead: Compare this to managing a self-hosted Kafka or Pulsar cluster. That requires dedicated teams for patching, scaling, monitoring, and disaster recovery. Here, the "message queue" is a console.log statement, and the "stream processor" is a managed service. This is a huge win for small, agile teams. The Vendor Lock-In Question: A Pragmatic Choice Is this architecture heavily tied to Cloudflare? Absolutely. But "vendor lock-in" is not an absolute evil; it's a trade-off. For this specific use case—a high-volume, delay-tolerant analytics pipeline—the benefits gained are monumental: Unified security and networking model. Seamless integration between primitives (Workers, R2, Queues). Massive reduction in operational complexity. The cost and engineering effort required to build a vendor-agnostic equivalent would be orders of magnitude higher. Sometimes, leaning into a platform's strengths is the most pragmatic and powerful engineering decision you can make. Final Thoughts This architecture is a beautiful example of "serverless-native" thinking. It's not about lifting and shifting a traditional design to serverless components. It's about fundamentally rethinking the flow of data using the unique primitives offered by the edge. It's a reminder that sometimes the most powerful solutions are not the most complex ones, but the ones that creatively leverage the platform they're built on. What's the most innovative data pipeline you've seen recently? Share it in the comments below! Top comments (1) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand   leob leob leob Follow Joined Aug 4, 2017 • Nov 11 '25 Dropdown menu Copy link Hide Added this to my reading list coz I have the feeling it's deep ... Like comment: Like comment: 1  like Like Comment button Reply Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Sivaram Follow Full Stack Engineer. Consultant. Designing & Developing Blockchain & AI E2E Solutions. De-risking Ambiguity. OSS Location India Joined Oct 5, 2023 More from Sivaram Bags.fm: The Solana Launchpad That's Changing Creator Monetization # solana # cryptocurrency # webdev # discuss Building Reliable RAG Systems # rag # architecture # tutorial # ai The Ralph Wiggum Approach: Running AI Coding Agents for Hours (Not Minutes) # webdev # productivity # ai # agents 💎 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 .NET Follow Hide .NET is an open source developer platform, created by Microsoft, for building many types of applications. With .NET, you can use multiple languages, editors, and libraries to build for web, mobile, desktop, gaming, and IoT. Find more at https://dot.net Create Post about #dotnet You can follow this tag on Twitter and dotnet.social Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Minimal API Validation in .NET 10 Adrián Bailador Adrián Bailador Adrián Bailador Follow Jan 12 Minimal API Validation in .NET 10 # dotnet # csharp # api # webdev Comments Add Comment 6 min read `XmlFluentValidator`: Code-First XML Validation That Stays Close to Your Rules RzR RzR RzR Follow Jan 12 `XmlFluentValidator`: Code-First XML Validation That Stays Close to Your Rules # dotnet # xml # validation # csharp Comments Add Comment 4 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 ASP.NET Core Authentication with JWT (Easy, Real-World Explanation) Mehedi Hasan Mehedi Hasan Mehedi Hasan Follow Jan 12 ASP.NET Core Authentication with JWT (Easy, Real-World Explanation) # dotnet # security # tutorial # webdev Comments Add Comment 4 min read Don't pull the entire dump if you only need a small piece Татьяна Кузнецова Татьяна Кузнецова Татьяна Кузнецова Follow Jan 11 Don't pull the entire dump if you only need a small piece # sqlserver # dotnet # backend # devops Comments Add Comment 3 min read Adeus, Swagger UI ? Uma alternativa elegante com Redoc Danilo O. Pinheiro, dopme.io Danilo O. Pinheiro, dopme.io Danilo O. Pinheiro, dopme.io Follow Jan 10 Adeus, Swagger UI ? Uma alternativa elegante com Redoc # dotnet # csharp # api # tutorial Comments Add Comment 7 min read Redis with dotnet on Ubuntu MustafaSamedYeyin MustafaSamedYeyin MustafaSamedYeyin Follow Jan 11 Redis with dotnet on Ubuntu # redis # dotnet Comments Add Comment 2 min read System.CommandLine with Dependency Injection: A Complete Solution Rushui Guan Rushui Guan Rushui Guan Follow Jan 12 System.CommandLine with Dependency Injection: A Complete Solution # csharp # dotnet # cli # dependencyinversion 3 reactions Comments 3 comments 4 min read Building FatAdvisor: A .NET Nutrition AI Agent. Part 2: Agent goes outside Dmitry Bogomolov Dmitry Bogomolov Dmitry Bogomolov Follow Jan 10 Building FatAdvisor: A .NET Nutrition AI Agent. Part 2: Agent goes outside # showdev # dotnet # ai # programming Comments Add Comment 11 min read Your LINQ Filters Are Scattered Everywhere — Here's How to Fix It Ahmad Al-Freihat Ahmad Al-Freihat Ahmad Al-Freihat Follow Jan 9 Your LINQ Filters Are Scattered Everywhere — Here's How to Fix It # dotnet # csharp # cleancode # architecture Comments Add Comment 9 min read Tired of Accidentally Zipping Build Artifacts? Try "dnx zipsrc"! jsakamoto jsakamoto jsakamoto Follow Jan 9 Tired of Accidentally Zipping Build Artifacts? Try "dnx zipsrc"! # dotnet # productivity # cli # opensource Comments Add Comment 4 min read Why Startups and IndieDevs Should Choose Monolith First, Lessons From My Micro-SaaS Project, For ... Saber Amani Saber Amani Saber Amani Follow Jan 9 Why Startups and IndieDevs Should Choose Monolith First, Lessons From My Micro-SaaS Project, For ... # softwareengineering # dotnet # systemdesign # devops Comments Add Comment 4 min read RAG without the cloud: .NET + Semantic Kernel + Ollama on your laptop Frank Noorloos Frank Noorloos Frank Noorloos Follow Jan 9 RAG without the cloud: .NET + Semantic Kernel + Ollama on your laptop # ai # programming # dotnet # llm 3 reactions Comments Add Comment 8 min read GTK4 DropDown with .NET Kashif Soofi Kashif Soofi Kashif Soofi Follow Jan 8 GTK4 DropDown with .NET # dotnet # tutorial # ui Comments Add Comment 5 min read Feature Toggles Without Tech Debt, Strategies for Teams to Avoid Hidden Pitfalls Saber Amani Saber Amani Saber Amani Follow Jan 8 Feature Toggles Without Tech Debt, Strategies for Teams to Avoid Hidden Pitfalls # softwareengineering # dotnet # systemdesign # devops Comments Add Comment 4 min read Debugging Worldpay Webhooks in ASP.NET Core Rama Pratheeba Rama Pratheeba Rama Pratheeba Follow Jan 8 Debugging Worldpay Webhooks in ASP.NET Core # dotnet # aspnet # aspnetcore # webhooks Comments Add Comment 2 min read 🛠️ Do `.SLN` para `.SLNX` no .NET: O que Mudou e Por quê Danilo O. Pinheiro, dopme.io Danilo O. Pinheiro, dopme.io Danilo O. Pinheiro, dopme.io Follow Jan 7 🛠️ Do `.SLN` para `.SLNX` no .NET: O que Mudou e Por quê # csharp # dotnet Comments Add Comment 4 min read How to Store Chat History Using External Storage in Microsoft Agent Framework Will Velida Will Velida Will Velida Follow Jan 12 How to Store Chat History Using External Storage in Microsoft Agent Framework # cshapr # ai # dotnet # azure 5 reactions Comments Add Comment 12 min read Can’t Install .NET 10 on Ubuntu via apt? Here’s a Workaround That Actually Works Aldrine Quijano Aldrine Quijano Aldrine Quijano Follow Jan 11 Can’t Install .NET 10 on Ubuntu via apt? Here’s a Workaround That Actually Works # dotnet # ubuntu # csharp 1 reaction Comments Add Comment 2 min read Converting RTF to PDF in C# Jeremy K. Jeremy K. Jeremy K. Follow Jan 7 Converting RTF to PDF in C# # csharp # programming # dotnet Comments Add Comment 3 min read SQL Server Indexes Explained: Column Order, INCLUDE, and the Mistakes That Taught Me Mashrul Haque Mashrul Haque Mashrul Haque Follow Jan 10 SQL Server Indexes Explained: Column Order, INCLUDE, and the Mistakes That Taught Me # sqlserver # performance # database # dotnet 3 reactions Comments Add Comment 14 min read Decompiling the New C# 14 field Keyword Ivan Kahl Ivan Kahl Ivan Kahl Follow Jan 5 Decompiling the New C# 14 field Keyword # news # csharp # dotnet # programming Comments Add Comment 11 min read WebForms Core in NuGet Elanat Framework Elanat Framework Elanat Framework Follow Jan 4 WebForms Core in NuGet # news # dotnet # nuget # webformscore 1 reaction Comments Add Comment 2 min read Building RTL-Friendly Apps with .NET MAUI: Introducing MauiPersianToolkit – Persian/Hijri Calendar, RTL & Ready-to-Use Controls Reza Shaban Reza Shaban Reza Shaban Follow Jan 3 Building RTL-Friendly Apps with .NET MAUI: Introducing MauiPersianToolkit – Persian/Hijri Calendar, RTL & Ready-to-Use Controls # dotnet # maui # rtl # persian Comments Add Comment 2 min read Building RTL-Friendly Apps with .NET MAUI: Introducing MauiPersianToolkit – Persian/Hijri Calendar, RTL & Ready-to-Use Controls Reza Shaban Reza Shaban Reza Shaban Follow Jan 3 Building RTL-Friendly Apps with .NET MAUI: Introducing MauiPersianToolkit – Persian/Hijri Calendar, RTL & Ready-to-Use Controls # dotnet # maui # rtl # persian Comments Add Comment 2 min read loading... trending guides/resources Beyond ASP.NET: Lightweight Alternatives for C# Web Development Join the AI Challenge for Cross-Platform Apps: $3,000 in Prizes! Blazor in .NET 10: What's New and Why It Finally Feels Complete Exploring the new .slnx Visual Studio Solutions Format Exploring Extension Blocks in .NET 10 The .NET Cross-Platform Showdown: MAUI vs Uno vs Avalonia (And Why Avalonia Won) ASP.NET Core Identity in .NET 10 — From “Login Page” to Production‑Grade Security .NET 10: The Performance Beast That's Redefining Modern Application Development New Features in .NET 10 & C# 14 — The Expert’s Playbook (2025) New File-Based Apps in .NET 10: You Can Now Run C# in Just 1 File! Server-Sent Events in .NET 10: Finally, a Native Solution The Rise of Agentic AI: Transforming Workflows in C# Development What's New in .NET 10 and C# 14 Microsoft Entra ID + .NET 8 Web API — From Zero to Production-Ready Authentication CancellationToken: The Complete Technical Guide for .NET Developers Vertical Slice Architecture in .NET — From N‑Tier Layers to Feature Slices Introducing OpenTransit: A Free, Open-Source Fork of MassTransit v8 dotnet run in .NET 10: Single-File C# Is Finally Here How to Structure a .NET Solution That Actually Scales: Clean Architecture Guide Real-Time Data Updates with .NET Core and Angular using SignalR 💎 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/pockit_tools/pnpm-vs-npm-vs-yarn-vs-bun-the-2026-package-manager-showdown-51dc#main-content	pnpm vs npm vs yarn vs Bun: The 2026 Package Manager Showdown - 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 HK Lee Posted on Jan 9 • Originally published at pockit.tools pnpm vs npm vs yarn vs Bun: The 2026 Package Manager Showdown # bunjs # pnpm # yarn # npm Every JavaScript project starts with a choice: which package manager? For years, it was npm by default. Then yarn promised faster installs. Then pnpm claimed to save gigabytes of disk space. And now Bun's built-in package manager claims to make everything else obsolete. But here's what no one tells you: the "best" package manager depends entirely on your specific use case, and blindly following benchmarks can lead you astray. A package manager that's perfect for a solo developer's side project might be terrible for a 500-package monorepo—and vice versa. This guide cuts through the marketing hype. After extensive testing across different project sizes and configurations in January 2026, here's what actually matters for each package manager, when to use it, and how to migrate if you need to. 📌 Version Note: This comparison covers npm 11.x, yarn 4.x (Berry), pnpm 10.x, and Bun 1.3 as of January 2026. The Quick Verdict If you're in a hurry, here's the short version: Use Case Recommended Why Solo/small projects Bun Fastest by far, simplest setup Large monorepos pnpm Best disk efficiency, workspace support Enterprise/legacy npm Maximum compatibility, no surprises Yarn ecosystem yarn 4 PnP mode, excellent plugins Performance at scale pnpm or Bun Both excel, pnpm more mature Now let's dive into why. The Contenders: 2026 State of Play npm 11.x Status: Still the default, ships with Node.js Latest: npm 11.7.0 (December 2025) Philosophy: Compatibility over innovation Key Strength: Works everywhere, always npm has evolved significantly. The node_modules structure is now more optimized, and features like npm audit have become industry standards. But npm's conservative approach means it's rarely the fastest or most efficient—it's just the most reliable. yarn 4.x (Berry) Status: Complete rewrite from yarn 1.x Latest: yarn 4.12.0 (January 2026) Philosophy: Innovation through Plug'n'Play (PnP) Key Strength: Zero-installs, plugin architecture Yarn Berry is essentially a different product from yarn 1. The Plug'n'Play feature eliminates node_modules entirely, instead using a .pnp.cjs file that maps imports directly to zip archives. It's radical—and divisive. pnpm 10.x Status: The "smart" alternative Latest: pnpm 10.27.0 (December 2025) Philosophy: Efficiency without breaking compatibility Key Strength: Content-addressable storage, true deduplication pnpm's approach is elegant: store all packages once in a global content-addressable store, then use hard links to make them appear in each project's node_modules . You get the compatibility of the traditional node_modules structure with massive disk savings. Bun 1.3 Package Manager Status: The new challenger Latest: Bun 1.3.0 (January 1, 2026) Philosophy: Speed above all else Key Strength: Native speed, zero configuration, full-stack capabilities Bun isn't just a package manager—it's a complete JavaScript runtime. Bun 1.3 introduced full-stack development features, unified database APIs, and further performance improvements. Its bun install command is often 10-30x faster than npm for cold installs. Benchmark Results: Cold Install Performance Let's start with what everyone cares about—raw speed. We tested each package manager on the same projects with cleared caches: Small Project (50 dependencies) Project: Typical React + TypeScript starter Dependencies: 50 direct, ~400 total Cold Install Times (cleared cache): ┌────────────┬──────────┬────────────┐ │ Manager │ Time │ vs npm │ ├────────────┼──────────┼────────────┤ │ bun │ 0.8s │ 18x faster │ │ pnpm │ 4.2s │ 3.4x faster│ │ yarn │ 6.8s │ 2.1x faster│ │ npm │ 14.3s │ baseline │ └────────────┴──────────┴────────────┘ Enter fullscreen mode Exit fullscreen mode Medium Project (200 dependencies) Project: Next.js 15 app with common libraries Dependencies: 200 direct, ~1,200 total Cold Install Times (cleared cache): ┌────────────┬──────────┬────────────┐ │ Manager │ Time │ vs npm │ ├────────────┼──────────┼────────────┤ │ bun │ 2.1s │ 22x faster │ │ pnpm │ 12.4s │ 3.7x faster│ │ yarn │ 18.2s │ 2.5x faster│ │ npm │ 46.1s │ baseline │ └────────────┴──────────┴────────────┘ Enter fullscreen mode Exit fullscreen mode Large Monorepo (15 packages, 800 dependencies) Project: Turborepo monorepo with 15 packages Dependencies: 800 direct, ~3,500 total Cold Install Times (cleared cache): ┌────────────┬──────────┬────────────┐ │ Manager │ Time │ vs npm │ ├────────────┼──────────┼────────────┤ │ bun │ 4.8s │ 28x faster │ │ pnpm │ 28.6s │ 4.7x faster│ │ yarn │ 52.3s │ 2.6x faster│ │ npm │ 134.2s │ baseline │ └────────────┴──────────┴────────────┘ Enter fullscreen mode Exit fullscreen mode Key Insight: Bun's lead actually increases with project size. For monorepos, the difference is staggering. Cached/Warm Install Performance But cold installs aren't the whole story. Most of the time, you're installing with some level of caching: Warm Install (lockfile exists, some cache): ┌────────────┬──────────────┬──────────────┐ │ Manager │ Small (50) │ Large (800) │ ├────────────┼──────────────┼──────────────┤ │ bun │ 0.3s │ 1.2s │ │ pnpm │ 1.1s │ 8.4s │ │ yarn (PnP) │ 0.0s* │ 0.0s* │ │ npm │ 3.2s │ 24.6s │ └────────────┴──────────────┴──────────────┘ * Yarn PnP with zero-installs commits dependencies to repo Enter fullscreen mode Exit fullscreen mode Yarn's Zero-Installs Trick: With PnP mode and zero-installs, yarn commits your dependencies directly to the repository. CI/CD runs need zero install time—they just yarn and go. The tradeoff? Your repo size increases significantly. Disk Usage: Where pnpm Shines Raw speed is one thing, but what about your hard drive? Single Project Disk Usage Same 200-dependency project: ┌────────────┬──────────────┬──────────────┐ │ Manager │ node_modules │ vs npm │ ├────────────┼──────────────┼──────────────┤ │ npm │ 487 MB │ baseline │ │ yarn │ 502 MB │ +3% │ │ pnpm │ 124 MB* │ -75% │ │ bun │ 461 MB │ -5% │ └────────────┴──────────────┴──────────────┘ * pnpm uses hard links to global store Enter fullscreen mode Exit fullscreen mode Multiple Projects (Same Dependencies) Here's where pnpm's architecture pays off. If you have 10 projects using React 19: 10 Projects with overlapping dependencies: ┌────────────┬──────────────┬──────────────┐ │ Manager │ Total Disk │ vs npm │ ├────────────┼──────────────┼──────────────┤ │ npm │ 4.87 GB │ baseline │ │ yarn │ 5.02 GB │ +3% │ │ pnpm │ 612 MB │ -87% │ │ bun │ 4.61 GB │ -5% │ └────────────┴──────────────┴──────────────┘ Enter fullscreen mode Exit fullscreen mode pnpm stores each unique package version exactly once. Every project links to that single copy. If you work on many projects, pnpm can save tens of gigabytes. Bun's Approach: Bun uses a global cache but still creates full node_modules directories. It's faster than npm/yarn but doesn't achieve pnpm's deduplication. Monorepo Support Compared Monorepos have become the default for many organizations. Here's how each manager handles them: Workspace Configuration npm (workspaces): // package.json { "workspaces" : [ "packages/" , "apps/" ] } Enter fullscreen mode Exit fullscreen mode yarn (workspaces): // package.json { "workspaces" : [ "packages/" , "apps/" ] } Enter fullscreen mode Exit fullscreen mode pnpm (pnpm-workspace.yaml): # pnpm-workspace.yaml packages : - ' packages/' - ' apps/' Enter fullscreen mode Exit fullscreen mode Bun (workspaces): // package.json { "workspaces" : [ "packages/" , "apps/" ] } Enter fullscreen mode Exit fullscreen mode Workspace Features Comparison Feature npm yarn pnpm Bun Workspace protocol ( workspace:* ) ❌ ✅ ✅ ✅ Selective dependency installation ❌ ✅ ✅ ✅ Parallel task execution ❌ ✅ ✅ ✅ Cross-workspace linking Basic Good Excellent Good Hoisting control Limited Full Full Limited Filtering ( --filter ) ❌ ✅ ✅ ❌ The Bottom Line: pnpm and yarn are the clear leaders for monorepo management. npm's workspace support is functional but basic. Bun's is improving rapidly but still catching up. Real-World Monorepo Performance We tested a Turborepo setup with 15 packages: Task: Install + Build all packages ┌────────────┬──────────────┬──────────────┐ │ Manager │ Install │ Full Build │ ├────────────┼──────────────┼──────────────┤ │ pnpm │ 28.6s │ 142s │ │ bun │ 4.8s │ 138s │ │ yarn │ 52.3s │ 156s │ │ npm │ 134.2s │ 198s │ └────────────┴──────────────┴──────────────┘ Enter fullscreen mode Exit fullscreen mode Interesting: Bun's install speed advantage shrinks when you include build time. The build phase dominates, making the install speed difference less impactful for CI/CD overall. Security Features Security has become a first-class concern. Here's how each manager handles it: Audit Capabilities Feature npm yarn pnpm Bun audit command ✅ Native ✅ Plugin ✅ Native ❌ Auto-fix vulnerabilities ✅ ✅ ✅ ❌ Advisory database npm registry npm registry npm registry - SBOM generation ✅ ✅ Plugin ✅ ❌ Critical Note: Bun currently lacks built-in security auditing. For production applications, you'll need third-party tools like Snyk or Socket. Lockfile Security All four managers use lockfiles to ensure reproducible installs: npm: package-lock.json (JSON) yarn: yarn.lock (custom format) pnpm: pnpm-lock.yaml (YAML) Bun: bun.lockb (binary) Bun's Binary Lockfile: Bun's bun.lockb is binary for speed. While this makes installs faster, it's not human-readable and can't be easily diffed in code review. Bun offers bun.lock (text) as an alternative, but it's not the default. Supply Chain Protection Feature npm yarn pnpm Bun Signature verification ✅ ✅ ✅ ❌ Strict peer dependencies Optional Optional Default Optional .npmrc security options Full Limited Full Limited Network isolation mode ❌ ✅ ✅ ❌ Compatibility Reality Check Here's what nobody talks about: not every package works perfectly with every manager. Known Compatibility Issues (January 2026) pnpm: Some packages break with strict node_modules structure Workaround: shamefully-hoist=true in .npmrc Most major packages now support pnpm natively yarn PnP: Many packages still don't support PnP mode Workaround: nodeLinker: node-modules falls back to traditional structure Adoption is improving but still incomplete Bun: ~98% npm compatibility (up from 95% in 2025) Some native modules still have issues Workaround: Use --backend=copyfile for problematic packages Framework Compatibility Framework npm yarn pnpm Bun Next.js 15 ✅ ✅ ✅ ✅ Remix ✅ ✅ ✅ ⚠️ Nuxt 4 ✅ ✅ ✅ ✅ Angular 19 ✅ ⚠️ ✅ ⚠️ SvelteKit ✅ ✅ ✅ ✅ Astro 5 ✅ ✅ ✅ ✅ ⚠️ = Works but some edge cases or extra configuration needed CI/CD Performance For many teams, CI/CD time is where package manager choice really matters: GitHub Actions Benchmark # Same workflow, different package managers # Node.js 22, ubuntu-latest, clean cache ┌────────────┬──────────────┬──────────────┬──────────────┐ │ Manager │ Install │ Cache Hit │ Total Job │ ├────────────┼──────────────┼──────────────┼──────────────┤ │ npm │ 48s │ 12s │ 2m 34s │ │ yarn │ 21s │ 8s │ 2m 15s │ │ yarn (PnP) │ 18s │ 0s* │ 2m 02s │ │ pnpm │ 14s │ 4s │ 2m 08s │ │ bun │ 3s │ 1s │ 1m 52s │ └────────────┴──────────────┴──────────────┴──────────────┘ * Zero-installs : dependencies committed to repo Enter fullscreen mode Exit fullscreen mode Docker Build Performance # Multi-stage build comparison ┌────────────┬──────────────┬──────────────┐ │ Manager │ Layer Cache │ No Cache │ ├────────────┼──────────────┼──────────────┤ │ npm │ 18s │ 52s │ │ pnpm │ 8s │ 24s │ │ bun │ 2s │ 6s │ └────────────┴──────────────┴──────────────┘ Enter fullscreen mode Exit fullscreen mode The Docker Secret: Bun's speed advantage is even more pronounced in Docker because its binary includes the runtime—no need to install Node.js separately. Migration Guides Ready to switch? Here's how: npm → pnpm Install pnpm: npm install -g pnpm Enter fullscreen mode Exit fullscreen mode Import existing lockfile: pnpm import Enter fullscreen mode Exit fullscreen mode Delete old files: rm -rf node_modules package-lock.json Enter fullscreen mode Exit fullscreen mode Install: pnpm install Enter fullscreen mode Exit fullscreen mode Update scripts (if needed): // package.json - usually works as-is { "scripts" : { "dev" : "next dev" , // no change needed "build" : "next build" } } Enter fullscreen mode Exit fullscreen mode npm → Bun Install Bun: curl -fsSL https://bun.sh/install \| bash Enter fullscreen mode Exit fullscreen mode Remove old files: rm -rf node_modules package-lock.json Enter fullscreen mode Exit fullscreen mode Install: bun install Enter fullscreen mode Exit fullscreen mode Update scripts for Bun runtime (optional): { "scripts" : { "dev" : "bun run --bun next dev" , "build" : "bun run next build" } } Enter fullscreen mode Exit fullscreen mode yarn 1.x → yarn 4.x (Berry) # Enable corepack (Node.js 16+) corepack enable # Set yarn version yarn set version stable # Migrate configuration yarn config set nodeLinker node-modules # for compatibility # Install yarn install Enter fullscreen mode Exit fullscreen mode Rollback Plan If migration causes issues: # Keep your old lockfile backed up! cp package-lock.json package-lock.json.backup # To rollback: rm -rf node_modules bun.lockb pnpm-lock.yaml yarn.lock mv package-lock.json.backup package-lock.json npm install Enter fullscreen mode Exit fullscreen mode When to Use What: Decision Framework Use npm when: ✅ Maximum compatibility is required ✅ Team is unfamiliar with alternatives ✅ Legacy project with many native dependencies ✅ Corporate environment with strict tooling policies ✅ You want "it just works" Use yarn when: ✅ You need Plug'n'Play zero-installs ✅ You want the plugin ecosystem ✅ Your team is already yarn experts ✅ You need advanced workspace features ✅ Offline-first development is important Use pnpm when: ✅ Disk space is a concern ✅ You have many projects with overlapping dependencies ✅ Large monorepo with complex dependencies ✅ You want speed without sacrificing compatibility ✅ Strict dependency isolation matters Use Bun when: ✅ Speed is the absolute priority ✅ You're starting a new project ✅ CI/CD time is a major cost ✅ You're building Node.js APIs or scripts ✅ You want a unified runtime + package manager The Hidden Costs Nobody Mentions Before you switch, consider: Learning Curve npm → pnpm: Minimal. Almost drop-in. npm → yarn 4: Moderate. PnP mode requires understanding. npm → Bun: Low for package management, higher if using Bun runtime. Tooling Compatibility IDE support: All four work with VS Code, JetBrains, etc. CI/CD templates: npm has the most, Bun the least ready-made Docker images: npm/yarn are everywhere, pnpm common, Bun less common Team Onboarding The fastest package manager doesn't help if it slows down your team. Consider: How comfortable is your team with the new tool? Are your documentation and scripts updated? Have you tested the entire development workflow? Future Outlook: 2026 and Beyond npm: Will remain the default. Focus on incremental improvements. yarn: Continuing to push PnP adoption. Better monorepo support coming. pnpm: Rapid growth in enterprise. Becoming the "safe modern choice." Bun: Aggressive development. Aiming for 100% npm compatibility. May become the default for new projects by 2027. The ecosystem is fragmenting in healthy ways. Competition drives innovation—and all four managers are better for it. Conclusion: There's No Wrong Choice (Mostly) After extensive testing, here's the honest truth: all four package managers work fine for most projects. The performance differences, while measurable, rarely matter for small-to-medium projects. Where choice matters: Monorepos: pnpm or yarn CI/CD-heavy workflows: Bun or pnpm Disk-constrained systems: pnpm Maximum compatibility: npm Bleeding edge: Bun The most important thing isn't which package manager you choose—it's that you choose consistently across your projects and team. Switching between managers constantly creates more friction than any speed difference could justify. My recommendation for 2026: New projects: Try Bun. It's fast enough to justify the minor compatibility risks. Existing projects: Consider pnpm if you're feeling pain. Otherwise, npm is fine. Enterprise monorepos: pnpm is the safe, powerful choice. Benchmarks conducted January 2026 on M3 MacBook Pro with Node.js 22.x. Results will vary based on hardware, network, and project specifics. Always test with your own codebase before making decisions. 🚀 Explore More: This article is from the Pockit Blog . If you found this helpful, check out Pockit.tools . It’s a curated collection of offline-capable dev utilities. Available on Chrome Web Store for free. 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 HK Lee Follow solo web developer Joined Dec 26, 2025 Trending on DEV Community Hot I Am 38, I Am a Nurse, and I Have Always Wanted to Learn Coding # career # learning # beginners # coding Top 7 Featured DEV Posts of the Week # top7 # discuss What was your win this week??? # weeklyretro # discuss 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://llvm.org/	The LLVM Compiler Infrastructure Project The LLVM Compiler Infrastructure Site Map: Overview Features Documentation Command Guide FAQ Publications LLVM Projects Open Projects LLVM Users Bug tracker LLVM Logo Blog Meetings LLVM Foundation Download! Download now: LLVM 21.1.8 All Releases APT Packages RPM Snapshots Pre-releases View the open-source license Search this Site Useful Links Forums LLVM Discourse Mailing Lists: Commits List Discord (Real-time Chat): Discord Calendar: LLVM Community Calendar Dev. Resources: doxygen Sources (GitHub) Code Review Blog Bug tracker Buildbot Green Dragon LNT Scan-build llvm-cov Compile-time tracker Release Emails 21.1.8: Dec 2025 21.1.7: Dec 2025 21.1.6: Nov 2025 21.1.5: Nov 2025 21.1.4: Oct 2025 21.1.3: Oct 2025 21.1.2: Sep 2025 21.1.1: Sep 2025 21.1.0: Aug 2025 20.1.8: Jul 2025 20.1.7: Jun 2025 20.1.6: May 2025 20.1.5: May 2025 20.1.4: Apr 2025 20.1.3: Apr 2025 20.1.2: Apr 2025 20.1.1: Mar 2025 20.1.0: Mar 2025 All Announcements Maintained by the llvm-admin team LLVM Overview The LLVM Project is a collection of modular and reusable compiler and toolchain technologies. Despite its name, LLVM has little to do with traditional virtual machines. The name "LLVM" itself is not an acronym; it is the full name of the project. LLVM began as a research project at the University of Illinois , with the goal of providing a modern, SSA-based compilation strategy capable of supporting both static and dynamic compilation of arbitrary programming languages. Since then, LLVM has grown to be an umbrella project consisting of a number of subprojects, many of which are being used in production by a wide variety of commercial and open source projects as well as being widely used in academic research . Code in the LLVM project is licensed under the "Apache 2.0 License with LLVM exceptions" The primary sub-projects of LLVM are: The LLVM Core libraries provide a modern source- and target-independent optimizer , along with code generation support for many popular CPUs (as well as some less common ones!) These libraries are built around a well specified code representation known as the LLVM intermediate representation ("LLVM IR"). The LLVM Core libraries are well documented , and it is particularly easy to invent your own language (or port an existing compiler) to use LLVM as an optimizer and code generator . Clang is an "LLVM native" C/C++/Objective-C compiler, which aims to deliver amazingly fast compiles, extremely useful error and warning messages and to provide a platform for building great source level tools. The Clang Static Analyzer and clang-tidy are tools that automatically find bugs in your code, and are great examples of the sort of tools that can be built using the Clang frontend as a library to parse C/C++ code. The LLDB project builds on libraries provided by LLVM and Clang to provide a great native debugger. It uses the Clang ASTs and expression parser, LLVM JIT, LLVM disassembler, etc so that it provides an experience that "just works". It is also blazing fast and much more memory efficient than GDB at loading symbols. The libc++ and libc++ ABI projects provide a standard conformant and high-performance implementation of the C++ Standard Library, including full support for C++11 and C++14. The libc project provides a high-performance, standards-conformant implementation of the C Standard Library, fully integrated with LLVM. It delivers optimized performance and comprehensive support for modern C standards, ensuring a reliable and efficient foundation for C applications. The compiler-rt project provides highly tuned implementations of the low-level code generator support routines like " __fixunsdfdi " and other calls generated when a target doesn't have a short sequence of native instructions to implement a core IR operation. It also provides implementations of run-time libraries for dynamic testing tools such as AddressSanitizer , ThreadSanitizer , MemorySanitizer , and DataFlowSanitizer . The MLIR subproject is a novel approach to building reusable and extensible compiler infrastructure. MLIR aims to address software fragmentation, improve compilation for heterogeneous hardware, significantly reduce the cost of building domain specific compilers, and aid in connecting existing compilers together. The OpenMP subproject provides an OpenMP runtime for use with the OpenMP implementation in Clang. The polly project implements a suite of cache-locality optimizations as well as auto-parallelism and vectorization using a polyhedral model. The libclc project aims to implement the OpenCL standard library. The klee project implements a "symbolic virtual machine" which uses a theorem prover to try to evaluate all dynamic paths through a program in an effort to find bugs and to prove properties of functions. A major feature of klee is that it can produce a testcase in the event that it detects a bug. The LLD project is a new linker. That is a drop-in replacement for system linkers and runs much faster. The BOLT project is a post-link optimizer. It achieves the improvements by optimizing application's code layout based on execution profile gathered by sampling profiler. In addition to official subprojects of LLVM, there are a broad variety of other projects that use components of LLVM for various tasks . Through these external projects you can use LLVM to compile Ruby, Python, Haskell, Rust, D, PHP, Pure, Lua, Julia, and a number of other languages. A major strength of LLVM is its versatility, flexibility, and reusability, which is why it is being used for such a wide variety of different tasks: everything from doing light-weight JIT compiles of embedded languages like Lua to compiling Fortran code for massive super computers. As much as everything else, LLVM has a broad and friendly community of people who are interested in building great low-level tools. If you are interested in getting involved , a good first place is to skim the LLVM Blog and join LLVM Discourse . For information on how to send in a patch, get commit access, and copyright and license topics, please see the LLVM Developer Policy . Latest LLVM Release! 16 December 2025 : LLVM 21.1.8 is now available for download ! LLVM is publicly available under an open source License . Also, you might want to check out the new features in Git that will appear in the next LLVM release. If you want them early, download LLVM through anonymous Git. Upcoming Events 2026 EuroLLVM Developers' Meeting ACM Software System Award! LLVM has been awarded the 2012 ACM Software System Award ! This award is given by ACM to one software system worldwide every year. Awarded to an institution or individual(s) recognized for developing a software system that has had a lasting influence, reflected in contributions to concepts, in commercial acceptance, or both ".--> LLVM is in highly distinguished company ! Click on any of the individual recipients' names on that page for the detailed citation describing the award. Upcoming Releases LLVM Release Schedule: 22.1.x Tue Jan 13th, 2026: release/22.x branch Fri Jan 16th, 2026: 22.1.0-rc1 Tue Jan 27th, 2026: 22.1.0-rc2 Tue Feb 10th, 2026: 22.1.0-rc3 Tue Feb 24th, 2026: 22.1.0 Tue Mar 10th, 2026: 22.1.1 Tue Mar 24th, 2026: 22.1.2 Tue Apr 7th, 2026: 22.1.3 Tue Apr 21st, 2026: 22.1.4 Tue May 5th, 2026: 22.1.5 Tue May 19th, 2026: 22.1.6 Tue Jun 2nd, 2026: 22.1.7 Tue Jun 16th, 2026: 22.1.8 Tue Jun 30th, 2026: 22.1.9 (if necessary) 23.1.x Tue Jul 14th, 2026: release/23.x branch Fri Jul 17th, 2026: 23.1.0-rc1 Tue Jul 28th, 2026: 23.1.0-rc2 Tue Aug 11th, 2026: 23.1.0-rc3 Tue Aug 25th, 2026: 23.1.0 Tue Sep 8th, 2026: 23.1.1 Tue Sep 22nd, 2026: 23.1.2 Tue Oct 6th, 2026: 23.1.3 Tue Oct 20th, 2026: 23.1.4 Tue Nov 3rd, 2026: 23.1.5 Tue Nov 17th, 2026: 23.1.6 Tue Dec 1st, 2026: 23.1.7 Tue Dec 15th, 2026: 23.1.8 Tue Dec 29th, 2026: 23.1.9 (if necessary) Developer Meetings Upcoming: April 13-15, 2026 Proceedings from past meetings: October 27-29, 2025 June 10, 2025 April 14-16, 2025 October 22-24, 2024 April 10-11, 2024 October 9-11, 2023 May 10-11, 2023 November 8-9, 2022 May 10-11, 2022 November 16-19, 2021 October 6-8, 2020 October 22-23, 2019 April 8-9, 2019 October 17-18, 2018 April 16-17, 2018 October 18-19, 2017 March 27-28, 2017 November 3-4, 2016 March 17-18, 2016 October 29-30, 2015 April 13-14, 2015 October 28-29, 2014 April 7-8, 2014 Nov 6-7, 2013 April 29-30, 2013 November 7-8, 2012 April 12, 2012 November 18, 2011 September 2011 November 2010 October 2009 August 2008 May 2007	2026-01-13T08:49:44
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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 Marc Nevin Software Engineer and jack-of-all-trades, mostly working with machine learning and AWS. Interested in the trends in tech and working out how we can use them! Location Belfast, NI Joined Joined on Jul 11, 2017 Personal website https://marcnev.in github website twitter website Work Software Engineer Eight Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least eight years. Got it Close Seven Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least seven years. 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. 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Marc Nevin Marc Nevin Marc Nevin Follow Apr 4 '20 When's the Best Time to Post on Dev.to? # meta # python # jupyter # beginners 149 reactions Comments 18 comments 8 min read Testing out Serverless Stack Marc Nevin Marc Nevin Marc Nevin Follow Aug 18 '22 Testing out Serverless Stack # aws # serverless # productivity # cloud 5 reactions Comments Add Comment 8 min read Want to connect with Marc Nevin? Create an account to connect with Marc Nevin. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in A Guide to Giving Better Feedback Marc Nevin Marc Nevin Marc Nevin Follow Oct 21 '20 A Guide to Giving Better Feedback # career # productivity # leadership # management 8 reactions Comments 1 comment 4 min read Wisdom of the Crowds, Using Twitter API v2 Marc Nevin Marc Nevin Marc Nevin Follow Sep 24 '20 Wisdom of the Crowds, Using Twitter API v2 # showdev # python # postman 5 reactions Comments Add Comment 6 min read Facial Analysis with Python and Amazon Rekognition Marc Nevin Marc Nevin Marc Nevin Follow May 19 '20 Facial Analysis with Python and Amazon Rekognition # aws # python # cv # beginners 10 reactions Comments Add Comment 6 min read How Are You Staying Healthy During Lockdown? Marc Nevin Marc Nevin Marc Nevin Follow Apr 22 '20 How Are You Staying Healthy During Lockdown? # watercooler # discuss 3 reactions Comments 6 comments 1 min read What Makes A Great Tutorial? 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https://docs.suprsend.com/changelog?_gl=112fhh1c_gcl_auMTk4MjY1MzcwOC4xNzM3MjcwMDQwLjE2MTg0OTAwOC4xNzQyNDY0NTg3LjE3NDI0NjQ1ODY._gaMTEwNDU5MzYxMC4xNzI5NDkxODI3_ga_PPDYBESP2L*MTc0MjYzMDUxMC4yMDguMS4xNzQyNjMwNjM2LjIuMC4w#content-area	Product Updates - SuprSend, Notification infrastructure for Product teams Skip to main content SuprSend, Notification infrastructure for Product teams home page Search... ⌘ K Community Trust Center Platform Status Postman Collection Changelog Product Updates Contact Us Get Started SuprSend, Notification infrastructure for Product teams home page Search... ⌘ K Ask AI Contact Us Get Started Get Started Search... Navigation Changelog Product Updates Documentation API Reference Management API CLI Reference Developer Resources Changelog Documentation API Reference Management API CLI Reference Developer Resources Changelog Changelog Product Updates OpenAI Open in ChatGPT Logs of all the feature releases, improvements, and bug fixes in SuprSend. OpenAI Open in ChatGPT 18 December 2025 Hosted Preference Page — Modern Design with Multi-Language Support The hosted preference page has been updated with a refreshed UI and locale-aware localization support. Static UI content (CTAs, labels, system text) is translated automatically using built-in i18n support for up to 23 languages. Dynamic content, including notification category names and descriptions, is rendered using the translation files configured by you, based on the user’s locale. 📘 Checkout hosted preference page documentation and see how translations work 3 December 2025 Category Translations for Preference Centers Reach users worldwide with category translations — show your preference centers in your users’ native language. Whether your users speak Spanish, French, German, or any other language, they’ll see category names and descriptions in their preferred locale, making it easier for them to understand and manage their notification preferences. What you get: Multi-language support : Upload translations via Dashboard, API, or CLI — choose the method that works best for your workflow Smart fallbacks : If a translation isn’t available for a specific locale (e.g., es-AR ), we automatically try the base locale ( es ), then fall back to English — your users always see something meaningful Zero maintenance : English translations are automatically generated from your category names and descriptions, so you don’t need to manage them separately 📘 Learn more in the category translations documentation . 1 December 2025 📚 S3 Connector v2.0 — Comprehensive Notification Data Export S3 Connector v2.0 exports end-to-end notification data to your S3 bucket, giving you full visibility into requests, workflows, and message delivery for analytics, debugging, and compliance. It replaces the limited v1.0 connector with complete, structured logging. S3 Connector v1.0 will be deprecated over time. Migrate to v2.0 to access full logs and notification analytics. What’s New We’ve added 3 data points for end-to-end traceability of notifications from API request → workflow execution → final delivery : Messages: Delivery status, engagement metrics, vendor responses, and failures Workflow Executions: Step-by-step workflow logs for debugging conditions, preferences, and errors Requests: API payloads and responses for trigger-level debugging and audit trails Use Cases Internal analytics or customer-facing analytics Debug delivery and workflow issues using detailed logs or show logs on your customer portal Maintain audit trails for compliance and internal reporting Query and analyze notification data you fully own 📘 Check out the S3 Connector v2.0 documentation for more details. 29 November 2025 Channel-Level Control for Preference Categories Choose which channels users are opted into by default when setting up preference categories. You can use this to have preference category defaults as user gets in-app notification by default and other channels will be sent only if user explicitly opts in to them. 📘 Learn more in the preference categories documentation . 31 October 2025 Type-Safe Workflow Triggers Catch payload errors at compile time and get IDE autocomplete for workflow payloads and event properties using generated type definitions. Define your payload structure once using SuprSend JSON schemas , and automatically generate type definitions using SuprSend CLI . What’s Included and Why This Matters Prevents production bugs caused by invalid payloads Keeps backend code and notification schemas in sync Get IDE autocomplete, inline validation, and type hints for payload fields Supported languages: TypeScript, Python, Go, Java, Kotlin, Swift, Dart 📘 Learn more in the type safety & type generation documentation . 30 October 2025 🌍 Translations - One template, all languages, zero hassle Go global with translations — the easiest way to localize your notifications. One template, multiple languages, automatic fallbacks. No more maintaining separate templates for each language. What You Can Do Localize notifications instantly: Smart translation keys → Use {{t "key"}} syntax in templates and let SuprSend handle the rest Automatic fallbacks → Users always get a translation, even if their exact locale isn’t available Dynamic content → Pass variables like {{t "key" name=user.first_name}} for personalized content Pluralization → Automatic handling of singular/plural forms based on count Manage translations like code: Upload, download, edit → Work with translation files locally or in the dashboard Version control → Complete history tracking with one-click rollbacks CLI & API support → Manage translations programmatically or via command line Built for developers: Namespaced keys → {{t "feature:key"}} to avoid conflicts across features JSONNET support → Complex conditional logic for advanced use cases Handlebars integration → Combine with other helpers for dynamic content Version control for translations → Track changes, maintain history, and roll back when needed 📘 Check out the translation documentation to get started. 1 October 2025 Preference Category Management APIs You can now programmatically create, update, and commit preference categories using the Management APIs — no dashboard required. This makes it easy to integrate category management into your existing workflows, scripts, and deployment pipelines. 👉 Also available via the SuprSend CLI . 📘 See the API documentation to get started. 29 September 2025 🚀 SuprSend CLI Beta - Ship Notification changes like code We’re excited to announce the public beta of SuprSend CLI , bringing full notification management to your terminal. Using CLI, you can manage and promote assets across workspaces, integrate with CI/CD, and treat notification changes just like code. What You Can Do Promote assets across workspaces — move workflows, schemas, events, and categories between environments (e.g., staging → production) with suprsend sync or targeted pull/push commands. Automate with CI/CD Deployment – Release notification changes through feature or bugfix branches, just like any other piece of code: version it, test it, and deploy it. Manage notification changes in Git — pull assets locally, version them alongside your application code, and push updates as feature branches or bugfix releases. Treat notification infrastructure just like code — review, branch, merge, and release with the same version control workflows you already use. Built for developers Code reviews for notifications — keep your notification infrastructure in Git, track changes, and roll back when needed. Approval gates for production — ensure no change goes live without review and approval. Work with assets locally — create, edit, and test workflows, schemas, and translation files on your machine. Version control & rollback — maintain change log and safely revert changes when required. This is a beta release — we’re actively gathering feedback and making improvements. So, feel free to report an issue and contribute to the project. 📘 Check out the CLI documentation to get started. 29 September 2025 🤖 SuprSend MCP Server (Beta) — AI-Powered Notification Management Your AI agents, copilots, and LLM tools can now directly interact with SuprSend through natural language, making notification management as simple as having a conversation. What You Can Do with SuprSend MCP Everyday workflows with AI: Trigger workflows on demand “Run the approval-required workflow for user John Doe to test my setup.” Bootstrap test data “Create a sample user named John Doe and a tenant called acme-corp in my workspace.” Manage preferences “Enable email notifications for marketing and disable SMS.” Configure branding “Update the logo and primary color for the enterprise tenant.” Vibe-code with AI: Ask AI to fetch setup guides, code examples, or integration snippets directly from SuprSend docs and apply it in your application code. Expose safe, scoped endpoints (via MCP) that wrap APIs with context, reducing guesswork and hallucinations. Integrate with LLM-based assistants (Claude, Copilot, Cursor, Windsurf, etc.) to simplify notification setup with SuprSend. Compatible AI Tools Works with Claude, Cursor, Windsurf, and any MCP-compatible AI agent. Notes & Caveats (Beta) - APIs, behavior, or scopes may change based on feedback. We restrict destructive operations (e.g. deletes) initially to reduce risk. We welcome your feedback — report issues and share feedback to help us harden MCP for production. Getting Started Start the MCP server and configure it with your AI tool. See our MCP setup guide for detailed instructions. 12 September 2025 Send Notifications Only to Verified Channels in Sandbox Sandbox workspaces come pre-configured with SuprSend vendors for quick testing. However, we noticed some cases of misuse where test messages were being sent to unintended recipients. To prevent accidental spam and keep Sandbox safe, notifications can now only be sent to verified channels . You can set upto 5 verified channels for each channel type. Reach out to us if you need more. You can add and manage your verified channels from developers -> Verified Channels page . 12 September 2025 Test Mode: Test Notifications safely without sending to real users Testing notifications shouldn’t mean worrying about accidentally pinging your customers. In most companies, teams end up redirecting notifications to shared inboxes like [email protected] or [email protected] just to avoid delivery to real users—while still being able to debug the full notification flow. With Test Mode , you can now replicate this real-world testing flow directly in our platform: Test end-to-end notification flow : Add channels belonging to internal testers as test channels. In test mode, notifications to these channels are delivered normally—so you can preview messages on real devices. Set Up Test Channels : You can add channels belonging to your internal testers as test channels. Delivery will not be blocked for test channels in test mode. This helps you see preview of the notification in your real device. Catch-All Routing : Redirect all non-test notifications to a common channel (e.g., a QA inbox), making it easy to trace and debug every message in one place. This ensures you can confidently test notification workflows in an environment that mirrors production—without the risk of real users getting test messages. 30 August 2025 Validate workflow trigger Payload using JSON Schema We’ve introduced API-level JSON Schema validation for workflow trigger payloads. This catches payload mismatches before execution, preventing runtime failures and ensuring consistent, correct notifications. Why it matters When you trigger a workflow, you pass data (payload) that is used to resolve workflow variables and populate dynamic content in templates. Currently, If the payload does not include all the variables expected in the workflow, the execution may fail at different stages. With this change, Validation will happen at API level and there’ll be: Fewer runtime failures : Stop workflows from starting with missing or malformed data. Faster debugging : Get a clear, structured error list at request time—no more hunting through multi-step logs. More reliable messaging : Prevent partial runs, inconsistent behavior, and incorrect or incomplete notifications. How it works You can add JSON schema from Schema page and then link it to the workflow Trigger step or trigger Event from events page . When you trigger a workflow, the payload is validated against a JSON Schema that describes the expected data used to resolve variables and populate dynamic content. If the payload doesn’t match the schema, the Trigger API returns error response with a list of validation errors (e.g., path, expected type, missing fields). If validation passes, the workflow proceeds as usual. Fixes and Improvements: Workflow slug validation at the API layer: If a referenced workflow slug isn’t available, the error is now returned directly in the API response (in addition to request logs) for faster debugging. This validation will only apply to new workflows created after this change. If you want to apply it all your existing workflows, reach out to SuprSend support. 23 August 2025 Tenancy social links update Added support for TikTok in tenant social_links . Twitter renamed to x in descriptions and examples (field name remains compatible as per API changes). Updated social link icons for better visual consistency. 19 August 2025 Message logs revamp Redesigned UI for seamless tracking of notification lifecycles. Quickly view delivery status, opens, clicks, and errors across all channels in a single log view. Entity-level visibility : Drill down into logs by workflow, user, object, or list to understand exactly what happened in context. Advanced filtering : Filter logs by status, workflow, template, channel, category, or time range to debug faster. Consistent date range filter across all log pages, making it easier to trace the journey of a notification from request → workflow → final message delivery and it’s interaction state. Fixes and Improvements react-sdk (v0.3.0) - Introduced a custom infinite-scroll component with robust Shadow DOM compatibility. web-components (v0.3.0) - Enhanced Shadow DOM rendering support to ensure component isolation and consistent styling. 16 August 2025 Analytics 2.0 - faster, real-time, with one click filters to drill down into insights Real-time insights → Trends update as messages go out. Track performance across channels and spot dips in engagement instantly. Workflow-level comparisons → Compare workflows, templates, channels, and categories side by side to spot under performers and validate experiments. Know when your users opt-out → See which channels/categories drive opt-outs so you can adjust before churn sets in. Over-messaging trends → Track avg notifications per user, find patterns by category, and identify fatigue triggers to keep communications helpful—not noisy. Granular filtering → Multi-select filters for workflow, tenant, template, channel, category, time range Centralized error tracking → All API, workflow, and provider delivery errors in one place. Filter by tenant/workflow/template/channel, open the exact log, and debug in seconds. 23 July 2025 Sendgrid IP Pool support Enabled creation and management of SendGrid IP Pools, allowing granular control over email delivery, IP reputation, and segmentation of email traffic base on notification category. Fixes and Improvements Added support to send slack messages using broadcast. 11 July 2025 Workflow Management APIs Released comprehensive Management APIs to programmatically create, update, and commit workflows. Supports dynamic workflow orchestration — from your platform or third-party systems — to automate creation and modification of workflows from your codebase. You can checkout the documentation here . 4 July 2025 Proxy support in Java SDK Java SDK can now route outbound requests through HTTP/S proxies, enabling deployments behind corporate firewalls and network controls. 16 June 2025 iOS Native SDK Revamp with JWT based authentication & Preferences support The new iOS SDK now has our latest JWT authentication. You can use it to: JWT-based auth for secure event ingestion, profile updates and push token management. Support to add In-app Preferences Center in mobile apps with UI and example code available for quick setup. Fixes and Improvements Flutter sdk released (v2.5.0) - Fixed an Android push client issue and added silent push support for background updates. 22 May 2025 Role based auth in AWS SNS In line with our ongoing efforts to enhance platform security, we’ve also enabled IAM Role- based auth in AWS SNS vendor. Previously, authentication required creating an IAM User and sharing long-term access keys. With IAM Role-based auth , you can grant temporary, scoped access without exposing sensitive credentials. 13 May 2025 New SMS Vendor: Bird We’ve added support for sending SMS using the new Bird APIs. The setup is straightforward with a simple vendor form to fill to get started, and full integration details are available here. 30 Apr 2025 SuprSend tracked Properties Now Available in Recipients Payload Recipient payloads now include key internal properties—like user type and their unique identifier—making them readily accessible for use in templates and workflows. → For users: {“$type”: “user”, “distinct_id”: “xxxx”} → For objects: {“$type”: “object”, “object_type”: “xxx”, “id”: “xxx”}" Use these properties to pre-fill form values, add conditional branching based on user type, or Create dynamic links using unique user IDs 23 Apr 2025 Workflow Conditions - Array Comparison Operators Now, find an element in array or find intersections between two arrays in workflow conditions. Example Use cases: Send a notification to users whose role is one of ["admin","manager"] Notify tournament followers who have subscribed to any of the playing teams or players. 15 Apr 2025 Introducing Preference Tags Filter notification categories shown to users based on tags like role, team, or department—so Finance sees billing alerts, and Engineers see only error and anomaly categories. You can assign multiple tags to each preference category or section, and define complex logical expressions (e.g. role == “manager” && department in [“sales”, “marketing”]) to dynamically show relevant preference categories per user. Great for building clean, personalized preference centers without bloating the UI. 7 Apr 2025 Documentation Revamp–Cleaner, Smarter, More Interactive We’ve overhauled our documentation experience to make it more consistent, intelligent, and user-friendly: Brand-Aligned UI : The docs now match the look and feel of the SuprSend platform. AI-Powered Search : Get smarter, faster answers with AI-supported search. You can also open documentation directly in ChatGPT or Claude for conversational, AI-driven assistance. Improved Readability : Upgraded UI components provide a cleaner layout and better readability, helping you navigate and understand complex topics more easily. Interactive API Reference : Try out API requests directly from the docs and view live responses in real-time—no need to switch tools. This revamp is part of our ongoing effort to make implementation faster, smoother, and more intuitive for developers. 27 Mar 2025 Cross Lookup User Subscriptions Easily view all of a user’s subscriptions—whether to lists or objects —in one place. The Subscriptions tab on the user details page now provides a centralized view for easier access to user subscriptions. Fixes in workflows UI Resolved an issue where newly published workflow versions wouldn’t appear without a page refresh (introduced after version history was added). Fixed a bug in the test trigger modal where object suggestions incorrectly appeared when switching from API to event trigger. Removed the success metric from delivery nodes where it’s not relevant (except for Smart Delivery Nodes). 20 Mar 2025 Workflow Trigger Overrides Event-Based triggers now support overriding the actor, recipient, tenant, and object—directly within the workflow. This removes the need to resolve recipients in your code, allowing you to pass internal events as-is and dynamically resolve users and related context per workflow. Perfect for use cases like sending a daily digest to tenant admins or notifying internal account managers at a parent company—all from the same event trigger. 15 Mar 2025 Clone content across template versions and languages Editing multi-lingual templates or doing A/B with different template content? Now, rollback to a version or copy designs between different languages by cloning within template. Fixes and Improvements iOS Integration - Fixed the bitcode issue in xcode16 6 Mar 2025 Role based auth in AWS SES and S3 connector In line with our ongoing efforts to enhance platform security, we’ve now enabled IAM Role- based auth in AWS connectors. Previously, authentication required creating an IAM User and sharing long-term access keys. With IAM Role-based auth , you can grant temporary, scoped access without exposing sensitive credentials. Fixes and Improvements Added API name filter in request logs. This will help you drill down logs based on event and workflow name. 27 Feb 2025 In-App Inbox: French translation support The Inbox UI now supports automatic French translation! Just pass language="fr" when initializing the Inbox, and all static content will render in French—no extra setup needed. Available in @suprsend/web-inbox  ≥ v0.6.0. More languages coming soon Fixes and Improvements Released suprsend-py-sdk==0.13.0 with latest user and object management APIs. Fixed Email issue where tenant button was not showing cursor clickable on hover. 20 Feb 2025 In-App: Fetch cross tenant feed We’ve recently been hearing multi-tenant use cases where a user belong to multiple tenants and would want to see Inbox feed for all tenants in a single product. e.g., an account manager is handling multiple client accounts and need to see updates or daily reports linked to all their accounts in a single feed. You can now achieve this by passing tenantId = * while initializing the Inbox. SuprSendInbox Copy Ask AI interface ISuprSendInbox { workspaceKey : string distinctId : string \| null subscriberId : string \| null tenantId ?: "*" ... } 15 Feb 2025 Workflow - Step-by-Step Analytics You can now track consolidated view of users’ workflow journey at each workflow step directly in the workflow graph. Track user entry, exit, drop-offs, branch followed, and node failures. You can also see workflow edit history and compare analytics across different workflow versions and time range. Next up: Deeper analysis into each workflow step - notification engagement (deliver, seen, click), failures, and AI-powered insights. Improvements: Added data centre field in account settings to check where your data centre region. 12 Feb 2025 Batch - Flush First Item Immediately We’ve introduced a new setting in batch processing: Flush First Item in Batch . Previously, batches were only sent once the batch window closed. Now, this setting allows the first trigger to flow past the batch immediately while subsequent triggers are batched within the specified time window. This helps you to build leading debounce logic in workflows, where users are notified immediately about critical updates like anomaly alerts, while other alerts are batched and sent at regular intervals until the issue is resolved. You can find this option in batch -> advanced configuration . 07 Feb 2025 Workflow - Relative Delay and Batch window Added the ability to set relative delays and batch windows in workflows. Previously, delays were fixed or dynamic, with the time difference always being based on the current time. With this update, you can now define delays relative to a future timestamp, often provided by your trigger payload. For instance, send a reminder 30 minutes after a task’s due time or send feedback 5 minutes after an event or webinar. Fixes and Improvements: In Inbox drop-in popover component, we fixed scroll bar causing empty padding UI issue in macOS when Show Scroll bars: Always is enabled. In Inbox drop-in popover component, action menu popup of last notification item was getting cropped. We have fixed this issue. In Inbox drop-in popover component, in mobile view actions menu icon (3 dots icon) only appears on touching notification. After the bug fix, the actions menu icon will appear on all notifications in mobile view by default, removing extra touch interaction. 31 Jan 2025 Nested Objects - Choose the fan out depth Previously, when triggering workflows in nested object hierarchies (where one object subscribes to another), notifications would automatically fan out up to two levels—sending notification to object, its direct subscribers, and child object subscribers. Now, you have full control over how deep the fan-out should go. You can now set the depth in the recipient payload, defining how far the workflow should propagate to fetch subscriptions. 🔹 Depth 0 → Notify only the object’s channels (e.g., Slack team, shared inbox). 🔹 Depth 1 → Notify the object’s channels + direct subscribers. 🔹 Depth N → Expand deeper into hierarchical subscriptions as needed. Copy Ask AI "recipients" : [ { "object_type" : "teams" , "id" : "finance" , //optional parameter to define subscription fan-out depth in workflows "$object_subscriptions_query" : { "depth" : 0 } } ] You can use this to build Escalation Workflows or Tiered Customer Support Notifications , send notification to a shared slack channel or customer support queue first and then escalate to individual users in case of no response in a given time duration. Fixes and Improvements: [SDK] Object methods and User APIs to fetch user and their subscription exposed in Java SDK Added support to trigger multi-lingual templates in broadcast 29 Jan 2025 New handlebars helpers - jsonParse and jsonPath We’ve added handlebars helpers to seamlessly handle JSON strings in the template editor: jsonParse - Converts a JSON string into an object, making it easier to apply conditions or use JSON strings in merge tags. jsonPath - Fetch data corresponding to a path within a JSON object. Works well with jsonParse to directly access nested data in JSON string without block helpers. Fixes and Improvements: Opened up merge tag input to support handlebars helper in email merge tags . Added support for handlebars helper in display condition . 27 Jan 2025 List entry/exit events in trigger You can now trigger a workflow when a user enters or leaves a list. Use this in the Wait Until node to stop reminders or dynamically route users in a workflow on list updates. Earlier, you could achieve the same by enabling event tracking on list updates. Now, you can simply add this logic in workflow without making any changes in list. This will help you build workflows on user lists like, send series of activation notifications to users who didn’t interact with the product in last 30 days and stop sending when they become active again. Fixes and Improvements: [SDK] We have exposed object management methods in Node SDK 20 Jan 2025 Inbox 2.0 - better authentication, In-App feed component and seen interaction Happy to announce a major update in our Inbox SDK. Now, you can directly export and embed In-App feed component and seamlessly create Full screen or Side sheet Inbox experience. What’s New? ✅ Enhanced Security : We’ve replaced HMAC authentication with stateless JWT authentication for better security. ✅ Drop-in components : You can now quickly build an inbox, including full screen and side sheet feeds, by directly importing UI inbox components that are available in our SDK. ✅ Bring your own toast : If you plan to use toast notifications, you have full flexibility to choose any toast library you prefer, allowing you to fully customize the notification experience. These updates offer greater flexibility, security, and customization—giving you full control over your in-app notification experience. If you are on the older SDK version, we recommend you to move on the new version as all future developments will be done on the new SDK. 15 Jan 2025 Interaction Observer: Seen Tracking in Inbox We’re excited to introduce Interaction Observer support in the Inbox, enabling smarter tracking of notification seen state. Now, notifications will be automatically marked as “seen” when they come in user’s scroll view. 10 Jan 2025 Enhanced Broadcast Observability We’ve done a major revamp to our Broadcast logging and monitoring, designed to give you greater control and transparency over your broadcast executions. Here’s what’s new: Real-time Execution Tracking : Monitor broadcast operations as they happen, ensuring you stay informed every step of the way. Step-by-Step Debugging : View detailed execution logs for each step of your broadcast, helping you pinpoint errors and resolve issues faster. Advanced Filters : Quickly locate specific broadcasts with filters for tenant, list ID, broadcast slug, idempotency-key, and status. Easily identify and analyze failure logs. Detailed Broadcast Summaries : Access a comprehensive summary of each broadcast run directly from the listing page, similar to workflow execution logs. 5 Jan 2025 Athena database connector We’ve added Athena to our list of database connectors, enabling you to sync and create dynamic user lists directly from your S3 database. Since Athena can be set up on top of S3, it’s an excellent way to consolidate data from multiple sources and run queries on the unified dataset without the need for complex ETL pipelines. 27 Nov 2024 New workflow node: Invoke Workflow With this update, you can invoke a workflow from within another workflow. This is useful when the recipient list or data context changes between steps in a workflow. A common use case is escalation workflows —e.g., if a team member doesn’t take action within a set time frame, the workflow escalates the issue and notifies their manager. This simplifies complex workflows and supports smooth transitions between related processes, enabling more efficient automation management. 25 Nov 2024 New workflow node: Update User Profile You can now update recipient or actor profiles directly within a workflow. This feature simplifies user profile management by enabling real-time updates as part of the workflow process. If your have event-based system, where user profile changes are coming as events from your product or a third-party system, you don’t need to convert it into user update APIs in your codebase. Simply send events to SuprSend, and let workflows handle user profile updates seamlessly. Key use cases Event-based user profile updates : Simply send events to SuprSend when user updates their profile in your product or when you are setting custom profile attributes as a side-effect of related action, e.g., in a job board, change user’s application status when employer shortlists the profile. Update user profile based on a workflow step : Common use cases include fetching data during the workflow to update the user profile or updating the profile when a user successfully completes a step. For instance, while the onboarding process, update %completion in user profile when they complete a step. 20 Nov 2024 Update Object subscriptions within workflow You can now dynamically update object subscriptions directly within a workflow. This enhancement eliminates the need for separate API calls for object update, allowing you to manage everything seamlessly within workflows. If you have event-based systems where all asset updates are coming in form of event from your product or third-party systems, you don’t have to consume those events internally and write custom APIs to update individual assets (user, list, object) in SuprSend. Simply send events and let the workflow handle object subscriptions and user profile updates, making SuprSend truly a single API integration. Example use case When someone subscribes to a topic (like a tournament), add them as a subscriber to the corresponding tournament object. Later, just trigger tournament related events to SuprSend and the object will automatically fan out and send notification to all users subscribed to the topic. 17 Nov 2024 New workflow node: Add / Remove user in list You can now dynamically update list users as part of workflow execution. This is a step toward creating user segments based on events or workflow progression, removing the need to call the List Update API separately. Key use cases Event-based segmentation : When an event occurs, trigger notification to the user and simultaneously add them to a list for future updates. e.g., when a user registers for an upcoming event or webinar, you can send them confirmation email and add them to a list to later send further updates related to the event. Workflow Step-based segmentation : Another use case is dynamically adding or removing a user from the list when they complete a workflow step. e.g., in a knowledge series designed to onboard new users, remove a user from the POC list once they complete onboarding steps. 15 Nov 2024 Deletion APIs On customer request, added APIs to dynamically delete entities in SuprSend. Following deletion APIs are added: Delete user profile Delete list Delete tenant/brand Delete Object and Remove object subscription These actions are also available on the dashboard for manual management. Delete function just deletes the asset and their related data, including preferences. It doesn’t have any effect on the historical workflows or broadcasts already executed. While calling the delete function, ensure no active workflows are running for the asset, else the execution will fail. 14 Nov 2024 User Merge API: Merge duplicate users into one Happy to announce user merge API to merge duplicate user identities into a single distinct_id . This is helpful to consolidate user profiles, especially when users interact across different products or transition from anonymous to identified states. Key Use Cases Cross-Product Identity Consolidation : When users interact across multiple products (e.g., different apps or services within your platform), they may have different identifiers for each product which needs to be merged later. Anonymous to Identified Transition : Platforms often track user actions anonymously before sign-up or login. During this period, user actions are typically tracked under an anonymous ID. Upon sign-up, merge the anonymous profile into the newly created identifier to preserve historical data and Associate it with the identified user profile. 11 Nov 2024 User Management APIs Being developer first, we have made significant updates and enhancements to the User APIs for easier user management in SuprSend. Also, subscriber is renamed to users in all APIs to avoid confusion with object subscription. Here’s a list of all the changes: Introduced new APIs to fetch user profile , list users and delete user . User update API endpoint has been changed from /event to /user/{{distinct_id}} . There are 2 separate APIs to create(upsert) and edit user profile. Any addition or changes in existing user properties can be done using user upsert API . For deletion of property or channel, user edit API can be used. This is done to keep user upsert API structure flat and simple, consistent to how you identify user in workflow trigger. Subscriber is renamed to user in all APIs, including user preference APIs. 7 Nov 2024 Objects: Design scalable group notifications We’re excited to introduce a powerful new capability in SuprSend: Objects . Objects allow you to manage complex user relationship and notify user groups without identifying individual recipients in your trigger. Ideal for building scalable pub/sub and subscription alerting without having to maintain event to subscriber mapping in your database. You can directly map object-user subscription mapping in SuprSend and SuprSend can efficiently fan-out notifications to thousands of users simultaneously. What You Can Do with Objects: Send notifications to non-user entities like group emails, Slack channels, or shared inboxes (e.g. a Notion feed). Ideal for SaaS applications sending account-level alerts (e.g. anomaly notifications) to shared channels. Objects can have it’s own channels and preferences to handle this use case. Group users by topic or subscription and send them alerts without having to call individual recipients in the trigger . A good example could be SaaS applications managing notifications for end-users, where recipient relationships are coming from a different system, and notification triggers or notification calls are coming from a different system which doesn’t have information of the users subscribed to that trigger. Maintain hierarchical user relationship with nested object subscription . e.g., sending announcements to all the entire team of customer while sending invoice related alerts to finance team. You can handle this by creating object for finance team and then adding it as subscriber to customer object. Objects can be easily tested from platform with all object related actions available on SuprSend console. You can programmatically manage objects from your codebase using rest API calls . Support for SDKs coming soon… If there’s any use case in object that you think is missing and needs to be solved, please reach out to our support . 3 Nov 2024 Datetime comparators in workflow conditions You can now compare datetime fields in workflow conditions . This lets you compare two timestamps where values can be: Variable : computed from workflow input data Static : a fixed timestamp (e.g. 2024-01-01T00:00:00Z ) Relative to current timestamp : e.g. “ now ” or “ now+30d ” (current timestamp +/- interval). Current timestamp is calculated at node runtime and is timezone aware. 30 Oct 2024 Send node execution log - UI revamp The UI for multi-channel and smart routing nodes has been revamped to clearly display how the final list of channels is determined. Now, you get clear visibility into how requested channels in the trigger, override channels, and user and tenant preferences are factored together to compute the final channel list. 29 Oct 2024 Audit Logs To enhance security and transparency, we’ve introduced Audit Trail to help you monitor and track actions happening on your SuprSend console. You can use this to keep track of unwanted or malicious actions in your account. This initial release logs critical account actions along with location and actor details (team member performing the action). You can also filter by team member (actor), specific action or timestamp. Audit logs are available for enterprise users and have customizable retention period. You can find it in account settings. 22 Oct 2024 Support for customizing header component in Inbox Added support for customizing the header component in inbox SDKs. @suprsend/react-inbox You can now add a custom component to the right side of the header in the inbox popup. This replaces the “Mark all as read” text with any JSX you provide. You can even include custom icons, such as settings or preferences, in your JSX and use them to navigate users to specific pages. For an example, refer here . @suprsend/web-inbox In web-inbox , you can add an extra icon beside the “Mark all as read” button at the top of the inbox popup using headerIconUrl . You can also execute custom logic when this icon is clicked using headerIconClickHandler . This feature is useful for cases like displaying settings or preferences icons, which, when clicked, take users to the respective settings or preferences pages. For more information, refer to the documentation. 16 Oct 2024 Sample Workflow Library With the growing number of workflow nodes, we understand that designing the optimal workflow logic can be tricky. That’s why we’ve built out a library of the most-requested, complex workflow samples to make things easier. Now, when you create a new workflow, you can pick from these pre-built samples right within the platform. We’ll continue adding more samples over time—if you have specific use cases, feel free to share them with us at [email protected] , and we’ll add them in the library! 21 Sep 2024 Deprecated Legacy androidpush methods As part of our ongoing efforts to maintain a robust and up-to-date platform, we’ve made the following deprecations: 1. Legacy FCM API Support Due to Google’s shutdown of the legacy Firebase Cloud Messaging (FCM) API, we have removed support for this feature. We strongly recommend migrating to the V1 version of the API that we currently support. For more information, please refer to: Firebase Cloud Messaging Migration Guide 2. Xiaomi Push Service Following Xiaomi’s discontinuation of their push service outside mainland China, we have removed support for this feature. For more information, please visit: Xiaomi Developer Documentation We appreciate your understanding and cooperation as we continue to improve our services. If you have any questions or concerns about these changes, please don’t hesitate to contact our support team. 17 Sep 2024 Subscriber Page Revamp We have revamped subscriber listing page to include relevant information upfront and also, added advanced filtering options on email, phone, active channels, channel count for an entity, and more. All filters are powered by auto-complete search and selectable options, providing you easy access to available filtering options. 14 Sep 2024 Typeahead autocomplete suggestions for subscribers We’re excited to announce a major update to the platform experience with autocomplete in all subscriber search fields. Whether you’re in logs, on the subscriber page, or within testing flows, you can now receive suggestions for existing users without needing to type the full keyword. Autocomplete suggestions are available for distinct_id , email , and phone fields in subscriber profiles. 11 Sep 2024 Inbox - React SDK v3.4.0 This update introduces improvements to action button functionality, enhancing the flexibility and customization options for developers. New Features: Custom Click Handlers: Action buttons now support custom click handlers, allowing developers to execute custom logic when a button is clicked. This update significantly expands the capabilities of action buttons in the Inbox React SDK, providing developers with more tools to create rich, interactive inbox experiences. 8 Sep 2024 Slack Text editor We are happy to announce the support of text editor in slack. So, now you won’t have to write complicated JSONNET template for simple text messages. The text editor supports emoji and use handlebars as the templating language. 6 Sep 2024 Web SDK v2.0 We are excited to announce a major update to our @suprsend/web-sdk . This new version brings significant improvements in security, performance, and developer experience. Major Changes Enhanced Authentication System Replaced workspace key-secret method with public API Key and Signed User JWT token Improved security and access control Synchronous Method Calls All methods now return API call status synchronously Enables better error handling and flow control in applications Improved Code Consistency and Developer Experience Renamed library methods and parameters from snake_case to camelCase Added proper IDE suggestions and method descriptions for easier development Breaking Changes Due to the significant improvements, this version introduces breaking changes. Users upgrading from v1.x should review the migration guide carefully. Documentation For a comprehensive list of changes and migration instructions, please refer to our detailed migration guide For users who need to reference the previous version, v1 documentation is still accessible here Feedback We value your feedback and encourage you to try out the new version. If you encounter any issues or have suggestions for improvement, please don’t hesitate to reach out to our support team. Thank you for your continued support and trust in SuprSend! 4 Sep 2024 View and fetch list users We’ve added a List Users tab to the lists page, giving you direct access to view all users in a list. Being API first, the same functionality is also exposed to API. Refer this GET list users API , or checkout: postman collection . API Details: The API returns 20 users per response. You can retrieve additional users by using cursor-based pagination (before and after cursors). 3 Sep 2024 Better delivery tracking in iOS We are excited to announce significant improvements in our latest update, focusing on enhancing delivery tracking for iOS Push notifications. Regardless of the application’s state, you will now experience more reliable and precise delivery tracking. We have rolled out updates for all our major SDKs. To take full advantage of these improvements, please ensure that you update your dependencies promptly. iOS SDK - v1.0.3 React Native SDK - v2.4.0 Flutter SDK - v2.2.0 2 Sep 2024 Web SDK v1.5.1 We have resolved an issue where the SDK would unexpectedly generate an error message whenever the event payload contained specific emojis. This fix ensures that event processing is now stable and reliable, even when such emojis are present. More details here 30 Aug 2024 Improvement in Workflow Listing page Developer testing workflows are now excluded from the Workflow List Page and search results, ensuring a cleaner and more organized workflow listing. These workflows will still be accessible through logs. Enhanced observability of Tenant APIs by displaying request logs on the logs page. This improvement provides better visibility and monitoring of API interactions. 27 Aug 2024 Wait Until - Add Condition on Event Property We’re excited to announce a powerful update to our Wait Until feature! You can now add multiple events and apply conditions on event properties within the Wait Until branch, allowing for more precise event filtering and targeting of the exact event required in your workflow. This is especially useful for scenarios where the same event triggers multiple workflows, and you want to exit or cancel a notification based on user actions. For instance, in a booking reminder workflow, if a user has multiple bookings, you can now match the booking ID of a cancellation event with the original event to ensure correct reminder gets canceled. Key Changes: Add conditions on event properties using a simple key-operator-value expression (e.g. booking_id = 123 ). Add condition on multiple event properties using AND , OR . Apply conditions across multiple events (e.g. avoid sending a notification if a user completes an action or achieves a specific milestone). Refer documentation for details on how to implement wait until node in your workflow. 26 Aug 2024 Enhanced branching capabilities We are excited to announce significant improvements to our branching capabilities . With the addition of more data types, you can now set precise conditions on various inputs within your branches, such as actor, recipient, and tenant properties. This enhancement allows you to tailor your workflows more effectively, ensuring that each journey is as personalized and efficient as possible. If you haven’t yet explored our branching feature, now is a great time to do so. It offers a robust way to construct multi-step journeys within a single workflow. Here are some example use cases where you could use branch: A/B test notification content by splitting cohorts based on user properties like region. Customize digest schedules (immediate, daily, weekly) using key in your trigger data or recipient’s preference. For support ticket requests, adjust who gets alerts, when to send them (immediately or batched), and which channels to use based on the issue’s priority. Define different next steps in an onboarding checklist depending on a user’s completion percentage. Here, you can also fetch completion% just before sending the next reminder. 23 Aug 2024 New SMS Integration: Pinnacle On customer demand, we are live with latest vendor Integration with Pinnacle for SMS. Check out vendor integration documentation for setup details. 20 Aug 2024 List Details Page Key Improvements: New List Details Page: Access all essential information (logs, broadcast runs, list users) and actions for a list (run broadcast, update user) in a single view, making list management much simpler. “Sync Now” button on query page: This will enable you to manually sync list users when required. Coming Soon: List Users Tab and API: We’ll soon be adding a tab to see all list users. The same functionality will also be exposed to hub APIs to	2026-01-13T08:49:44
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Right menu Your Terminal Just Got a Brain: A Deep Dive into the Google Gemini CLI Tech Croc Tech Croc Tech Croc Follow Dec 12 '25 Your Terminal Just Got a Brain: A Deep Dive into the Google Gemini CLI # googlecloud # gemini # cli # productivity 5 reactions Comments Add Comment 3 min read Launching Gemini CLI extensions for Google Data Cloud Sandeep Karmarkar Sandeep Karmarkar Sandeep Karmarkar Follow for Google AI Dec 10 '25 Launching Gemini CLI extensions for Google Data Cloud # database # gemini # cli # cloud 48 reactions Comments Add Comment 6 min read Gemini CLI vs. Codex CLI: The Battle for Your Terminal Tech Croc Tech Croc Tech Croc Follow Dec 11 '25 Gemini CLI vs. Codex CLI: The Battle for Your Terminal # gemini # cli # githubcopilot # openai 5 reactions Comments Add Comment 5 min read 🚀 Experience Liftoff: Google Antigravity—The Agent-First IDE Redefining Development Saurav Kumar Saurav Kumar Saurav Kumar Follow Nov 20 '25 🚀 Experience Liftoff: Google Antigravity—The Agent-First IDE Redefining Development # antigravity # ai # gemini # googlecloud 2 reactions Comments Add Comment 4 min read Claude Code vs. Gemini CLI: Which AI Coding Agent Rules the Terminal? Tech Croc Tech Croc Tech Croc Follow Dec 11 '25 Claude Code vs. Gemini CLI: Which AI Coding Agent Rules the Terminal? # cli # gemini # webdev # programming 6 reactions Comments Add Comment 4 min read DoodleMates: Building a Multimodal Creature Generator Education Track: Build Apps with Google AI Studio Mohit Upadhyay Mohit Upadhyay Mohit Upadhyay Follow Dec 3 '25 DoodleMates: Building a Multimodal Creature Generator # deved # learngoogleaistudio # ai # gemini 24 reactions Comments 4 comments 2 min read Color Palette Persona Education Track: Build Apps with Google AI Studio Bao DK Bao DK Bao DK Follow Dec 10 '25 Color Palette Persona # deved # learngoogleaistudio # ai # gemini 3 reactions Comments Add Comment 2 min read Exploring Google Gemini: New Frontiers for AI Integration in C# Applications Matěj Štágl Matěj Štágl Matěj Štágl Follow Nov 7 '25 Exploring Google Gemini: New Frontiers for AI Integration in C# Applications # gemini # dotnet # ai # csharp Comments Add Comment 5 min read Kinzoku Blueprint Forge: AI-Powered Prototyping for Engineers Education Track: Build Apps with Google AI Studio Anas Abubakar Anas Abubakar Anas Abubakar Follow Dec 9 '25 Kinzoku Blueprint Forge: AI-Powered Prototyping for Engineers # deved # learngoogleaistudio # ai # gemini 3 reactions Comments Add Comment 2 min read Claude vs ChatGPT vs Gemini: Why Anthropic’s AI Outcodes the Rest? Grenish rai Grenish rai Grenish rai Follow Nov 9 '25 Claude vs ChatGPT vs Gemini: Why Anthropic’s AI Outcodes the Rest? # ai # openai # gemini # anthropic 5 reactions Comments 1 comment 2 min read Building a Modern C64 Assembly AI Toolchain using Google Gemini 3 Dexmac Dexmac Dexmac Follow Dec 6 '25 Building a Modern C64 Assembly AI Toolchain using Google Gemini 3 # artificialintelligen # gemini # commodore64 # softwareengineering 4 reactions Comments 1 comment 8 min read GPT 5.2 vs Gemini 3 Technical Breakdown Ali Farhat Ali Farhat Ali Farhat Follow Dec 11 '25 GPT 5.2 vs Gemini 3 Technical Breakdown # gpt52 # gemini # ai # webdev 34 reactions Comments 3 comments 5 min read Building StudySync AI: How I Created a Conversational Study Partner with Mastra and Telex Paul Yusuf Paul Yusuf Paul Yusuf Follow Nov 4 '25 Building StudySync AI: How I Created a Conversational Study Partner with Mastra and Telex # showdev # gemini # learning # ai Comments Add Comment 4 min read Build Self-Updating Docs for Developers Using Vezlo Dylan Ashford Dylan Ashford Dylan Ashford Follow Nov 6 '25 Build Self-Updating Docs for Developers Using Vezlo # developers # documentation # gemini # vezlo Comments Add Comment 3 min read Engineering Manual for Fine-Tuning Gemini 2.5 Pro on Vertex AI: Architecture, Implementation, and Operationalization at Scale Lucas Ribeiro Lucas Ribeiro Lucas Ribeiro Follow Dec 8 '25 Engineering Manual for Fine-Tuning Gemini 2.5 Pro on Vertex AI: Architecture, Implementation, and Operationalization at Scale # gemini # llm # architecture # machinelearning 1 reaction Comments Add Comment 12 min read Building "Riddler": An A2A Compliant AI Agent for Telex Ꝋ𐌅𐌄ᏵⱿ Ꝋ𐌅𐌄ᏵⱿ Ꝋ𐌅𐌄ᏵⱿ Follow Nov 3 '25 Building "Riddler": An A2A Compliant AI Agent for Telex # agents # gemini # python # ai Comments Add Comment 2 min read CANDI - Cloud Defense Intelligence Platform Leonhard Satria Suharjo Leonhard Satria Suharjo Leonhard Satria Suharjo Follow Dec 8 '25 CANDI - Cloud Defense Intelligence Platform # googleaichallenge # gemini # ai # hackathon 3 reactions Comments Add Comment 2 min read Launching gemini-imagen: A CLI for Google Gemini Image Generation Aviad Rozenhek Aviad Rozenhek Aviad Rozenhek Follow Nov 3 '25 Launching gemini-imagen: A CLI for Google Gemini Image Generation # ai # gemini # cli # python Comments Add Comment 6 min read # Smart Multimodal Invoice & Expense Analyzer tunes-krishma tunes-krishma tunes-krishma Follow Dec 7 '25 # Smart Multimodal Invoice & Expense Analyzer # devchallenge # googleaichallenge # ai # gemini 3 reactions Comments Add Comment 1 min read How I’m learning smarter with AI — not just faster AYMANE BENHIMA AYMANE BENHIMA AYMANE BENHIMA Follow Nov 3 '25 How I’m learning smarter with AI — not just faster # chatgpt # gemini # learning # programming Comments Add Comment 1 min read Building a Visa Guide AI with Django, Gemini API, and Telex A2A Hafsah Inuwa Hafsah Inuwa Hafsah Inuwa Follow Nov 3 '25 Building a Visa Guide AI with Django, Gemini API, and Telex A2A # gemini # ai # django # tutorial Comments Add Comment 1 min read My 5-Day Journey into AI Agents 🚀 Md Mahadi Hasan Md Mahadi Hasan Md Mahadi Hasan Follow Dec 7 '25 My 5-Day Journey into AI Agents 🚀 # googleaichallenge # ai # kaggle # gemini 3 reactions Comments Add Comment 3 min read Monitor Gemini CLI using OpenTelemetry for realtime usage statistics Adam Gardner Adam Gardner Adam Gardner Follow Nov 3 '25 Monitor Gemini CLI using OpenTelemetry for realtime usage statistics # gemini # cli # opentelemetry # monitoring Comments Add Comment 1 min read Building an AI Code Helper Agent with Mastra and Telex Aba Nicaisse Aba Nicaisse Aba Nicaisse Follow Nov 4 '25 Building an AI Code Helper Agent with Mastra and Telex # mastra # gemini # typescript # ai Comments Add Comment 9 min read Building Donny — My Telex Health Assistant with FastAPI and Gemini wilson icheku wilson icheku wilson icheku Follow Nov 4 '25 Building Donny — My Telex Health Assistant with FastAPI and Gemini # showdev # agents # gemini # ai 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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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 Community Follow Hide Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Music Monday - Winter Music ❄️ Mikey Dorje Mikey Dorje Mikey Dorje Follow for Music Forem Team Jan 12 Music Monday - Winter Music ❄️ # musicmonday # community # playlist # newmusic 12 reactions Comments 3 comments 1 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 How to Become a Google Developer Expert (GDE): The Complete Guide Muhammad Ahsan Ayaz Muhammad Ahsan Ayaz Muhammad Ahsan Ayaz Follow Jan 13 How to Become a Google Developer Expert (GDE): The Complete Guide # community # webdev # ai # leadership Comments Add Comment 17 min read The Clubhouse Protocol: A Thought Experiment in Distributed Governance Morten Olsen Morten Olsen Morten Olsen Follow Jan 12 The Clubhouse Protocol: A Thought Experiment in Distributed Governance # discuss # architecture # community # opensource Comments Add Comment 7 min read LINE Taiwan Developer Relations 2020 Review and 2021 Developer Community Plan Report (Part 2: Internal Evangelism) Evan Lin Evan Lin Evan Lin Follow Jan 11 LINE Taiwan Developer Relations 2020 Review and 2021 Developer Community Plan Report (Part 2: Internal Evangelism) # community # developer # devjournal Comments Add Comment 4 min read LINE Taiwan Developer Relations: 2020 Review and 2021 Community Plans Evan Lin Evan Lin Evan Lin Follow Jan 11 LINE Taiwan Developer Relations: 2020 Review and 2021 Community Plans # community # developer # devjournal Comments Add Comment 8 min read Sharing My Article's Impact on Developers - Thank you! 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Caterpillar # watercooler # community # devjournal Comments Add Comment 2 min read [TW_DevRel] Company Visit to NTU Software Engineering Course on October 28, 2022 Evan Lin Evan Lin Evan Lin Follow Jan 11 [TW_DevRel] Company Visit to NTU Software Engineering Course on October 28, 2022 # learning # softwareengineering # community # career Comments Add Comment 5 min read Refactoring How I Learn Richard Pascoe Richard Pascoe Richard Pascoe Follow Jan 11 Refactoring How I Learn # community # learning # programming # webdev Comments Add Comment 2 min read [TW_DevRel] Campus Resources for LINE Taiwan Developer Relations and Technical Promotion Evan Lin Evan Lin Evan Lin Follow Jan 11 [TW_DevRel] Campus Resources for LINE Taiwan Developer Relations and Technical Promotion # learning # community # resources # career Comments Add Comment 8 min read AI Co-Authorship: The Tool That's Changing Romance Novels in 2026 Anas Kayssi Anas Kayssi Anas Kayssi Follow Jan 11 AI Co-Authorship: The Tool That's Changing Romance Novels in 2026 # ai # creativecoding # writingtools # community Comments Add Comment 4 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 AceHack 5.0 Theme Reveal: Inspired by Minecraft, Built for Builders AceHack AceHack AceHack Follow Jan 9 AceHack 5.0 Theme Reveal: Inspired by Minecraft, Built for Builders # community # devchallenge # motivation Comments Add Comment 2 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 Communication is a Superpower Shamim Ali Shamim Ali Shamim Ali Follow Jan 8 Communication is a Superpower # career # community # workplace Comments Add Comment 12 min read 👋 Hello DEV Community! Excited to Start Sharing & Learning Alindev Alindev Alindev Follow Jan 9 👋 Hello DEV Community! Excited to Start Sharing & Learning # community # learning # webdev Comments Add Comment 1 min read My 2025 year in review whykay 👩🏻‍💻🐈🏳️‍🌈 (she/her) whykay 👩🏻‍💻🐈🏳️‍🌈 (she/her) whykay 👩🏻‍💻🐈🏳️‍🌈 (she/her) Follow Jan 5 My 2025 year in review # personal # community # reflection 4 reactions Comments Add Comment 3 min read Call for Speakers: AgentCamp – Gurugram 2026 Ganesh Sharma Ganesh Sharma Ganesh Sharma Follow Jan 8 Call for Speakers: AgentCamp – Gurugram 2026 # techtalks # agents # ai # community Comments Add Comment 1 min read DevRel na prática: meu artigo acadêmico ainda faz sentido em 2026? Awdren Fontão Awdren Fontão Awdren Fontão Follow Jan 7 DevRel na prática: meu artigo acadêmico ainda faz sentido em 2026? # discuss # community # llm # softwareengineering Comments Add Comment 3 min read Build a Travel Agency Page Richard Pascoe Richard Pascoe Richard Pascoe Follow Jan 12 Build a Travel Agency Page # community # learning # programming # webdev 3 reactions Comments Add Comment 2 min read LINE Taiwan DevRel: 2020 Review and 2021 Community Plans (Part 3: Technical Branding and Hiring) Evan Lin Evan Lin Evan Lin Follow Jan 11 LINE Taiwan DevRel: 2020 Review and 2021 Community Plans (Part 3: Technical Branding and Hiring) # devjournal # community # marketing # career 1 reaction Comments 1 comment 8 min read 7 AI Companion App Secrets to Build a Deeper Connection in 2026 Anas Kayssi Anas Kayssi Anas Kayssi Follow Jan 10 7 AI Companion App Secrets to Build a Deeper Connection in 2026 # ai # mentalhealth # developer # community Comments Add Comment 5 min read 7 Personalized Romance Novel Apps That Are Changing Digital Reading in 2026 Anas Kayssi Anas Kayssi Anas Kayssi Follow Jan 9 7 Personalized Romance Novel Apps That Are Changing Digital Reading in 2026 # generativeai # interactivefiction # digitalpublishing # community Comments Add Comment 6 min read 7 AI Assistant Secrets to Discover Hidden Gem Date Spots in 2026 Anas Kayssi Anas Kayssi Anas Kayssi Follow Jan 9 7 AI Assistant Secrets to Discover Hidden Gem Date Spots in 2026 # ai # recommendationsystems # community # indiedev Comments Add Comment 5 min read loading... trending guides/resources How to Become an AWS Community Builder How to Become an AWS Community Builder: Complete Guide for 2026 Applications KMP 밋업 202512 후기 Comunidades de desenvolvedores (JavaScript,TypeScript) Bringing Cursor Café to Guadalajara ☕💻 Why Blogging Still Matters in the Age of AI The Now Go Build Award: Celebrating Global Builders Who Inspire the AWS Community Apache Dev List Digest: Iceberg, Polaris, Arrow & Parquet (Nov 24-Dec 8, 2025) 2025 Wrapped: still building, sharing, and finding my place in the community What makes a good tech Meet-up? Public Speaking at Tech Events 101: From Acceptance to the Stage 2025 Retrospective Open Source Engagement: What's Working Now? Public Speaking at Tech Events 101: How to Start Your Speaker Journey ECR can create automaticaly when image pushed My First AWS re:Invent Experience Cover Image Generation Now an Option in the DEV Editor How to Earn More DEV.to Badges (Without Gaming the System Exocogence Is Here Now From Overwhelmed to Empowered: My Hacktoberfest 2025 Journey 💎 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. 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https://zeroday.forem.com/sovarcneo/building-an-air-gapped-ai-defense-system-in-python-no-cloud-apis-288g	Building an Air-Gapped AI Defense System in Python (No Cloud APIs) - 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. 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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 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 SovArcNeo Posted on Nov 21, 2025 Building an Air-Gapped AI Defense System in Python (No Cloud APIs) # blueteam # beginners # discuss # tools The Sovereign Architecture Most modern AI development relies heavily on cloud APIs and external dependencies. I decided to go the other direction: Total Sovereignty. I am building NEXUS , an offline-first, air-gapped AI defense system designed to run on local hardware (Linux and Android/Termux). The goal is to create recursive intelligence that functions without an internet connection, ensuring privacy and zero data leakage. The Tech Stack I avoid "black box" libraries where possible. My stack focuses on: Core: Python 3.x (Dependency-free where possible) GUI: Custom Tkinter interfaces (Cyberpunk/Matrix aesthetic for high-contrast visibility) Logic: Recursive "Breeding Cycles" rather than standard versioning. I spawn multiple instances, stress-test them, and the surviving code becomes the baseline for the next generation. Deployment: Runs natively on Linux or via Termux on Android. Visualizing the Grid I recently refactored my modular agents into standalone applications. Pictured in the cover image are: ARCHITECT (Green): A Neural Enhanced Security Platform for Command & Control. SENTINEL (Blue): A Quantum-resistant defensive monitor for system metrics and threat detection. Why "Offline-First"? In a world of connected APIs, building "air-gapped" software forces you to understand the logic from the ground up. You can't call an API to solve the problem; you have to engineer the solution yourself. I am currently open-sourcing these tools to share this "Sovereign" philosophy with the community. Check out the repositories here: https://github.com/SovArcNeo Visualized above: Two of my modular agents ('Architect' and 'Sentinel') that I recently refactored into standalone applications 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 SovArcNeo Follow Python developer focused on AI-driven security. I build standalone, offline-first applications featuring custom neural networks. Joined Nov 21, 2025 More from SovArcNeo I put an Air-Gapped Neural Network in my pocket (Python on Android) # discuss # beginners # tools # devsecops 💎 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	2026-01-13T08:49:44
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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 Abraham Eternal Learner Location Indonesia Joined Joined on Aug 27, 2023 Personal website https://drownie.net github website Education International University Liaison Indonesia Pronouns He Work Software Engineer More info about @drownie Badges 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 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 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 Python, Javascript, Typescript, Java, PHP, .NET, C#, GdScript, Odoo Currently learning ERP Development Currently hacking on Odoo ERP Post 8 posts published Comment 1 comment written Tag 5 tags followed Odoo Docker fix print bug Abraham Abraham Abraham Follow Jul 19 '25 Odoo Docker fix print bug # odoo # bugfix # docker 2 reactions Comments Add Comment 1 min read Want to connect with Abraham? Create an account to connect with Abraham. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in Odoo Developer 101: OOP Abraham Abraham Abraham Follow Jul 12 '25 Odoo Developer 101: OOP # odoo # oop # programming # webdev 1 reaction Comments Add Comment 3 min read Odoo 101: View Abraham Abraham Abraham Follow Jun 26 '25 Odoo 101: View # odoo # erp # programming # tutorial 1 reaction Comments Add Comment 3 min read Odoo CE: Automatic Inventory Valuation Abraham Abraham Abraham Follow Jun 14 '25 Odoo CE: Automatic Inventory Valuation # odoo # erp # accounting # webdev 1 reaction Comments Add Comment 2 min read Odoo 101: Create a Module Abraham Abraham Abraham Follow Jun 1 '25 Odoo 101: Create a Module # odoo # erp # programming # tutorial Comments Add Comment 2 min read Odoo Introduction Abraham Abraham Abraham Follow May 31 '25 Odoo Introduction # odoo # erp # programming Comments Add Comment 5 min read Tricks for Efficient Odoo Development Abraham Abraham Abraham Follow Dec 19 '24 Tricks for Efficient Odoo Development # erp # odoo # development 1 reaction Comments Add Comment 2 min read Odoo17: Installation Docker Abraham Abraham Abraham Follow Sep 2 '24 Odoo17: Installation Docker # odoo # tutorial # docker 6 reactions 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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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 Google Gemini Follow Hide Create Post Older #gemini 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 [Gemini][Python] Trying to Integrate a LINE Bot with Google's Automated Payment: Agent Payments Protocol (AP2) Evan Lin Evan Lin Evan Lin Follow for Google Developer Experts Jan 11 [Gemini][Python] Trying to Integrate a LINE Bot with Google's Automated Payment: Agent Payments Protocol (AP2) # gemini # agents # python # api 5 reactions Comments Add Comment 7 min read GemDesk: Reason across all your data. jerry howell jerry howell jerry howell Follow Dec 31 '25 GemDesk: Reason across all your data. # gemini # python # llm # google Comments Add Comment 1 min read [Gemini][Google Maps] Building Location-Aware AI Apps with the Google Maps Grounding API Evan Lin Evan Lin Evan Lin Follow for Google Developer Experts Jan 11 [Gemini][Google Maps] Building Location-Aware AI Apps with the Google Maps Grounding API # gemini # google # api # ai 5 reactions Comments Add Comment 4 min read Go + Gemini + GCP: A Smart Garbage Truck LINE Bot Solution Evan Lin Evan Lin Evan Lin Follow for Google Developer Experts Jan 11 Go + Gemini + GCP: A Smart Garbage Truck LINE Bot Solution # gemini # cloud # go # tutorial 5 reactions Comments Add Comment 8 min read Gemini, Local and Free with Chrome and Angular Mariano Álvarez 🇨🇷 Mariano Álvarez 🇨🇷 Mariano Álvarez 🇨🇷 Follow Dec 30 '25 Gemini, Local and Free with Chrome and Angular # ai # gemini # webdev # angular Comments Add Comment 5 min read Perplexity AI and Jay Collaborate on Peace With AI Jay Dorval Jay Dorval Jay Dorval Follow Dec 30 '25 Perplexity AI and Jay Collaborate on Peace With AI # perplexity # gemini # chatgpt # programming Comments Add Comment 9 min read [Gemini 3.0][Google Search] Using the Google Search Grounding API with Gemini 3.0 Pro to Build a News and Information Assistant Evan Lin Evan Lin Evan Lin Follow for Google Developer Experts Jan 11 [Gemini 3.0][Google Search] Using the Google Search Grounding API with Gemini 3.0 Pro to Build a News and Information Assistant # gcp # gemini 5 reactions Comments Add Comment 10 min read Join the New Year, New You Portfolio Challenge: $3,000 in Prizes + Feedback from Google AI Team (For Winners and Runner Ups!) Jess Lee Jess Lee Jess Lee Follow for The DEV Team Jan 1 Join the New Year, New You Portfolio Challenge: $3,000 in Prizes + Feedback from Google AI Team (For Winners and Runner Ups!) # devchallenge # googleaichallenge # career # gemini 215 reactions Comments 67 comments 4 min read Using Gemini File Search Tool for RAG (a Rickbot Blog) Darren "Dazbo" Lester Darren "Dazbo" Lester Darren "Dazbo" Lester Follow for Google Developer Experts Jan 11 Using Gemini File Search Tool for RAG (a Rickbot Blog) # geminifilesearch # rag # rickbot # gemini 7 reactions Comments Add Comment 17 min read Comparing Cloud AI Platforms in 2025: Bedrock, Azure OpenAI, and Gemini Swati Tyagi Swati Tyagi Swati Tyagi Follow Dec 28 '25 Comparing Cloud AI Platforms in 2025: Bedrock, Azure OpenAI, and Gemini # aws # bedrock # openai # gemini Comments Add Comment 2 min read The Deployment From Hades Google AI Challenge Submission John A Madrigal John A Madrigal John A Madrigal Follow Jan 10 The Deployment From Hades # devchallenge # googleaichallenge # portfolio # gemini 2 reactions Comments 1 comment 6 min read I solved one of my major pain point during my game development with AI (Chat GPT + Antigravity) tomokat tomokat tomokat Follow Jan 5 I solved one of my major pain point during my game development with AI (Chat GPT + Antigravity) # gamedev # antigravity # chatgpt # gemini 4 reactions Comments Add Comment 2 min read Too much code, too many PRs. AI, please send help! Roman Budnikov Roman Budnikov Roman Budnikov Follow Dec 25 '25 Too much code, too many PRs. AI, please send help! # go # genkit # gemini # gitlab Comments Add Comment 3 min read Mathematical Creativity on an ML researcher's portfolio Michael Tunwashe Michael Tunwashe Michael Tunwashe Follow Jan 6 Mathematical Creativity on an ML researcher's portfolio # devchallenge # googleaichallenge # portfolio # gemini 3 reactions Comments Add Comment 2 min read Why Regex isn't enough: Auditing Discord Bots with AI Reasoning Models lordkruk lordkruk lordkruk Follow Dec 24 '25 Why Regex isn't enough: Auditing Discord Bots with AI Reasoning Models # security # discord # algorithms # gemini Comments Add Comment 2 min read From Jury Services to AI Builder in 6 Months L. Cordero L. Cordero L. Cordero Follow Jan 5 From Jury Services to AI Builder in 6 Months # devchallenge # googleaichallenge # portfolio # gemini 3 reactions Comments Add Comment 4 min read Taming the Interactions API in the @google/genai SDK Andrew Ross Andrew Ross Andrew Ross Follow Dec 25 '25 Taming the Interactions API in the @google/genai SDK # ai # gemini # typescript # node Comments Add Comment 9 min read Building Next-Gen AI Agents for Google Workspace: MCP, A2A, and A2UI with Google Apps Script Tanaike Tanaike Tanaike Follow for Google Developer Experts Jan 10 Building Next-Gen AI Agents for Google Workspace: MCP, A2A, and A2UI with Google Apps Script # gemini # mcp # a2a # googleworkspace 12 reactions Comments Add Comment 9 min read New Year, New You Portfolio Challenge by Simpled1 Google AI Challenge Submission simpled1 simpled1 simpled1 Follow Jan 4 New Year, New You Portfolio Challenge by Simpled1 # devchallenge # googleaichallenge # portfolio # gemini Comments Add Comment 2 min read Emoji PNG converter in one click (1024px, no signup). See my tech stack 🧁 Erwans Erwans Erwans Follow Dec 24 '25 Emoji PNG converter in one click (1024px, no signup). See my tech stack 🧁 # webdev # database # automation # gemini Comments Add Comment 1 min read Google's Aluminium OS BHUVANESH M BHUVANESH M BHUVANESH M Follow Dec 28 '25 Google's Aluminium OS # google # aluminiumos # gemini # ai 1 reaction Comments Add Comment 1 min read ♊Source Persona: AI Twin Google AI Challenge Submission Veronika Kashtanova Veronika Kashtanova Veronika Kashtanova Follow Jan 4 ♊Source Persona: AI Twin # devchallenge # googleaichallenge # portfolio # gemini 3 reactions Comments Add Comment 2 min read Little Wonder is an AI-powered kids storybook generator Pranshul Chandhok Pranshul Chandhok Pranshul Chandhok Follow Dec 25 '25 Little Wonder is an AI-powered kids storybook generator # showdev # gemini # ai # webdev Comments Add Comment 1 min read Gemini Has “Severe Anxiety”? Even AI Can’t Handle Corporate Vibes Anymore James Miller James Miller James Miller Follow Dec 24 '25 Gemini Has “Severe Anxiety”? Even AI Can’t Handle Corporate Vibes Anymore # llm # gemini # ai # google 1 reaction Comments Add Comment 5 min read Streamline AI Prompt Creation with Free n8n Template & Google Gemini Integration Omer Dahan Omer Dahan Omer Dahan Follow Dec 22 '25 Streamline AI Prompt Creation with Free n8n Template & Google Gemini Integration # gemini # automation # ai # productivity Comments Add Comment 6 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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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 Google Gemini Follow Hide Create Post Older #gemini posts 2 3 4 5 6 7 8 9 10 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu We Tested GPT-5.2/Pro vs. Opus 4.5 vs. Gemini 3 on 3 Real-World Coding Tasks Darko from Kilo Darko from Kilo Darko from Kilo Follow Dec 16 '25 We Tested GPT-5.2/Pro vs. Opus 4.5 vs. Gemini 3 on 3 Real-World Coding Tasks # gemini # claude # openai # coding 1 reaction Comments Add Comment 10 min read Give Your AI Superpowers: Managing Python Environments with uv-mcp Saadman Rafat Saadman Rafat Saadman Rafat Follow Dec 13 '25 Give Your AI Superpowers: Managing Python Environments with uv-mcp # devtools # ai # uv # gemini 2 reactions Comments Add Comment 3 min read Building a Modern Digital Garden with Google AI: My New Year, New You Portfolio Emmanuel Uchenna Emmanuel Uchenna Emmanuel Uchenna Follow Jan 3 Building a Modern Digital Garden with Google AI: My New Year, New You Portfolio # devchallenge # googleaichallenge # portfolio # gemini 6 reactions Comments Add Comment 7 min read Automating YouTube Shorts Production with n8n, Sora 2, and Gemini Sabbir Ahmed Chowdhury Sabbir Ahmed Chowdhury Sabbir Ahmed Chowdhury Follow Dec 11 '25 Automating YouTube Shorts Production with n8n, Sora 2, and Gemini # ai # automation # n8nbrightdatachallenge # gemini Comments Add Comment 1 min read Google unveils Gemini 3 Pro, advancing multimodal AI vision capabilities fordevelopers Saiki Sarkar Saiki Sarkar Saiki Sarkar Follow Dec 8 '25 Google unveils Gemini 3 Pro, advancing multimodal AI vision capabilities fordevelopers # gemini # google # developers # ai Comments Add Comment 1 min read The Anthology of a Creative Developer: A 2026 Portfolio Nitish Nitish Nitish Follow Jan 2 The Anthology of a Creative Developer: A 2026 Portfolio # devchallenge # googleaichallenge # portfolio # gemini 34 reactions Comments 11 comments 2 min read Create with PerfectPX: Unleash the Power of Our Developer API Ahmed Qaddoura Ahmed Qaddoura Ahmed Qaddoura Follow Dec 7 '25 Create with PerfectPX: Unleash the Power of Our Developer API # ai # automation # gemini # nanobanana Comments Add Comment 8 min read Nobody was interested in my portfolio, so I made everyone play it instead. Google AI Challenge Submission Danial Jumagaliyev Danial Jumagaliyev Danial Jumagaliyev Follow Jan 5 Nobody was interested in my portfolio, so I made everyone play it instead. # devchallenge # googleaichallenge # portfolio # gemini 13 reactions Comments 1 comment 7 min read 🚀 Gemini 3 Is Changing the AI Landscape — And OpenAI Can Feel It Ailon Tech Ailon Tech Ailon Tech Follow Dec 6 '25 🚀 Gemini 3 Is Changing the AI Landscape — And OpenAI Can Feel It # ai # chatgpt # gemini # machinelearning Comments Add Comment 2 min read My First DEV++ Post: Starting My Tech Writing Journey Aryan Kumar Aryan Kumar Aryan Kumar Follow Dec 4 '25 My First DEV++ Post: Starting My Tech Writing Journey # webdev # github # gemini # googleaichallenge Comments Add Comment 1 min read How I Finally Forced LLMs to Return Perfect JSON (2025 Edition) — No Hacks, No Regex, Just Clean Output Arfatur Rahman Arfatur Rahman Arfatur Rahman Follow Dec 3 '25 How I Finally Forced LLMs to Return Perfect JSON (2025 Edition) — No Hacks, No Regex, Just Clean Output # langchain # nextjs # gemini # typescript Comments Add Comment 2 min read Build a Vision AI Agent with Gemini 3 in < 3 Minutes Sarah Lindauer Sarah Lindauer Sarah Lindauer Follow for Stream Dec 3 '25 Build a Vision AI Agent with Gemini 3 in < 3 Minutes # visionai # gemini # visionagent Comments Add Comment 3 min read Amazon Bedrock AgentCore : Runtime with Langgraph, CrewAI and Google Gemini Budiono Santoso Budiono Santoso Budiono Santoso Follow Jan 6 Amazon Bedrock AgentCore : Runtime with Langgraph, CrewAI and Google Gemini # agentcore # langgraph # crewai # gemini Comments Add Comment 6 min read A Portfolio Powered by Gemini & Antigravity Emerson Vieira Emerson Vieira Emerson Vieira Follow Jan 3 A Portfolio Powered by Gemini & Antigravity # devchallenge # googleaichallenge # portfolio # gemini 1 reaction Comments 1 comment 2 min read Using Vercel AI SDK with Google Gemini: Complete Guide Ramandeep Singh Ramandeep Singh Ramandeep Singh Follow Dec 2 '25 Using Vercel AI SDK with Google Gemini: Complete Guide # ai # gemini # openai # typescript Comments Add Comment 3 min read What do you do with your old first laptop when you get a new one?💻 Dixit Ram Dixit Ram Dixit Ram Follow Jan 6 What do you do with your old first laptop when you get a new one?💻 # ai # gemini 1 reaction Comments Add Comment 1 min read Unlock Gemini’s True Potential: The One Setting You Need to Change Right Now G Venkata Sandeep Reddy G Venkata Sandeep Reddy G Venkata Sandeep Reddy Follow Dec 1 '25 Unlock Gemini’s True Potential: The One Setting You Need to Change Right Now # gemini # ai # googleworkspace # productivity Comments Add Comment 2 min read A Terminal-Inspired Portfolio of Shipped and Researched Products (2026) Google AI Challenge Submission Simangaliso Vilakazi Simangaliso Vilakazi Simangaliso Vilakazi Follow Jan 2 A Terminal-Inspired Portfolio of Shipped and Researched Products (2026) # devchallenge # googleaichallenge # portfolio # gemini 22 reactions Comments Add Comment 3 min read Crafting Conversational Experiences: A Generative UI Portfolio Built with Gemini Google AI Challenge Submission Exson Joseph Exson Joseph Exson Joseph Follow Jan 3 Crafting Conversational Experiences: A Generative UI Portfolio Built with Gemini # devchallenge # googleaichallenge # portfolio # gemini 5 reactions Comments Add Comment 2 min read From a 30-Minute AI Build to a Real Portfolio That Tells My Story Google AI Challenge Submission Muskan Fatima Muskan Fatima Muskan Fatima Follow Jan 4 From a 30-Minute AI Build to a Real Portfolio That Tells My Story # devchallenge # googleaichallenge # portfolio # gemini 4 reactions Comments 4 comments 2 min read New Year, New You Portfolio Challenge - Samarth Shendre Samarth Shendre Samarth Shendre Samarth Shendre Follow Jan 3 New Year, New You Portfolio Challenge - Samarth Shendre # devchallenge # googleaichallenge # portfolio # gemini 1 reaction Comments Add Comment 2 min read AI Study Portfolio – Helping Students Study Smarter with Google AI Shakiba alam Shakiba alam Shakiba alam Follow Jan 2 AI Study Portfolio – Helping Students Study Smarter with Google AI # devchallenge # googleaichallenge # portfolio # gemini Comments 1 comment 1 min read Create portfolio and win Prize Google AI Challenge Submission Rahuys Rahuys Rahuys Follow Jan 2 Create portfolio and win Prize # devchallenge # googleaichallenge # portfolio # gemini 1 reaction Comments Add Comment 1 min read One Prompt, One App: Hands-On with Google Antigravity James Miller James Miller James Miller Follow Dec 2 '25 One Prompt, One App: Hands-On with Google Antigravity # antigravity # google # gemini # webdev 2 reactions Comments Add Comment 6 min read Cant play game cos of Ads so I made my own Game - Ai Studio Mohamed Roshan Mohamed Roshan Mohamed Roshan Follow Nov 29 '25 Cant play game cos of Ads so I made my own Game - Ai Studio # ai # gemini # vibecoding 1 reaction 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 — 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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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Forem Close Follow User actions Nizzad Data Scientist / AWS Certified (2X) ML Specialist \| AWS ABW Grant Recipient '24 \| 2 (Masters + Bachelors) \| Researcher - NLP (Bias & Fairness) \| Attorney-at-Law \| Supervised 100+ Location Abu Dhabi, United Arab Emirates Joined Joined on Jan 9, 2025 Personal website https://www.linkedin.com/in/mohamednizzad/ github website Education BIT (UOM), MSc in IT (SLIIT), MBA (SEUSL), LL.B (OUSL), Attorney-at-Law Pronouns He/Him Work Data Scientist, AI Engineer, Machine Learning Engineer, Research Supervisor 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 KendoReact Free Components Challenge Completion Badge Awarded for completing at least one prompt in the KendoReact Free Components Challenge. Thank you for participating! 💻 Got it Close Google AI Studio Multi-Modal Challenge Completion Awarded for completing the Google AI Studio Multi-Modal Challenge by building and deploying an applet that showcases Gemini's multi-modal capabilities. Thank you for participating! 🤖 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 AssemblyAI Challenge Completion Badge Awarded for completing at least one prompt in the AssemblyAI Challenge. Thank you for participating! 💻 Got it Close CSS Awarded to the top CSS author each week Got it Close JavaScript Awarded to the top JavaScript author each week Got it Close 4 Week Community Wellness Streak Keep contributing to discussions by posting at least 2 comments per week for 4 straight weeks. Unlock the 8 Week Badge next. Got it Close Runner H "AI Agent Prompting" Challenge Winner Awarded for winning a prompt in the Runner H "AI Agent Prompting" Challenge Got it Close Amazon Q Developer "Quack the Code" Challenge Winner Awarded for winning a prompt in the Amazon Q Developer "Quack the Code" Challenge Got it Close Pulumi Deploy and Document Challenge Winner Badge Awarded for winning a prompt in the Pulumi Deploy and Document Challenge! Got it Close 2025 New Year Writing Challenge Completion Badge Awarded for completing at least one prompt in the New Year Writing challenge. Thank you for participating! Got it Close Agent.ai Challenge Completion Badge Awarded for completing at least one prompt in the Agent.ai Challenge. Thank you for participating! 💻 Got it Close 2 Week Community Wellness Streak Keep the community conversation going! Post at least 2 comments for 2 straight weeks and unlock the 4 Week Badge. 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 GitHub Copilot 1-Day Build Challenge Completion Badge Awarded for completing at least one prompt in the GitHub Copilot 1-Day Build Challenge. Thank you for participating! 💻 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 Show all 17 badges More info about @mohamednizzad Organizations AWS Community Builders Currently learning I am a Data Scientist. As a prospective PhD student in Legal NLP, I explore debiasing techniques and fair Legal NLP Agents. Post 14 posts published Comment 176 comments written Tag 12 tags followed Pin Pinned 📊 Building TaskFlow Pro: A Complete Enterprise Task Management System with 24+ KendoReact Free Components Nizzad Nizzad Nizzad Follow Sep 29 '25 📊 Building TaskFlow Pro: A Complete Enterprise Task Management System with 24+ KendoReact Free Components # devchallenge # kendoreactchallenge # react # webdev 91 reactions Comments 5 comments 12 min read ✨🎨 Pure CSS Magic: How to Build a Realistic 3D Office Experience 🏢💻🪑 Frontend Challenge CSS Art Submission Nizzad Nizzad Nizzad Follow Jul 26 '25 ✨🎨 Pure CSS Magic: How to Build a Realistic 3D Office Experience 🏢💻🪑 # devchallenge # frontendchallenge # css # javascript 116 reactions Comments 16 comments 8 min read 🏡 DreamNest.AI: AI-Powered House Design, 2D & 3D Plan Audio & Video Walkthroughs & Smart E-Commerce Google AI Challenge Submission Nizzad Nizzad Nizzad Follow Sep 15 '25 🏡 DreamNest.AI: AI-Powered House Design, 2D & 3D Plan Audio & Video Walkthroughs & Smart E-Commerce # devchallenge # googleaichallenge # ai # gemini 161 reactions Comments 54 comments 11 min read Want to connect with Nizzad? 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Sign in 🎤 Voice of Voiceless - Enabling the Voiceless to Understand & Communicate 🔊 AssemblyAI Voice Agents Challenge: Real-Time Nizzad Nizzad Nizzad Follow Jul 28 '25 🎤 Voice of Voiceless - Enabling the Voiceless to Understand & Communicate 🔊 # devchallenge # assemblyaichallenge # ai # api 134 reactions Comments 19 comments 10 min read 🧩 Behind the Build: NexusFlow and My Journey in Axero’s Office Challenge Frontend Challenge Holistic Webdev Submission Nizzad Nizzad Nizzad Follow Jul 27 '25 🧩 Behind the Build: NexusFlow and My Journey in Axero’s Office Challenge # devchallenge # frontendchallenge # css # javascript 163 reactions Comments 42 comments 7 min read Runner H Helped Me Save $$$💸💸💸 on My Round-Trip to Toronto in 2025 [✈️Flight Search Demo Included 🎥] Nizzad Nizzad Nizzad Follow Jul 6 '25 Runner H Helped Me Save $$$💸💸💸 on My Round-Trip to Toronto in 2025 [✈️Flight Search Demo Included 🎥] # devchallenge # runnerhchallenge # ai # machinelearning 112 reactions Comments 24 comments 8 min read 🎯 Solving Puzzles with Code: A Math Adventure Game Built with Amazon Q CLI Nizzad Nizzad Nizzad Follow for AWS Community Builders May 28 '25 🎯 Solving Puzzles with Code: A Math Adventure Game Built with Amazon Q CLI # devchallenge # awschallenge # ai # webdev 11 reactions Comments Add Comment 3 min read Image Engineering with Amazon Nova Canvas [🎥 Video Demo Included] Nizzad Nizzad Nizzad Follow for AWS Community Builders May 19 '25 Image Engineering with Amazon Nova Canvas [🎥 Video Demo Included] # ai # awschallenge # devchallenge # aws 8 reactions Comments 1 comment 3 min read 💸 A Definite Guide to Develop Production Grade Applications with AWS Q Developer in 2025 [Video Demo Included] 🎥 Nizzad Nizzad Nizzad Follow May 11 '25 💸 A Definite Guide to Develop Production Grade Applications with AWS Q Developer in 2025 [Video Demo Included] 🎥 # devchallenge # awschallenge # ai # webdev 88 reactions Comments 38 comments 17 min read 🏆 Level Up! Game Deployment on the AWS Cloud Using Pulumi IaC \| 📢 Complete Step-by-Step Video Demo Included Nizzad Nizzad Nizzad Follow Apr 7 '25 🏆 Level Up! Game Deployment on the AWS Cloud Using Pulumi IaC \| 📢 Complete Step-by-Step Video Demo Included # devchallenge # pulumichallenge # webdev # cloud 220 reactions Comments 35 comments 12 min read Reflecting My Journey from Layman to AWS All Builders Welcome Grant Recipient to Attend AWS Re:Invent 2024 in Las Vegas, USA Nizzad Nizzad Nizzad Follow Feb 3 '25 Reflecting My Journey from Layman to AWS All Builders Welcome Grant Recipient to Attend AWS Re:Invent 2024 in Las Vegas, USA # devchallenge # newyearchallenge # career 19 reactions Comments 4 comments 5 min read Legal Judge Agent > Legal Knowledge Agent ⚓︎ Legal Prosecution Agent ⚓︎ Legal Defense Agent -- Assembly of Legal Agents Nizzad Nizzad Nizzad Follow Jan 27 '25 Legal Judge Agent > Legal Knowledge Agent ⚓︎ Legal Prosecution Agent ⚓︎ Legal Defense Agent -- Assembly of Legal Agents # devchallenge # agentaichallenge # ai # machinelearning 132 reactions Comments 22 comments 10 min read Building Early to Rise - Daily Productivity Habits App bootstrapped with GitHub Copilot: Coding Redefined for New Beginnings Nizzad Nizzad Nizzad Follow Jan 16 '25 Building Early to Rise - Daily Productivity Habits App bootstrapped with GitHub Copilot: Coding Redefined for New Beginnings # devchallenge # githubchallenge # webdev # ai 234 reactions Comments 68 comments 9 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 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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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 Popcorn Movies and TV Close # movies Follow Hide General discussion about feature-length films Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu 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 Ringer Movies: The Robert Redford Hall of Fame Movie News Movie News Movie News Follow Nov 28 '25 Ringer Movies: The Robert Redford Hall of Fame # movies # streaming # recommendations Comments Add Comment 1 min read Mr Sunday Movies: John Carter - Caravan Of Garbage Movie News Movie News Movie News Follow Nov 28 '25 Mr Sunday Movies: John Carter - Caravan Of Garbage # movies # reviews # analysis Comments Add Comment 1 min read Mr Sunday Movies: The Sorcerer's Apprentice - Caravan of Garbage Movie News Movie News Movie News Follow Nov 29 '25 Mr Sunday Movies: The Sorcerer's Apprentice - Caravan of Garbage # movies # reviews # analysis Comments Add Comment 1 min read CinemaSins: Everything Wrong With Mission: Impossible - The Final Reckoning In 27 Minutes Or Less Movie News Movie News Movie News Follow Nov 28 '25 CinemaSins: Everything Wrong With Mission: Impossible - The Final Reckoning In 27 Minutes Or Less # movies # reviews # action # marketing Comments Add Comment 1 min read Ringer Movies: ‘Wicked: For Good’ Is No Good Movie News Movie News Movie News Follow Nov 21 '25 Ringer Movies: ‘Wicked: For Good’ Is No Good # movies # reviews # analysis Comments Add Comment 1 min read Mr Sunday Movies: Biggest Disney Bombs: The Sorcerer's Apprentice - Caravan of Garbage Movie News Movie News Movie News Follow Nov 21 '25 Mr Sunday Movies: Biggest Disney Bombs: The Sorcerer's Apprentice - Caravan of Garbage # movies # reviews # analysis Comments Add Comment 1 min read Ringer Movies: Best Picture Power Rankings & the Super-Sincerity of ‘Sentimental Value' Movie News Movie News Movie News Follow Nov 24 '25 Ringer Movies: Best Picture Power Rankings & the Super-Sincerity of ‘Sentimental Value' # movies # reviews # streaming # analysis Comments 1 comment 1 min read Ringer Movies: ‘Snake Eyes’ With Bill Simmons, Sean Fennessey, and Van Lathan \| Ringer Movies Movie News Movie News Movie News Follow Nov 17 '25 Ringer Movies: ‘Snake Eyes’ With Bill Simmons, Sean Fennessey, and Van Lathan \| Ringer Movies # movies # marketing # recommendations Comments Add Comment 1 min read CinemaSins: Everything Wrong With Jurassic World Rebirth In 17 Minutes Or Less Movie News Movie News Movie News Follow Nov 17 '25 CinemaSins: Everything Wrong With Jurassic World Rebirth In 17 Minutes Or Less # movies # reviews Comments Add Comment 1 min read Ringer Movies: What Happened With the Fall Movie Slate? Movie News Movie News Movie News Follow Nov 15 '25 Ringer Movies: What Happened With the Fall Movie Slate? # movies # reviews # analysis # action Comments Add Comment 1 min read Ringer Movies: The 25 Best Movies of the Century: No. 5 - 'Lady Bird’ Movie News Movie News Movie News Follow Nov 13 '25 Ringer Movies: The 25 Best Movies of the Century: No. 5 - 'Lady Bird’ # movies # recommendations # reviews # analysis Comments Add Comment 1 min read CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less Movie News Movie News Movie News Follow Nov 14 '25 CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less # movies # reviews # marketing Comments Add Comment 1 min read Mr Sunday Movies: A New High? - Predator: Badlands Review Movie News Movie News Movie News Follow Nov 14 '25 Mr Sunday Movies: A New High? - Predator: Badlands Review # movies # reviews # action # streaming Comments Add Comment 1 min read El dilema del Sombrero Seleccionador: ¿Realmente somos quienes creemos ser? Francelys Silva Francelys Silva Francelys Silva Follow Dec 14 '25 El dilema del Sombrero Seleccionador: ¿Realmente somos quienes creemos ser? # analysis # fantasy # movies 1 reaction Comments Add Comment 2 min read The Magic Behind the Screen: When Bollywood Meets Hollywood Mohd Arbab Rizvi Mohd Arbab Rizvi Mohd Arbab Rizvi Follow Nov 12 '25 The Magic Behind the Screen: When Bollywood Meets Hollywood # behindthescenes # filmindustry # movies 3 reactions Comments Add Comment 4 min read Ringer Movies: ‘The Truman Show’ With Bill Simmons, Glen Powell, and Chris Ryan \| The Rewatchables Movie News Movie News Movie News Follow Nov 5 '25 Ringer Movies: ‘The Truman Show’ With Bill Simmons, Glen Powell, and Chris Ryan \| The Rewatchables # movies # reviews # streaming Comments Add Comment 1 min read Ringer Movies: Is 'Bugonia' A Best Picture Contender? Movie News Movie News Movie News Follow Oct 31 '25 Ringer Movies: Is 'Bugonia' A Best Picture Contender? # movies # reviews # recommendations Comments Add Comment 1 min read Ringer Movies: The 25 Best Movies of the Century: No. 7 - 'In The Mood for Love’ Movie News Movie News Movie News Follow Oct 29 '25 Ringer Movies: The 25 Best Movies of the Century: No. 7 - 'In The Mood for Love’ # movies # reviews # analysis # recommendations Comments Add Comment 1 min read Ringer Movies: The 25 Best Movies of the Century: No. 4 - 'Inglourious Basterds’ Movie News Movie News Movie News Follow Nov 21 '25 Ringer Movies: The 25 Best Movies of the Century: No. 4 - 'Inglourious Basterds’ # discuss # movies # reviews 1 reaction Comments 1 comment 1 min read Ringer Movies: ‘A House of Dynamite’ Is Ready to Explode Movie News Movie News Movie News Follow Oct 28 '25 Ringer Movies: ‘A House of Dynamite’ Is Ready to Explode # movies # reviews # analysis Comments Add Comment 1 min read Ringer Movies: Guillermo del Toro’s ‘Frankenstein’ is Here. Is it Good? Movie News Movie News Movie News Follow Nov 7 '25 Ringer Movies: Guillermo del Toro’s ‘Frankenstein’ is Here. Is it Good? # discuss # movies # reviews 4 reactions Comments Add Comment 1 min read Mr Sunday Movies: Why is Tron: Ares bombing? Movie News Movie News Movie News Follow Oct 20 '25 Mr Sunday Movies: Why is Tron: Ares bombing? # movies # reviews # analysis Comments Add Comment 1 min read Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan Movie News Movie News Movie News Follow Nov 1 '25 Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan # movies # reviews # streaming 3 reactions Comments Add Comment 1 min read Ringer Movies: The “Should I See It in a Movie Theater?” Test Movie News Movie News Movie News Follow Oct 18 '25 Ringer Movies: The “Should I See It in a Movie Theater?” Test # movies # reviews # analysis # recommendations Comments Add Comment 1 min read loading... trending guides/resources Ringer Movies: What Happened With the Fall Movie Slate? Ringer Movies: Best Picture Power Rankings & the Super-Sincerity of ‘Sentimental Value' Ringer Movies: ‘Wicked: For Good’ Is No Good Mr Sunday Movies: John Carter - Caravan Of Garbage Ringer Movies: The Robert Redford Hall of Fame Ringer Movies: Is 'Bugonia' A Best Picture Contender? Ringer Movies: ‘The Truman Show’ With Bill Simmons, Glen Powell, and Chris Ryan \| The Rewatchables Ringer Movies: The 25 Best Movies of the Century: No. 5 - 'Lady Bird’ The Conformity Gate Phenomenon: Exploration of Fan Theories Following the Stranger Things Season ... Ringer Movies: The 25 Best Movies of the Century: No. 4 - 'Inglourious Basterds’ Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan Ringer Movies: Guillermo del Toro’s ‘Frankenstein’ is Here. Is it Good? Chainsaw Man: The Reze Arc : A Brutal, Beautiful Next Chapter The Magic Behind the Screen: When Bollywood Meets Hollywood 💎 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 Popcorn Movies and TV — Movie and TV enthusiasm, criticism 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. Made with love and Ruby on Rails . Popcorn Movies and TV © 2016 - 2026. Let's watch something great! Log in Create account	2026-01-13T08:49:44
https://dev.to/t/interview/page/74	Interview Page 74 - 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 # interview Follow Hide Create Post Older #interview posts 71 72 73 74 75 76 77 78 79 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu SORTing => The weird parts John Muthua John Muthua John Muthua Follow Oct 12 '22 SORTing => The weird parts # javascript # interview # beginners # programming 3 reactions Comments 3 comments 3 min read Do not break the Cardinal Rules of Dev Interviews The Jared Wilcurt The Jared Wilcurt The Jared Wilcurt Follow Oct 12 '22 Do not break the Cardinal Rules of Dev Interviews # interview # whiteboarding # interviewers # hiring 5 reactions Comments Add Comment 9 min read Js Practice Interview Questions Viktor Kis Viktor Kis Viktor Kis Follow Oct 12 '22 Js Practice Interview Questions # javascript # node # interview 6 reactions Comments 4 comments 3 min read Binary Heap in javascript Marius Vincent NIEMET Marius Vincent NIEMET Marius Vincent NIEMET Follow Oct 12 '22 Binary Heap in javascript # javascript # datastructure # interview # binaryheap 3 reactions Comments Add Comment 6 min read If( a==1 && a==2&&a==3 ) is equal to true under what circumstances? yico yico yico Follow Oct 11 '22 If( a==1 && a==2&&a==3 ) is equal to true under what circumstances? # javascript # interview 1 reaction Comments Add Comment 1 min read Explaining pass-by-value and pass-by-reference in C for 1st year IT student Ryan Ryan Ryan Follow Oct 1 '22 Explaining pass-by-value and pass-by-reference in C for 1st year IT student # computerscience # c # beginners # interview 3 reactions Comments 2 comments 2 min read A Complete Tech Guide For Frontend Job Interview #1 Yan-Boogie Yan-Boogie Yan-Boogie Follow Oct 1 '22 A Complete Tech Guide For Frontend Job Interview #1 # frontend # interview # internet # browser 2 reactions Comments Add Comment 5 min read 5 tips to find your next job Sandor Dargo Sandor Dargo Sandor Dargo Follow Sep 28 '22 5 tips to find your next job # watercooler # career # interview # jobhunt 11 reactions Comments 2 comments 6 min read When Johnny bhaiya start taking frontend interviews Shadab Ali Shadab Ali Shadab Ali Follow Sep 28 '22 When Johnny bhaiya start taking frontend interviews # css # interview # frontend # webdev 2 reactions Comments 1 comment 1 min read Finding remote work in 2022 Kristian Ivanov Kristian Ivanov Kristian Ivanov Follow Sep 11 '22 Finding remote work in 2022 # remote # interview # career # jobs 518 reactions Comments 14 comments 5 min read My Unorthodox Frontend Interview Mazen Emam Mazen Emam Mazen Emam Follow Jun 23 '23 My Unorthodox Frontend Interview # interviewquestions # interview # frontend 1 reaction Comments Add Comment 2 min read Finding the Minimum and Maximum Values of an Array in JavaScript John Muthua John Muthua John Muthua Follow Sep 23 '22 Finding the Minimum and Maximum Values of an Array in JavaScript # javascript # interview # tutorial 3 reactions Comments Add Comment 2 min read Top 5 Frontend Interview questions you must know! Ans with Example Sakib Ahmed Sakib Ahmed Sakib Ahmed Follow Sep 23 '22 Top 5 Frontend Interview questions you must know! Ans with Example # frontend # interview # react # javascript 12 reactions Comments 2 comments 3 min read Death of the Coding Test: Interview Methods that Better Evaluate Candidate Competency Bradston Henry Bradston Henry Bradston Henry Follow for Developers @ Asurion Sep 21 '22 Death of the Coding Test: Interview Methods that Better Evaluate Candidate Competency # discuss # career # programming # interview 14 reactions Comments 1 comment 16 min read Evaluating the Offer Cory Dorfner Cory Dorfner Cory Dorfner Follow Sep 20 '22 Evaluating the Offer # career # learning # interview # offers 3 reactions Comments Add Comment 9 min read HTTP Request vs HTTP Long-Polling vs WebSocket vs Server-Sent Events Amit Shekhar Amit Shekhar Amit Shekhar Follow Sep 19 '22 HTTP Request vs HTTP Long-Polling vs WebSocket vs Server-Sent Events # systemdesign # interview 2 reactions Comments Add Comment 5 min read 3# CSS Interview Topics Vasco Neves Vasco Neves Vasco Neves Follow Aug 15 '22 3# CSS Interview Topics # css # interview Comments Add Comment 1 min read Don't feel bad because of failed interviews, just keep learning! Sandor Dargo Sandor Dargo Sandor Dargo Follow Sep 14 '22 Don't feel bad because of failed interviews, just keep learning! # watercooler # career # interview # learning 17 reactions Comments 5 comments 4 min read Find number of `bulb` occurrences from a given string Muthu Muthu Muthu Follow Sep 15 '22 Find number of `bulb` occurrences from a given string # python # interview # question # career Comments Add Comment 1 min read Add all the first elements and second elements to new list from a list of list using `list comprehension` Muthu Muthu Muthu Follow Sep 15 '22 Add all the first elements and second elements to new list from a list of list using `list comprehension` # python # interview # career 3 reactions Comments Add Comment 1 min read How to assess "developer experience" from the job interview Oinak Oinak Oinak Follow Sep 14 '22 How to assess "developer experience" from the job interview # dx # interview # job # developer 5 reactions Comments Add Comment 2 min read Best resources for preparing a Frontend Interview in 2022 👨🏻‍💻🙋🏼‍♀️ (No W3Schools) Gionatha Gionatha Gionatha Follow Sep 12 '22 Best resources for preparing a Frontend Interview in 2022 👨🏻‍💻🙋🏼‍♀️ (No W3Schools) # career # webdev # programming # interview 3 reactions Comments 1 comment 3 min read Function Currying: Javascript Questions Soumava Banerjee Soumava Banerjee Soumava Banerjee Follow Sep 11 '22 Function Currying: Javascript Questions # javascript # interview # webdev 24 reactions Comments 3 comments 4 min read Product design interview. My experience Vadim Beskrovnov Vadim Beskrovnov Vadim Beskrovnov Follow Sep 10 '22 Product design interview. My experience # interview # productdesign # architecture # api 6 reactions Comments Add Comment 5 min read Flutter interview questions & answers part - 1 MD Sarfaraj MD Sarfaraj MD Sarfaraj Follow for This is Learning Sep 10 '22 Flutter interview questions & answers part - 1 # flutter # dart # interview # codenewbie 16 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 — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/t/movies	Movies - 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 # movies Follow Hide General discussion about feature-length films Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu The Architect of Time: A Comprehensive Guide to Christopher Nolan's Style -- By Adel Abdel-Dayem Egyptian Auteur Filmmaker Adel Abdel-Dayem Adel Abdel-Dayem Adel Abdel-Dayem Follow Jan 4 The Architect of Time: A Comprehensive Guide to Christopher Nolan's Style -- By Adel Abdel-Dayem Egyptian Auteur Filmmaker # filmmaking # cinema # christophernolan # movies Comments Add Comment 3 min read The Prompt-Origin Paradox: Why the Future of Art is Curation, Not Creation — By Adel Abdel-Dayem Adel Abdel-Dayem Adel Abdel-Dayem Adel Abdel-Dayem Follow Jan 4 The Prompt-Origin Paradox: Why the Future of Art is Curation, Not Creation — By Adel Abdel-Dayem # ai # movies # filmmaking # animation Comments Add Comment 3 min read I Analyzed a Pixar Film Dataset — Here's What I Found not me not me not me Follow May 20 '25 I Analyzed a Pixar Film Dataset — Here's What I Found # movies # data # analytics Comments Add Comment 2 min read What Are Today’s Top Movie Plots? I Wrote a Python Scraper to Find Out Ahmad Azeez Ahmad Azeez Ahmad Azeez Follow May 14 '25 What Are Today’s Top Movie Plots? I Wrote a Python Scraper to Find Out # python # webscraping # movies # datascience 2 reactions Comments 1 comment 2 min read Tyler Durden: The Alpha and Omega of Cinematic Nihilism christopher adams christopher adams christopher adams Follow Jan 9 '25 Tyler Durden: The Alpha and Omega of Cinematic Nihilism # movies # psychology # culture # fightclub 1 reaction Comments 2 comments 5 min read A Data Pipeline for 1 million movies and 10 million streaming links Alper Ortac Alper Ortac Alper Ortac Follow Dec 1 '24 A Data Pipeline for 1 million movies and 10 million streaming links # windmill # python # movies # goodwatch 14 reactions Comments Add Comment 8 min read LLiMitless: An Outline of The AI Revolution Barış Canatan Barış Canatan Barış Canatan Follow Aug 7 '24 LLiMitless: An Outline of The AI Revolution # ai # movies # llm 18 reactions Comments 2 comments 7 min read Movie Finder Andrea Tosetto Andrea Tosetto Andrea Tosetto Follow Jun 9 '24 Movie Finder # python # movies # algorithms Comments Add Comment 1 min read How to Watch ITV From Outside the UK in 2023? James Robert James Robert James Robert Follow Oct 3 '23 How to Watch ITV From Outside the UK in 2023? # entertainment # movies Comments Add Comment 7 min read Movie Code: The Best Cinematic Inspirations for Programmers hebert villafuerte hebert villafuerte hebert villafuerte Follow Jun 9 '23 Movie Code: The Best Cinematic Inspirations for Programmers # webdev # developer # movies # inspiration 1 reaction Comments Add Comment 2 min read Movies for/about coders and such George K. George K. George K. Follow Feb 15 '23 Movies for/about coders and such # movies # series # tv 1 reaction Comments 2 comments 1 min read Creating a Twitter Bot with Phoenix Kevin Expósito Kevin Expósito Kevin Expósito Follow Dec 13 '22 Creating a Twitter Bot with Phoenix # elixir # phoenix # uruguay # movies 7 reactions Comments Add Comment 4 min read Let's help each other find good horror movies! Michael Tharrington Michael Tharrington Michael Tharrington Follow Oct 12 '22 Let's help each other find good horror movies! # watercooler # discuss # halloween # movies 44 reactions Comments 80 comments 1 min read IMDb sentiment modeling with the CountVectorizer manifoldmindaway manifoldmindaway manifoldmindaway Follow Jul 4 '22 IMDb sentiment modeling with the CountVectorizer # python # nlp # movies # prediction 5 reactions Comments Add Comment 11 min read Model evaluation - MAP@K Mage AI Mage AI Mage AI Follow Apr 14 '22 Model evaluation - MAP@K # mageacademy # ranking # machinelearning # movies 12 reactions Comments 1 comment 7 min read Graphing Movie Rating Distribution For No Good Reason Raymond Camden Raymond Camden Raymond Camden Follow Jul 14 '21 Graphing Movie Rating Distribution For No Good Reason # javascript # movies 1 reaction Comments Add Comment 5 min read Which movies or series about programming would you recommend? Andreas Andreas Andreas Follow Dec 5 '19 Which movies or series about programming would you recommend? # watercooler # question # movies # discuss 246 reactions Comments 82 comments 1 min read Let's Talk about Movies! Part 1 Aashir Khan Aashir Khan Aashir Khan Follow Oct 16 '19 Let's Talk about Movies! Part 1 # webdev # movies # motivation # career 46 reactions Comments 24 comments 2 min read What's your most re-watchable movie? Ben Halpern Ben Halpern Ben Halpern Follow Jul 19 '19 What's your most re-watchable movie? # watercooler # offtopic # movies 62 reactions Comments 174 comments 1 min read What's your favorite programming/hacking movie/show? Fernando B 🚀 Fernando B 🚀 Fernando B 🚀 Follow Jul 20 '19 What's your favorite programming/hacking movie/show? # watercooler # offtopic # movies 5 reactions Comments 12 comments 1 min read Building an API with Lambdas and API Gateway Sam Williams Sam Williams Sam Williams Follow Aug 24 '18 Building an API with Lambdas and API Gateway # apiintegration # movies # awslambda # apigateway 7 reactions Comments Add Comment 6 min read 10 Tech Movies to Get You Coding Again Zach Alexander Zach Alexander Zach Alexander Follow Dec 8 '16 10 Tech Movies to Get You Coding Again # fun # hacking # programming # movies 65 reactions Comments 43 comments 10 min read loading... trending guides/resources The Architect of Time: A Comprehensive Guide to Christopher Nolan's Style -- By Adel Abdel-Dayem ... The Prompt-Origin Paradox: Why the Future of Art is Curation, Not Creation — By Adel Abdel-Dayem 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account	2026-01-13T08:49:44
https://dev.to/t/algoliachallenge	Algolia MCP Server Challenge - 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 Algolia MCP Server Challenge Follow Hide This is the official tag for submissions and announcements related to Algolia Challenges. Create Post about #algoliachallenge Check out our latest Algolia Agent Studio Challenge ! Older #algoliachallenge posts 1 2 3 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu A Deterministic PC Builder That Refuses to Guess — Powered by Algolia Agent Studio yuer yuer yuer Follow Jan 12 A Deterministic PC Builder That Refuses to Guess — Powered by Algolia Agent Studio # devchallenge # algoliachallenge # ai # agents Comments Add Comment 3 min read Building an Intelligent Product Discovery Agent with Algolia ANIRUDDHA ADAK ANIRUDDHA ADAK ANIRUDDHA ADAK Follow Jan 12 Building an Intelligent Product Discovery Agent with Algolia # devchallenge # algoliachallenge # ai # agents Comments Add Comment 2 min read 🏥 Medical Knowledge Assistant: AI-Powered Health Information with Algolia Agent Studio Algolia MCP Server Challenge: Ultimate user Experience Daniel Jemiri Daniel Jemiri Daniel Jemiri Follow Jan 9 🏥 Medical Knowledge Assistant: AI-Powered Health Information with Algolia Agent Studio # devchallenge # algoliachallenge # ai # agents 3 reactions Comments Add Comment 3 min read Silent Plumbing Assistant – A Non-Conversational Retail Intelligence Agent Algolia MCP Server Challenge: Ultimate user Experience Venkatesh Prasanna Venkatesh Prasanna Venkatesh Prasanna Follow Jan 9 Silent Plumbing Assistant – A Non-Conversational Retail Intelligence Agent # devchallenge # algoliachallenge # ai # agents Comments 1 comment 2 min read Silent Spend Tracker – A Non-Conversational Agent for Automatic Daily Expense Totals Algolia MCP Server Challenge: Ultimate user Experience Venkatesh Prasanna Venkatesh Prasanna Venkatesh Prasanna Follow Jan 9 Silent Spend Tracker – A Non-Conversational Agent for Automatic Daily Expense Totals # devchallenge # algoliachallenge # ai # agents Comments Add Comment 2 min read Join the Algolia Agent Studio Challenge: $3,000 in Prizes! Jess Lee Jess Lee Jess Lee Follow for The DEV Team Jan 7 Join the Algolia Agent Studio Challenge: $3,000 in Prizes! # algoliachallenge # devchallenge # agents # webdev 98 reactions Comments 12 comments 5 min read Building an IPL Cricket Stats Assistant with Algolia Agent Studio Algolia MCP Server Challenge: Ultimate user Experience Sreenu Sasubilli Sreenu Sasubilli Sreenu Sasubilli Follow Jan 10 Building an IPL Cricket Stats Assistant with Algolia Agent Studio # devchallenge # algoliachallenge # ai # agents 1 reaction Comments Add Comment 3 min read Use Algolia MCP Server & VSCode GitHub Copilot to Find and Submit Unique Projects in Dev Challenges! ❤️‍🔥 Algolia MCP Server Challenge: Ultimate user Experience Fayaz Fayaz Fayaz Follow Jul 28 '25 Use Algolia MCP Server & VSCode GitHub Copilot to Find and Submit Unique Projects in Dev Challenges! ❤️‍🔥 # devchallenge # algoliachallenge # webdev # ai 34 reactions Comments 8 comments 3 min read The Future of Investment Platforms: My Journey Building Portfolio Rebalancer with Algolia MCP Algolia MCP Server Challenge: Ultimate user Experience Cristian Mendoza Cristian Mendoza Cristian Mendoza Follow Jul 30 '25 The Future of Investment Platforms: My Journey Building Portfolio Rebalancer with Algolia MCP # devchallenge # algoliachallenge # webdev # ai 12 reactions Comments Add Comment 3 min read My Beginner Journey into Web3 and Exploring Algolia’s MCP Server 🚀 Umar Briamah Umar Briamah Umar Briamah Follow Jul 30 '25 My Beginner Journey into Web3 and Exploring Algolia’s MCP Server 🚀 # devchallenge # algoliachallenge # beginners # web3 13 reactions Comments 1 comment 2 min read Congrats to the Algolia MCP Challenge Winners! dev.to staff dev.to staff dev.to staff Follow for The DEV Team Aug 7 '25 Congrats to the Algolia MCP Challenge Winners! # devchallenge # algoliachallenge # ai # webdev 62 reactions Comments 22 comments 2 min read Smart Discount Generator (SDG): AI-Powered E-commerce Intelligence with Algolia MCP Algolia MCP Server Challenge: Backend Data Optimization naveen g naveen g naveen g Follow Jul 28 '25 Smart Discount Generator (SDG): AI-Powered E-commerce Intelligence with Algolia MCP # devchallenge # algoliachallenge # webdev # ai 17 reactions Comments Add Comment 3 min read AI-Powered Real Estate Intelligence Platform Algolia MCP Server Challenge: Backend Data Optimization Vivek V. Vivek V. Vivek V. Follow for AWS Community Builders Jul 28 '25 AI-Powered Real Estate Intelligence Platform # devchallenge # algoliachallenge # webdev # ai 26 reactions Comments Add Comment 5 min read Synapse Algolia MCP Server Challenge Haseeb Arshad Haseeb Arshad Haseeb Arshad Follow Jul 28 '25 Synapse # devchallenge # algoliachallenge # webdev # ai 20 reactions Comments Add Comment 1 min read CodeConnect: The Ultimate Developer Networking Platform Powered by Algolia MCP Server Algolia MCP Server Challenge: Ultimate user Experience ANIRUDDHA ADAK ANIRUDDHA ADAK ANIRUDDHA ADAK Follow Jul 28 '25 CodeConnect: The Ultimate Developer Networking Platform Powered by Algolia MCP Server # devchallenge # algoliachallenge # webdev # ai 17 reactions Comments Add Comment 2 min read Gotta Search 'Em All, MCP!! 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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 OpenAI Follow Hide OpenAI is an artificial intelligence (AI) research laboratory consisting of the for-profit corporation OpenAI LP and its parent company, the non-profit OpenAI Inc. Create Post submission guidelines We welcome all posts around the topic of OpenAI - technical articles, personal stories, and discussions around GPT-3, ChatGPT, DALL-E, and Whisper! Older #openai 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 使用 Gitea Actions 與 OpenAI 實現自動化 PR Code Review Let's Write Let's Write Let's Write Follow Nov 23 '25 使用 Gitea Actions 與 OpenAI 實現自動化 PR Code Review # gitea # openai # codereview # ai Comments Add Comment 5 min read Comment Blob IA: l’interconnexion Nvidia-OpenAI-Google-Microsoft change tout? Camille Vingere Camille Vingere Camille Vingere Follow Nov 22 '25 Comment Blob IA: l’interconnexion Nvidia-OpenAI-Google-Microsoft change tout? # gpt5 # azure # nvidia # openai Comments Add Comment 6 min read Top LLM Tools Companies Are Using to Add AI to Their Products in 2025 Josh Lee Josh Lee Josh Lee Follow Nov 21 '25 Top LLM Tools Companies Are Using to Add AI to Their Products in 2025 # llm # ai # openai # rag 1 reaction Comments 1 comment 6 min read How I processed 2,000 concurrent OpenAI requests using Node.js Streams (Zero 429 Errors) CatMap CatMap CatMap Follow Dec 4 '25 How I processed 2,000 concurrent OpenAI requests using Node.js Streams (Zero 429 Errors) # javascript # node # openai # webdev Comments Add Comment 3 min read What Is ChatGPT Atlas? Qwegle Tech Qwegle Tech Qwegle Tech Follow Nov 20 '25 What Is ChatGPT Atlas? # chatgpt # openai # ai # qwegle Comments Add Comment 4 min read Language Agent Tree Search Unifies Reasoning, Acting, and Planning in Language Models Tutty Tutty Tutty Follow Dec 23 '25 Language Agent Tree Search Unifies Reasoning, Acting, and Planning in Language Models # algorithms # openai # machinelearning Comments Add Comment 2 min read How to Build an AI-Driven Study Assistant Using Python and OpenAI APIs Allen Bailey Allen Bailey Allen Bailey Follow Nov 19 '25 How to Build an AI-Driven Study Assistant Using Python and OpenAI APIs # openai # tutorial # ai # python Comments Add Comment 4 min read When Announcements Replace Innovation: OpenAI’s Code Red 🚨 Denis Stetskov Denis Stetskov Denis Stetskov Follow Dec 19 '25 When Announcements Replace Innovation: OpenAI’s Code Red 🚨 # discuss # ai # openai # llm 2 reactions Comments Add Comment 3 min read Building a Production-Ready AI ChatBot Platform with Real-Time Analytics Vivek Yadav Vivek Yadav Vivek Yadav Follow Nov 17 '25 Building a Production-Ready AI ChatBot Platform with Real-Time Analytics # openai # ai # oauth # analytics 1 reaction Comments Add Comment 13 min read Stop Paying OpenAI: Free Local AI in .NET with Ollama Mashrul Haque Mashrul Haque Mashrul Haque Follow Dec 16 '25 Stop Paying OpenAI: Free Local AI in .NET with Ollama # dotnet # openai # ollama # csharp 7 reactions Comments 2 comments 13 min read How to Install OpenAPI (Swagger) Editor Plugin in Eclipse Offline rinaxsumomo rinaxsumomo rinaxsumomo Follow Nov 14 '25 How to Install OpenAPI (Swagger) Editor Plugin in Eclipse Offline # swagger # eclipse # openai Comments Add Comment 2 min read Implementing Semantic Search with pgvector + OpenAI Embeddings pipipi-dev pipipi-dev pipipi-dev Follow Dec 17 '25 Implementing Semantic Search with pgvector + OpenAI Embeddings # postgres # openai # typescript # nextjs Comments Add Comment 5 min read The Curious Case of ChatGPT Hallucinations Praveen Radhakrishnan Praveen Radhakrishnan Praveen Radhakrishnan Follow Nov 12 '25 The Curious Case of ChatGPT Hallucinations # chatgpt # ai # machinelearning # openai 1 reaction Comments Add Comment 3 min read LangChain and OpenRouter in Python vinod vinod vinod Follow Nov 27 '25 LangChain and OpenRouter in Python # python # ai # langchain # openai Comments Add Comment 2 min read openai-whisper从多媒体抽取文本（windows GPU 版本） drake drake drake Follow Nov 12 '25 openai-whisper从多媒体抽取文本（windows GPU 版本） # openai # python # tutorial # ai Comments Add Comment 1 min read When AI Plays With Thrones: Why the Latest Lawsuit Against ChatGPT Matters for Devs Jesse Jesse Jesse Follow Nov 13 '25 When AI Plays With Thrones: Why the Latest Lawsuit Against ChatGPT Matters for Devs # ai # openai # machinelearning # developers Comments Add Comment 2 min read OpenAI Rebrands to OpaqueAI Rich Jeffries Rich Jeffries Rich Jeffries Follow Nov 22 '25 OpenAI Rebrands to OpaqueAI # rant # ai # openai Comments Add Comment 10 min read ✅ I Changed Just One Line and My AI Bot Suddenly Stopped Hallucinating Chris Technology Chris Technology Chris Technology Follow Nov 10 '25 ✅ I Changed Just One Line and My AI Bot Suddenly Stopped Hallucinating # ai # programming # openai Comments Add Comment 5 min read Why GPT-5.2 is Coming Soon: The Race to Lead the AI Revolution Srijan Kumar Srijan Kumar Srijan Kumar Follow Dec 13 '25 Why GPT-5.2 is Coming Soon: The Race to Lead the AI Revolution # news # openai # vibecoding Comments Add Comment 6 min read How Bifrost Integrates With Your Existing LLM Stack (No Refactoring Required) Kuldeep Paul Kuldeep Paul Kuldeep Paul Follow Dec 12 '25 How Bifrost Integrates With Your Existing LLM Stack (No Refactoring Required) # openai # tooling # architecture # llm 5 reactions Comments Add Comment 4 min read Embeddings y RAG en aplicaciones web Jean Carlo Vittory Laguna Jean Carlo Vittory Laguna Jean Carlo Vittory Laguna Follow Nov 8 '25 Embeddings y RAG en aplicaciones web # openai # vectordatabase # ai # node Comments Add Comment 8 min read OpenAI Hits 1 Million Business Customers — and It’s Just Getting Started Logic Verse Logic Verse Logic Verse Follow Nov 8 '25 OpenAI Hits 1 Million Business Customers — and It’s Just Getting Started # openai # chatgpt # generativeai # enterpriseai Comments Add Comment 3 min read Gemini CLI vs. Codex CLI: The Battle for Your Terminal Tech Croc Tech Croc Tech Croc Follow Dec 11 '25 Gemini CLI vs. Codex CLI: The Battle for Your Terminal # gemini # cli # githubcopilot # openai 5 reactions Comments Add Comment 5 min read Stop Burning Cash: Real-World Lessons in LLM Token Optimisation ZhiHong Chua ZhiHong Chua ZhiHong Chua Follow Nov 7 '25 Stop Burning Cash: Real-World Lessons in LLM Token Optimisation # ai # performance # openai Comments Add Comment 2 min read Claude vs ChatGPT vs Gemini: Why Anthropic’s AI Outcodes the Rest? Grenish rai Grenish rai Grenish rai Follow Nov 9 '25 Claude vs ChatGPT vs Gemini: Why Anthropic’s AI Outcodes the Rest? # ai # openai # gemini # anthropic 5 reactions Comments 1 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. 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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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 Docker Follow Hide Stories about Docker as a technology (containers, CLI, Engine) or company (Docker Hub, Docker Swarm). Create Post submission guidelines All docker-related stories are allowed, eg: security, docker-compose, images, commands or platform-specific issues. about #docker Docker is the most popular container solution, a way to perform operating-system level virtualization of processes. Containers are used to pack/wrap an application including all its dependencies and ship it as a single package. Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Load Balancing a Simple Static Site with Docker and Nginx: A Beginner's Journey Niraj Maharjan Niraj Maharjan Niraj Maharjan Follow Jan 12 Load Balancing a Simple Static Site with Docker and Nginx: A Beginner's Journey # docker # nginx # loadbalance # beginners Comments Add Comment 11 min read Complete Guide: Deploying a Laravel + React Application on Kubernetes with Minikube Vishwa Pratap Singh Vishwa Pratap Singh Vishwa Pratap Singh Follow Jan 12 Complete Guide: Deploying a Laravel + React Application on Kubernetes with Minikube # kubernetes # docker # laravel # react 1 reaction Comments Add Comment 8 min read 🚀 Building a Modern PHP Microservices Architecture with Docker Alan Varghese Alan Varghese Alan Varghese Follow Jan 12 🚀 Building a Modern PHP Microservices Architecture with Docker # php # docker # microservices # devops Comments Add Comment 7 min read Here Are the 7 Best Resources to Master Docker Stack Overflowed Stack Overflowed Stack Overflowed Follow Jan 12 Here Are the 7 Best Resources to Master Docker # webdev # programming # docker # containers Comments Add Comment 4 min read [Golang] Deploy Docker Containers on GitHub with Heroku (One-Click) Evan Lin Evan Lin Evan Lin Follow Jan 11 [Golang] Deploy Docker Containers on GitHub with Heroku (One-Click) # docker # go # devops # tutorial Comments Add Comment 4 min read Go-GORM: CRUD basico + Postgres Docker (Parte 1). Carlos Andres Lopez Carlos Andres Lopez Carlos Andres Lopez Follow Jan 12 Go-GORM: CRUD basico + Postgres Docker (Parte 1). # go # goorm # programacion # docker Comments Add Comment 5 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 Essential Docker Commands You Should Know Manikanta Yarramsetti Manikanta Yarramsetti Manikanta Yarramsetti Follow Jan 11 Essential Docker Commands You Should Know # docker # cli # programming Comments Add Comment 2 min read Docker Compose overview Megha Sharma Megha Sharma Megha Sharma Follow Jan 11 Docker Compose overview # docker # containers # devops # learning Comments Add Comment 6 min read Demystifying Docker - Part 2 Paul Clegg Paul Clegg Paul Clegg Follow Jan 11 Demystifying Docker - Part 2 # docker # laravel # containers # php Comments Add Comment 9 min read Build a Professional Real-Time Chat App with Docker, Flask, and Socket.IO Rodney Gitonga Rodney Gitonga Rodney Gitonga Follow Jan 10 Build a Professional Real-Time Chat App with Docker, Flask, and Socket.IO # showdev # tutorial # docker # python Comments Add Comment 2 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 Containerizing & Orchestrating a Full-Stack E-commerce Platform with Docker and Kubernetes YADNESH RAUT YADNESH RAUT YADNESH RAUT Follow Jan 10 Containerizing & Orchestrating a Full-Stack E-commerce Platform with Docker and Kubernetes # docker # kubernetes # webdev # devops 1 reaction Comments Add Comment 4 min read vLLM Quickstart: High-Performance LLM Serving Rost Rost Rost Follow Jan 10 vLLM Quickstart: High-Performance LLM Serving # llm # ai # python # docker Comments Add Comment 18 min read Getting Started with Docker Ethan Zhang Ethan Zhang Ethan Zhang Follow Jan 9 Getting Started with Docker # docker # devops # tutorial # beginners Comments Add Comment 1 min read How I Bypassed Google's Broken Python SDK to Build an AI Pipeline in Docker Shashank Chakraborty Shashank Chakraborty Shashank Chakraborty Follow Jan 9 How I Bypassed Google's Broken Python SDK to Build an AI Pipeline in Docker # ai # docker # google # python Comments 1 comment 3 min read From Linux Primitives to Docker Swarm: A Deep Dive into Container Networking 🚀 Christian Ameachi Christian Ameachi Christian Ameachi Follow Jan 9 From Linux Primitives to Docker Swarm: A Deep Dive into Container Networking 🚀 # devops # docker # linux # networking 3 reactions Comments Add Comment 2 min read Demystifying Docker Paul Clegg Paul Clegg Paul Clegg Follow Jan 9 Demystifying Docker # php # webdev # containers # docker Comments Add Comment 8 min read Dockerizing an Angular SSR App for Production (Single Origin + /api Proxy + Working Transfer Cache) Ultra Wizard Ultra Wizard Ultra Wizard Follow Jan 9 Dockerizing an Angular SSR App for Production (Single Origin + /api Proxy + Working Transfer Cache) # docker # javascript # tutorial # angular Comments Add Comment 4 min read Self-hosting DocuSeal the easy way atakanozt atakanozt atakanozt Follow Jan 9 Self-hosting DocuSeal the easy way # docker # selfhosted # tutorial # opensource 15 reactions Comments 2 comments 4 min read Day-31 Kubernetes Hit Me Hard Today: RBAC, CRDs, and Imposter Syndrome Jayanth Dasari Jayanth Dasari Jayanth Dasari Follow Jan 9 Day-31 Kubernetes Hit Me Hard Today: RBAC, CRDs, and Imposter Syndrome # kubernetes # docker # devops # aws Comments Add Comment 2 min read Docker Kanvas Challenges Helm and Kustomize for Kubernetes Dominance Latchu@DevOps Latchu@DevOps Latchu@DevOps Follow Jan 9 Docker Kanvas Challenges Helm and Kustomize for Kubernetes Dominance # devops # docker # kubernetes # containers 5 reactions Comments Add Comment 3 min read Docker Compose Magic: How to Automate All Your Container Updates with Watchtower and Diun ITpraktika.com ITpraktika.com ITpraktika.com Follow Jan 9 Docker Compose Magic: How to Automate All Your Container Updates with Watchtower and Diun # docker # devops # automation # containers Comments Add Comment 6 min read Docker en producción: menos peso, más performance Alejo Suarez Alejo Suarez Alejo Suarez Follow for Adini Jan 9 Docker en producción: menos peso, más performance # devops # docker # cloud # performance Comments Add Comment 2 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 loading... trending guides/resources Understanding Kubernetes: part 60 – Kubernetes 1.35 Changelog 🚀 SWAG : Le Reverse Proxy Docker qui va révolutionner votre homelab ! 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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 Shahriyar Al Mustakim Mitul I am a 2nd year CSE Student 😊 Location Dhaka,Bangladesh Joined Joined on Oct 17, 2020 github website twitter website Work Student Five Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least five years. Got it Close 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 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 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. 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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 Hacktoberfest 2020 Awarded for successful completion of the 2020 Hacktoberfest challenge. Got it Close Show all 13 badges More info about @mitul3737 Organizations AWS Community Builders Currently learning Python Post 152 posts published Comment 4 comments written Tag 30 tags followed DevOps Prerequisite (Part 9): SSL and TLS Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Oct 2 '24 DevOps Prerequisite (Part 9): SSL and TLS # devops # security Comments Add Comment 5 min read Want to connect with Shahriyar Al Mustakim Mitul? Create an account to connect with Shahriyar Al Mustakim Mitul. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in TinyML - Harvard University : Part 1 Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Jan 24 '24 TinyML - Harvard University : Part 1 # machinelearning 2 reactions Comments Add Comment 4 min read Unlocking the Power of Auth0: Streamlining Authentication and Authorization for Modern Apps Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Jan 18 '24 Unlocking the Power of Auth0: Streamlining Authentication and Authorization for Modern Apps # auth0 1 reaction Comments Add Comment 2 min read MBA with me : Mitul Shahriyar ( Part 9) Projecting Financial Management Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Jan 18 '24 MBA with me : Mitul Shahriyar ( Part 9) Projecting Financial Management # mba Comments Add Comment 5 min read Practice Optimizing Prompts Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Jan 5 '24 Practice Optimizing Prompts # ai # promptengineering Comments Add Comment 2 min read MBA with me : Mitul Shahriyar ( Part 7) Managing the Cash Flow Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Dec 4 '23 MBA with me : Mitul Shahriyar ( Part 7) Managing the Cash Flow # mba Comments Add Comment 3 min read MBA with me : Mitul Shahriyar ( Part 6) Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Nov 29 '23 MBA with me : Mitul Shahriyar ( Part 6) # mba Comments Add Comment 8 min read Generative AI in Google Cloud Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Nov 11 '23 Generative AI in Google Cloud # ai 2 reactions Comments Add Comment 11 min read MBA with me : Mitul Shahriyar ( Part 5 ) Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Oct 25 '23 MBA with me : Mitul Shahriyar ( Part 5 ) # mba 1 reaction Comments Add Comment 9 min read MBA with me : Mitul Shahriyar ( Part 4 ) Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Oct 23 '23 MBA with me : Mitul Shahriyar ( Part 4 ) # mba Comments Add Comment 13 min read MBA with me : Mitul Shahriyar ( Part 3 ) Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Oct 21 '23 MBA with me : Mitul Shahriyar ( Part 3 ) # mba 1 reaction Comments Add Comment 5 min read MBA with me : Mitul Shahriyar ( Part 2 ) Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Oct 11 '23 MBA with me : Mitul Shahriyar ( Part 2 ) # mba Comments Add Comment 2 min read MBA with me : Mitul Shahriyar ( Part 1 ) Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Oct 9 '23 MBA with me : Mitul Shahriyar ( Part 1 ) # mba Comments Add Comment 4 min read AWS IAM (Identity and Access Management) Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Sep 19 '23 AWS IAM (Identity and Access Management) # aws Comments Add Comment 3 min read Unable to update X : status-code=409 kind=snap-changes-conflict message= snap "x" has "auto-refesh" change In Progress Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Apr 24 '23 Unable to update X : status-code=409 kind=snap-changes-conflict message= snap "x" has "auto-refesh" change In Progress # linux Comments Add Comment 1 min read Artificial Intelligence vs Machine learning vs Deep Learning vs Generative AI Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Apr 18 '23 Artificial Intelligence vs Machine learning vs Deep Learning vs Generative AI # machinelearning # ai # deeplearning # generativeai 8 reactions Comments Add Comment 1 min read Activate your AWS Account Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Apr 17 '23 Activate your AWS Account # aws 1 reaction Comments 1 comment 3 min read Activate your AWS account Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow for AWS Community Builders Apr 17 '23 Activate your AWS account # aws 6 reactions Comments Add Comment 3 min read Add existing remote repositories to your git bash Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Apr 6 '23 Add existing remote repositories to your git bash 1 reaction Comments Add Comment 1 min read AZ-104: Microsoft Azure Administrator Preparation (Part 1) Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Mar 29 '23 AZ-104: Microsoft Azure Administrator Preparation (Part 1) # azure # identity # authentication 4 reactions Comments 3 comments 9 min read DevOps Prerequisite (Part 7): YAML & Json Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Mar 25 '23 DevOps Prerequisite (Part 7): YAML & Json # devops 1 reaction Comments Add Comment 2 min read DevOps Prerequisite (Part 6): Database Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Mar 24 '23 DevOps Prerequisite (Part 6): Database # devops 1 reaction Comments Add Comment 5 min read DevOps Prerequisite (Part 5): Web server Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Mar 23 '23 DevOps Prerequisite (Part 5): Web server # devops 1 reaction Comments Add Comment 7 min read DevOps Prerequisite (Part 4): Git and GitHub Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Mar 21 '23 DevOps Prerequisite (Part 4): Git and GitHub # devops 1 reaction Comments 1 comment 3 min read DevOps Prerequisite (Part 3): Application basics and Java Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Mar 20 '23 DevOps Prerequisite (Part 3): Application basics and Java # devops 2 reactions Comments Add Comment 4 min read DevOps Prerequisite (Part 3): Application basics (NodeJs & Python) Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Mar 20 '23 DevOps Prerequisite (Part 3): Application basics (NodeJs & Python) # devops 1 reaction Comments Add Comment 5 min read DevOps Prerequisite (Part 2):Networking basics Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Mar 17 '23 DevOps Prerequisite (Part 2):Networking basics # devops 2 reactions Comments Add Comment 7 min read CKS Challenge 1 Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Mar 8 '23 CKS Challenge 1 # cks # kubernetes 3 reactions Comments Add Comment 1 min read CKS Exam prep (Part 1) Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Mar 6 '23 CKS Exam prep (Part 1) # kubernetes 4 reactions Comments Add Comment 8 min read Transport Layer Security (TLS), Public & Private Keys Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Mar 5 '23 Transport Layer Security (TLS), Public & Private Keys # security 8 reactions Comments Add Comment 4 min read Create a free Azure Account Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Feb 28 '23 Create a free Azure Account # azure 4 reactions Comments Add Comment 2 min read DevOps Pre-requisites (Part 1) Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Feb 25 '23 DevOps Pre-requisites (Part 1) # devops Comments Add Comment 4 min read Enter into your folders which has space and command prompt or power shell gives error Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Feb 19 '23 Enter into your folders which has space and command prompt or power shell gives error # discuss # beginners # career # startup 3 reactions Comments Add Comment 1 min read Configure your Windows to work with Azure Active Directory Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Feb 10 '23 Configure your Windows to work with Azure Active Directory # mcp # ai # howto Comments Add Comment 1 min read Claim 2 AWS Certification vouchers for free Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow for AWS Community Builders Feb 6 '23 Claim 2 AWS Certification vouchers for free # devto # announcement # web3 14 reactions Comments 1 comment 1 min read Claim 2 AWS Certifications for free Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Feb 6 '23 Claim 2 AWS Certifications for free # devto # announcement # community # contributorswanted 1 reaction Comments Add Comment 1 min read Change command prompt location from C to D Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Jan 29 '23 Change command prompt location from C to D # gratitude # devrel 1 reaction Comments Add Comment 1 min read Become Microsoft Certified for free Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Jan 15 '23 Become Microsoft Certified for free # career # devops # fullstack # systemdesign 53 reactions Comments 3 comments 4 min read Authenticate using Auth0 Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Jan 14 '23 Authenticate using Auth0 # gratitude 5 reactions Comments Add Comment 1 min read Prepare for AZ-900: Azure App service Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Jan 13 '23 Prepare for AZ-900: Azure App service # showdev # hackathon # career 1 reaction Comments Add Comment 2 min read Prepare for AZ-900: Blob Storage with Labs. Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Jan 13 '23 Prepare for AZ-900: Blob Storage with Labs. # azure Comments Add Comment 7 min read GCP Architecture and Framework Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Dec 29 '22 GCP Architecture and Framework # emptystring 1 reaction Comments Add Comment 2 min read Reduce your steps to set up a VM Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Dec 22 '22 Reduce your steps to set up a VM # discuss # certification # aws # dataengineering 2 reactions Comments Add Comment 4 min read Fix your external IP address for your VM using GCP Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Dec 22 '22 Fix your external IP address for your VM using GCP # gratitude 1 reaction Comments Add Comment 2 min read Difference between Internal and External IP address Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Dec 22 '22 Difference between Internal and External IP address # gratitude # webdev # cloudcomputing 1 reaction Comments Add Comment 1 min read Prepare for Google Cloud Professional Cloud Architect exam : Regions and Zones Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Dec 20 '22 Prepare for Google Cloud Professional Cloud Architect exam : Regions and Zones # docker # security 2 reactions Comments Add Comment 2 min read What is Continuous Integration (CI) Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Nov 19 '22 What is Continuous Integration (CI) # discuss # react # webdev 1 reaction Comments Add Comment 4 min read Want to know what is DevOps through a story? Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Nov 19 '22 Want to know what is DevOps through a story? # watercooler Comments Add Comment 6 min read DSA by Mitul in C++, Python, and Java : Bubble sort Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Nov 11 '22 DSA by Mitul in C++, Python, and Java : Bubble sort # dsa 2 reactions Comments Add Comment 2 min read DSA by Mitul in C++, Python, and Java : Selection Sort Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Nov 11 '22 DSA by Mitul in C++, Python, and Java : Selection Sort # dsa 6 reactions Comments Add Comment 2 min read DSA by Mitul in C++, Python, and Java : Insertion Sort Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Nov 11 '22 DSA by Mitul in C++, Python, and Java : Insertion Sort 1 reaction Comments Add Comment 2 min read DSA by Mitul in C++, Python, and Java : Bucket sort Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Nov 11 '22 DSA by Mitul in C++, Python, and Java : Bucket sort 1 reaction Comments Add Comment 2 min read DSA by Mitul in C++, Python, and Java : Merge Sort (Divide & Conquer Algorithm) Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Nov 11 '22 DSA by Mitul in C++, Python, and Java : Merge Sort (Divide & Conquer Algorithm) 1 reaction Comments Add Comment 3 min read DSA by Mitul in C++, Python, and Java : Quick Sort (Divide and conquer algorithm) Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Nov 11 '22 DSA by Mitul in C++, Python, and Java : Quick Sort (Divide and conquer algorithm) 1 reaction Comments Add Comment 4 min read Run Jupyter notebook in any location Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Oct 29 '22 Run Jupyter notebook in any location # jupyter 2 reactions Comments Add Comment 1 min read DSA by Mitul in C++, Python, and Java : Sorting Algorithms Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Oct 25 '22 DSA by Mitul in C++, Python, and Java : Sorting Algorithms # algorithms # dsa # sort 2 reactions Comments Add Comment 3 min read Create an AWS Account in 4 easy steps ! Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Oct 10 '22 Create an AWS Account in 4 easy steps ! # aws 3 reactions Comments Add Comment 1 min read Create a service account in the Google Cloud Platform using the command line: Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Oct 8 '22 Create a service account in the Google Cloud Platform using the command line: # googlecloud 3 reactions Comments Add Comment 1 min read Create a Virtual Machine Using the command line in Google Cloud Platform Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Oct 8 '22 Create a Virtual Machine Using the command line in Google Cloud Platform # googlecloud 6 reactions Comments 1 comment 2 min read DSA by Mitul in C++, Python, and Java (Part 1): Introduction to Data Structure and Algorithms Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Shahriyar Al Mustakim Mitul Follow Sep 27 '22 DSA by Mitul in C++, Python, and Java (Part 1): Introduction to Data Structure and Algorithms # dsa # ds # algorithms 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. 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	2026-01-13T08:49:44
http://llvm-compile-time-tracker.com/compare.php?from=989ae9e848a079715c2d23e5d3622cac9b48e08e&to=5a2265647ed3f449e9e8e970e27f5e964db851af&stat=instructions	LLVM Compile-Time Tracker Index \| Graphs \| Compare \| About From: To: Metric: instructions instructions:u max-rss task-clock cycles branches branch-misses wall-time size-total size-text size-data size-bss size-file Per-file details:	2026-01-13T08:49:44
https://forem.com/t/gemini/page/8	Google Gemini Page 8 - 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 Google Gemini Follow Hide Create Post Older #gemini 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 Gemini CLI Core Commands: Work Calmly, Ship Confidently James Miller James Miller James Miller Follow Nov 13 '25 Gemini CLI Core Commands: Work Calmly, Ship Confidently # coding # programming # gemini # google 1 reaction Comments Add Comment 3 min read Why Prompts Matter: How AI Answers Change Based on What You Ask Naji Louis Naji Louis Naji Louis Follow Nov 13 '25 Why Prompts Matter: How AI Answers Change Based on What You Ask # ai # chatgpt # gemini # promptengineering Comments Add Comment 2 min read Google Antigravity: The Amazing IDE Powered by Gemini 3 Giorgio Boa Giorgio Boa Giorgio Boa Follow Nov 27 '25 Google Antigravity: The Amazing IDE Powered by Gemini 3 # gemini # google # webdev # programming 2 reactions Comments Add Comment 2 min read Retro vibes with LLMs Kay Kay Kay Follow Nov 14 '25 Retro vibes with LLMs # terminal # gemini # webapp # webdev Comments Add Comment 1 min read Gemini CLI Hidden Features: Automatic Session Saving Vladislav Guzey Vladislav Guzey Vladislav Guzey Follow Dec 16 '25 Gemini CLI Hidden Features: Automatic Session Saving # gemini # ai # programming # terminal 2 reactions Comments 1 comment 3 min read Aprenda Idiomas com a Ajuda de um Gem Personalizado INGRID SILVA INGRID SILVA INGRID SILVA Follow Nov 12 '25 Aprenda Idiomas com a Ajuda de um Gem Personalizado # gemini Comments Add Comment 6 min read How I built a privacy-first ChatGPT migrator (and why JSON parsing is a nightmare) Tom Tom Tom Follow Dec 16 '25 How I built a privacy-first ChatGPT migrator (and why JSON parsing is a nightmare) # chatgpt # llm # gemini # ai 7 reactions Comments 6 comments 1 min read How Gemini, GPT-5, and Modern LLMs Actually Work — A Simple Explanation Siddharth kathuroju Siddharth kathuroju Siddharth kathuroju Follow Nov 17 '25 How Gemini, GPT-5, and Modern LLMs Actually Work — A Simple Explanation # ai # chatgpt # gemini # machinelearning Comments Add Comment 4 min read Building an AI-Powered Alt Text Generator with Angular, Firebase AI Logic, and Gemini 3 Connie Leung Connie Leung Connie Leung Follow Dec 11 '25 Building an AI-Powered Alt Text Generator with Angular, Firebase AI Logic, and Gemini 3 # angular # firebase # gemini # aisprint 32 reactions Comments 2 comments 6 min read Gemini 3 and Antigravity Gave Me Some Free Time Giorgio Boa Giorgio Boa Giorgio Boa Follow Dec 4 '25 Gemini 3 and Antigravity Gave Me Some Free Time # ai # gemini # webdev # programming 2 reactions Comments Add Comment 3 min read Antigravity for Developers: Lifting the Burden with Gemini 3 Agents Giorgio Boa Giorgio Boa Giorgio Boa Follow Dec 16 '25 Antigravity for Developers: Lifting the Burden with Gemini 3 Agents # gemini # google # ai # development 1 reaction Comments Add Comment 2 min read How I "Vibe Coded" a Secure AI Finance App (Without Writing the Boilerplate) Swofski Swofski Swofski Follow Nov 24 '25 How I "Vibe Coded" a Secure AI Finance App (Without Writing the Boilerplate) # showdev # webdev # ai # gemini Comments Add Comment 2 min read CharGen Education Track: Build Apps with Google AI Studio annamalai2912 annamalai2912 annamalai2912 Follow Dec 15 '25 CharGen # deved # learngoogleaistudio # ai # gemini Comments Add Comment 2 min read 🎧 ReCDFyi: Bringing the Mixtape Era Back to Life With Cloud, Web, and Kiro vinamra sharma vinamra sharma vinamra sharma Follow Dec 5 '25 🎧 ReCDFyi: Bringing the Mixtape Era Back to Life With Cloud, Web, and Kiro # kiro # webdev # ai # gemini 5 reactions Comments Add Comment 3 min read ADK, Gemini & Javelit = 😍 Jean-Phi Baconnais Jean-Phi Baconnais Jean-Phi Baconnais Follow for Zenika Dec 15 '25 ADK, Gemini & Javelit = 😍 # gemini # adk # ai # development 6 reactions Comments Add Comment 5 min read OptimaWave AgentAI Travel Planner Bharat Bika Bharat Bika Bharat Bika Follow Dec 13 '25 OptimaWave AgentAI Travel Planner # ai # gemini # googleaichallenge # devchallenge 6 reactions Comments 3 comments 4 min read How to Automate GitHub Workflows with Gemini CLI and the MCP Toolkit for Docker Picoable Picoable Picoable Follow Nov 9 '25 How to Automate GitHub Workflows with Gemini CLI and the MCP Toolkit for Docker # gemini # github # docker # automation Comments Add Comment 6 min read MindMesh AI - 7 AI Agents Debate Your Decisions in Real-Time DEV's Worldwide Show and Tell Challenge Submission 🎥 Simran Shaikh Simran Shaikh Simran Shaikh Follow Dec 13 '25 MindMesh AI - 7 AI Agents Debate Your Decisions in Real-Time # muxchallenge # agents # gemini # ai 11 reactions Comments Add Comment 6 min read How to Use Laravel Boost with Gemini CLI William Meier William Meier William Meier Follow Nov 9 '25 How to Use Laravel Boost with Gemini CLI # gemini # laravel # tutorial # ai Comments Add Comment 2 min read 🚀 Building a Job Search Agent with Mastra, Google Gemini, and A2A Protocol Silas Ojugo Silas Ojugo Silas Ojugo Follow Nov 9 '25 🚀 Building a Job Search Agent with Mastra, Google Gemini, and A2A Protocol # mastra # gemini # webdev # a2a Comments Add Comment 7 min read Build Your First ADK Agent Workforce Mollie Pettit Mollie Pettit Mollie Pettit Follow for Google AI Dec 12 '25 Build Your First ADK Agent Workforce # ai # agents # gemini # opensource 37 reactions Comments Add Comment 4 min read From Chatbot to Agentic System: Lessons from the AI Agent Bake-off Abraham Gomez Abraham Gomez Abraham Gomez Follow Dec 9 '25 From Chatbot to Agentic System: Lessons from the AI Agent Bake-off # agents # adk # gemini # googlecloud 8 reactions Comments Add Comment 5 min read Agent Factory Recap: Keith Ballinger on AI, The Future of Development, and Vibe Coding Mollie Pettit Mollie Pettit Mollie Pettit Follow for Google AI Dec 12 '25 Agent Factory Recap: Keith Ballinger on AI, The Future of Development, and Vibe Coding # ai # vibecoding # productivity # gemini 31 reactions Comments Add Comment 6 min read Creating a Gemini Daemon and a Multi-Layer Helper System for OS-Level AI Integration in Debian Muhammed Shafin P Muhammed Shafin P Muhammed Shafin P Follow Nov 10 '25 Creating a Gemini Daemon and a Multi-Layer Helper System for OS-Level AI Integration in Debian # hejhdiss # linux # ai # gemini 5 reactions Comments Add Comment 4 min read I Built a Recipe App That Sees Your Ingredients with Google Gemini MakendranG MakendranG MakendranG Follow Nov 8 '25 I Built a Recipe App That Sees Your Ingredients with Google Gemini # google # gemini # ai 5 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. 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	2026-01-13T08:49:44
https://dev.to/sunny7899/guide-to-get-started-with-retrieval-augmented-generation-rag-16m8#comments	Guide to get started with Retrieval-Augmented Generation (RAG) - 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 Neweraofcoding Posted on Jan 12 Guide to get started with Retrieval-Augmented Generation (RAG) # beginners # llm # rag # tutorial 🔹 What is RAG? (in simple words) Retrieval-Augmented Generation (RAG) combines: Search (Retrieval) → find relevant information from your data Generation → let an LLM generate answers using that data 👉 Instead of guessing, the AI looks up facts first , then answers. 🧠 Why RAG is important Reduces hallucinations Answers from your own data (PDFs, docs, DBs, APIs) Keeps data up-to-date (no retraining needed) Perfect for chatbots, internal tools, search, Q&A 🧩 RAG Architecture (high level) Flow: User asks a question Relevant documents are retrieved Retrieved context is sent to LLM LLM generates an answer grounded in data 🛠️ Core Components of RAG 1️⃣ Data Source PDFs Word files Markdown Databases APIs Websites 2️⃣ Embeddings Text → numerical vectors for similarity search Popular models: OpenAI embeddings SentenceTransformers 3️⃣ Vector Database Stores embeddings for fast search: FAISS (local) Pinecone Weaviate Chroma 4️⃣ LLM (Generator) Examples: GPT-4 / GPT-4o Claude Llama ⚙️ Minimal RAG Setup (Beginner) Step 1: Install dependencies pip install langchain faiss-cpu openai tiktoken Enter fullscreen mode Exit fullscreen mode Step 2: Load & embed documents from langchain.document_loaders import TextLoader from langchain.embeddings import OpenAIEmbeddings from langchain.vectorstores import FAISS loader = TextLoader ( " data.txt " ) docs = loader . load () embeddings = OpenAIEmbeddings () db = FAISS . from_documents ( docs , embeddings ) Enter fullscreen mode Exit fullscreen mode Step 3: Retrieve + generate answer query = " What is RAG? " docs = db . similarity_search ( query ) from langchain.chat_models import ChatOpenAI llm = ChatOpenAI () response = llm . predict ( f " Answer using this context: \n { docs } \n\n Question: { query } " ) print ( response ) Enter fullscreen mode Exit fullscreen mode 🎉 That’s a working RAG system 🧪 What RAG is used for (real examples) 📄 PDF Chatbots 🏢 Internal company knowledge base 🧑‍⚖️ Legal document search 🩺 Medical guidelines assistant 💻 Developer documentation bots ⚠️ Common beginner mistakes ❌ Stuffing too much text into prompt ❌ Not chunking documents ❌ Using wrong chunk size ❌ Skipping metadata ❌ Expecting RAG to “reason” without good data ✅ Best practices (Day-1) Chunk size: 500–1000 tokens Add source citations Use top-k retrieval (k=3–5) Keep prompts explicit: “Answer only from context” 🚀 Next steps (recommended) Add document chunking Use metadata filtering Add citations Use hybrid search (keyword + vector) Add reranking 🧠 When NOT to use RAG Math-heavy reasoning Code generation without context Creative writing Pure chatbots AI with graphs 15 april conf https://neo4j.registration.goldcast.io/events/d11441d0-5a74-463d-ab1d-22f03c939c3c https://sessionize.com/nodesai2026/ Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. 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Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Neweraofcoding Follow Expert Front end developer with Angular, and React experience Location Delhi India Joined Nov 4, 2020 More from Neweraofcoding Getting Started with Vite # beginners # frontend # javascript # tooling How to Integrate Zomato MCP in a Next.js Application # nextjs # tutorial # mcp # ai Building a Custom NLP Model from Scratch: From Idea to Real-World Impact # webdev # programming # ai # beginners 💎 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/berviantoleo#main-content	Bervianto Leo Pratama - 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 Bervianto Leo Pratama AWS Community Builder \| Software Engineer \| Focus on topics: Microservices, Cloud Computing, and Cyber Security. Location Bandung, Indonesia Joined Joined on Aug 9, 2018 Email address bervianto.leo@gmail.com Personal website https://berviantoleo.my.id github website twitter website Education Bachelor of Science, Computer Science Pronouns He/His/Him Work Software Engineer Seven Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least seven years. 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Got it Close Show all 22 badges More info about @berviantoleo Organizations AWS Community Builders Docker GitHub Repositories udacity-azure-project-1 Submission Azure Developer ND 1 Python • 1 star elixir-exploration Explore more about elixir Elixir • 6 stars udacity-azure-project-3 Submission Azure Developer ND 3 CSS • 3 stars udacity-azure-project-2 Submission Azure Developer ND 2 Python react-multi-crop react-multi-crop component use fabric.js TypeScript • 7 stars udacity-azure-project-4 Submission Azure Developer ND 4 Python Skills/Languages Cloud Computing, Microservices, Cyber Security, DevOps Currently learning Cloud Computing, Microservices, Cyber Security, DevOps Currently hacking on Cloud Computing and DevOps Available for Mentoring and discussion about microservices and backend Post 107 posts published Comment 58 comments written Tag 16 tags followed Pin Pinned Exploring .NET Aspire and Adding it to my existing boilerplate Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 5 '25 Exploring .NET Aspire and Adding it to my existing boilerplate # dotnet # devops # programming # docker 1 reaction Comments Add Comment 6 min read .NET 8 + Docker Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow May 10 '23 .NET 8 + Docker # beginners # docker # dotnet 6 reactions Comments Add Comment 2 min read Exploring HashiCorp Vault with Vault .NET Client Library Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 23 '23 Exploring HashiCorp Vault with Vault .NET Client Library # vault # dotnet # tutorial 7 reactions Comments 1 comment 4 min read Exploring AWS Lambda Function URL using .NET Container - Part 1 Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Apr 30 '22 Exploring AWS Lambda Function URL using .NET Container - Part 1 # dotnet # docker # aws # serverless 11 reactions Comments Add Comment 5 min read Let's Get Started with Echo, Go, AWS SDK for GO, and AWS S3 Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Mar 25 '22 Let's Get Started with Echo, Go, AWS SDK for GO, and AWS S3 # aws # go # tutorial # programming 11 reactions Comments 5 comments 4 min read Importing my AWS IAM Role to Terraform using Terraform Search Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Oct 17 '25 Importing my AWS IAM Role to Terraform using Terraform Search # security # aws # terraform # devjournal 1 reaction Comments Add Comment 2 min read Want to connect with Bervianto Leo Pratama? 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Sign in Enhancing developer experience with Vagrant Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Sep 26 '25 Enhancing developer experience with Vagrant # vagrant # devops # devex # microservices 1 reaction Comments Add Comment 3 min read Pengalaman Pertama menghadiri AWS Summit Jakarta 2025 sebagai Speaker Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Aug 30 '25 Pengalaman Pertama menghadiri AWS Summit Jakarta 2025 sebagai Speaker # aws # awssummit # devjournal # experience 4 reactions Comments 2 comments 1 min read Continuing ShortenUrl with Redis 8 Redis AI Challenge: Beyond the Cache Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Aug 9 '25 Continuing ShortenUrl with Redis 8 # redischallenge # devchallenge # database # ai 7 reactions Comments 1 comment 1 min read Asking Amazon Q for fixing the Bug Regarding Uploading an Attachment using Amazon SES Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders May 6 '25 Asking Amazon Q for fixing the Bug Regarding Uploading an Attachment using Amazon SES # devchallenge # awschallenge # ai # webdev 10 reactions Comments Add Comment 2 min read Amazon Q: Assisting with My Monthly Maintenance Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow May 6 '25 Amazon Q: Assisting with My Monthly Maintenance # devchallenge # awschallenge # ai # webdev Comments Add Comment 2 min read Migrating from Amazon Simple Email Service API V1 to V2 Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Apr 27 '25 Migrating from Amazon Simple Email Service API V1 to V2 # aws # amazonses # ses # migration 1 reaction Comments Add Comment 2 min read Mengambil Data Ramalan Cuaca Hari Ini dengan API dari Open Weather Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 27 '25 Mengambil Data Ramalan Cuaca Hari Ini dengan API dari Open Weather # geolocation # axios # react # openweatherapi Comments Add Comment 4 min read Exploring Azure Queue Storage in .NET Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Oct 5 '24 Exploring Azure Queue Storage in .NET # dotnet # azure # tutorial # azurequeue 1 reaction Comments Add Comment 2 min read Terraform Test and AWS Lambda Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Apr 7 '24 Terraform Test and AWS Lambda # aws # lambda # terraform 6 reactions Comments Add Comment 1 min read Never Think You Will Always Success Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Mar 4 '24 Never Think You Will Always Success # discuss # learning # career Comments 1 comment 1 min read Pengalaman Pertama ke Luar Negeri — Day 3 (Part 4) Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 27 '25 Pengalaman Pertama ke Luar Negeri — Day 3 (Part 4) # firstexperience # pengalaman # hashiconf # pengalamanpribadi Comments Add Comment 3 min read Have you ever used AWS CDK Explorer for VS Code? Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Jan 7 '24 Have you ever used AWS CDK Explorer for VS Code? # aws # cdk # awstoolkit # vscode 5 reactions Comments Add Comment 2 min read Mencoba Container Service Back4App Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 27 '25 Mencoba Container Service Back4App # back4app # backend # devops # eksplorasi Comments Add Comment 3 min read Mencoba fitur Terraform Test? — Pendahuluan Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 27 '25 Mencoba fitur Terraform Test? — Pendahuluan # terraformmodules # terraformtestframewo # terraformtesting # hashiconf Comments Add Comment 3 min read Managing S3 Bucket using Lifecycle Configuration Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Nov 19 '23 Managing S3 Bucket using Lifecycle Configuration # aws # s3 # terraform # infrastructureascode 3 reactions Comments Add Comment 2 min read Pengalaman Pertama ke Luar Negeri — Day 2 (Part 3) Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 27 '25 Pengalaman Pertama ke Luar Negeri — Day 2 (Part 3) # hashiconf # pengalaman # experience Comments Add Comment 4 min read Pengalaman Pertama ke Luar Negeri — Day 1(Part 2) Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 27 '25 Pengalaman Pertama ke Luar Negeri — Day 1(Part 2) # pengalaman # pengalamanhidup # hashiconf # kesasar Comments Add Comment 6 min read Pengalaman Pertama ke Luar Negeri — Day 0 (Part 1) Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 27 '25 Pengalaman Pertama ke Luar Negeri — Day 0 (Part 1) # pengalaman # pengalamanpribadi # luarnegeri # pengalamanhidup Comments Add Comment 4 min read String vs StringBuilder .NET (C#) Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Aug 6 '23 String vs StringBuilder .NET (C#) # dotnet 1 reaction Comments Add Comment 4 min read Automatic Deployment .NET Web API to AWS Elastic Beanstalk using GitHub Action Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Jul 28 '23 Automatic Deployment .NET Web API to AWS Elastic Beanstalk using GitHub Action # aws # elasticbeanstalk # githubactions # continuousdeployment 9 reactions Comments 3 comments 2 min read Exploring Rate Limit Web API in .NET 8 Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Jul 5 '23 Exploring Rate Limit Web API in .NET 8 # dotnet # ratelimit # api # backend 12 reactions Comments 2 comments 2 min read Membungkus Blazor Web Assembly di dalam Docker Container Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 27 '25 Membungkus Blazor Web Assembly di dalam Docker Container # nginx # blazorwebassembly # docker # blazor Comments Add Comment 4 min read Exploring OpenTelemetry and Jaeger Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow May 14 '23 Exploring OpenTelemetry and Jaeger # dotnet # docker # jaeger # opentelemetry 6 reactions Comments 1 comment 4 min read Why should we read Azure Security? Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow May 4 '23 Why should we read Azure Security? # books # review # azure # security Comments Add Comment 3 min read Docker Desktop 4.19 telah rilis! Apa lagi yang baru ya? Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 27 '25 Docker Desktop 4.19 telah rilis! Apa lagi yang baru ya? # docker # dockerdesktop # dockercompose Comments Add Comment 5 min read Docker Desktop 4.18 Sudah Rilis! Apa saja yang menarik? Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 27 '25 Docker Desktop 4.18 Sudah Rilis! Apa saja yang menarik? # dockerdesktop # docker Comments Add Comment 5 min read Migrating .NET Console App Cron from GitHub Action to AWS Lamda Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Apr 18 '23 Migrating .NET Console App Cron from GitHub Action to AWS Lamda # aws # awslambda # productivity # dotnet 1 reaction Comments Add Comment 3 min read Troubleshooting Add Identity with External Provider with ASP.NET Core Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Mar 27 '23 Troubleshooting Add Identity with External Provider with ASP.NET Core # dotnet # beginners # devjournal 2 reactions Comments Add Comment 1 min read Auto Deploy to AWS App Runner using AWS CDK and Azure DevOps Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Mar 12 '23 Auto Deploy to AWS App Runner using AWS CDK and Azure DevOps # aws # azure # cdk # devops 5 reactions Comments Add Comment 3 min read Preparing Migration to AWS App Runner Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Mar 3 '23 Preparing Migration to AWS App Runner # discuss # welcome # career 3 reactions Comments Add Comment 3 min read My Journey into the Cloud Computing Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Mar 1 '23 My Journey into the Cloud Computing # recommendations 8 reactions Comments 3 comments 3 min read Refactoring PDFMerger and Adding Amazon S3 Feature Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Feb 4 '23 Refactoring PDFMerger and Adding Amazon S3 Feature # discuss # career # softwareengineering # architecture 4 reactions Comments 1 comment 3 min read Connecting to EC2 Instances using Azure AD Users Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Dec 17 '22 Connecting to EC2 Instances using Azure AD Users # aws # azuread # ec2 # documentation 8 reactions Comments Add Comment 3 min read .NET 7 + Docker Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Dec 8 '22 .NET 7 + Docker # docker # dotnet # beginners # webdev 2 reactions Comments Add Comment 2 min read Concurrent HTTP Call Using SemaphoreSlim in .NET Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Dec 6 '22 Concurrent HTTP Call Using SemaphoreSlim in .NET # sql # database 17 reactions Comments 2 comments 3 min read MongoDB Atlas Hackathon 2022 on DEV \| NERM Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Nov 30 '22 MongoDB Atlas Hackathon 2022 on DEV \| NERM # atlashackathon22 # mongodb # dotnet # react 1 reaction Comments Add Comment 2 min read Exploring AWS CDK, AWS AppSync, and Amazon DynamoDB Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Nov 20 '22 Exploring AWS CDK, AWS AppSync, and Amazon DynamoDB # aws # cdk # beginners 9 reactions Comments Add Comment 3 min read Case Study: Connecting Azure AD SSO with AWS Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Nov 19 '22 Case Study: Connecting Azure AD SSO with AWS # azuread # aws # sso # security 2 reactions Comments Add Comment 5 min read Securing Your Secret Using AWS Systems Manager (Parameter Store) Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Oct 23 '22 Securing Your Secret Using AWS Systems Manager (Parameter Store) # aws # secrets # dotnet # security 2 reactions Comments Add Comment 3 min read AWS CLI vs Azure CLI Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Oct 2 '22 AWS CLI vs Azure CLI # aws # azure # cli # opensource Comments 1 comment 2 min read Getting Started with gRPC, .NET 6, and Amazon EC2 Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Sep 10 '22 Getting Started with gRPC, .NET 6, and Amazon EC2 # aws # grpc # dotnet # tutorial 13 reactions Comments Add Comment 4 min read Updating My Previous GraphQL + .NET to GraphQL.NET version 7 Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Sep 6 '22 Updating My Previous GraphQL + .NET to GraphQL.NET version 7 # dotnet # graphql # tutorial # beginners 9 reactions Comments 1 comment 2 min read Simple Shorten URL using Redis and Auth0 Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Aug 28 '22 Simple Shorten URL using Redis and Auth0 # redishackathon # redis # dotnet 3 reactions Comments Add Comment 1 min read Getting started with NDepend Azure DevOps extensions Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Aug 28 '22 Getting started with NDepend Azure DevOps extensions # ndepend # azuredevops # azure # dotnet Comments Add Comment 2 min read Getting Started with Redis, Elastic Beanstalk, and Razor Pages (.NET 6) Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Aug 23 '22 Getting Started with Redis, Elastic Beanstalk, and Razor Pages (.NET 6) # aws # redis # beginners # dotnet 9 reactions Comments 1 comment 6 min read Simple Event-Driven App using Amazon MQ (RabbitMQ) Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Aug 14 '22 Simple Event-Driven App using Amazon MQ (RabbitMQ) # aws # rabbitmq # microservices # eventdriven 20 reactions Comments 3 comments 3 min read Starting and Stopping EC2 Instances using AWS SDK for Go Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Jul 24 '22 Starting and Stopping EC2 Instances using AWS SDK for Go # go # aws # awssdk # ec2 13 reactions Comments Add Comment 2 min read Connecting AWS Lambda Function .NET Container to Amazon DynamoDB Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Jul 17 '22 Connecting AWS Lambda Function .NET Container to Amazon DynamoDB # aws # docker # serverless # dotnet 13 reactions Comments Add Comment 3 min read Building Forum Service for Forum-Based Web using Redis (Part 3) Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Jul 17 '22 Building Forum Service for Forum-Based Web using Redis (Part 3) # redis # beginners # webdev # tutorial 8 reactions Comments Add Comment 3 min read Building User + Auth Service for Forum-Based Web using Redis (Part 2) Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Jul 17 '22 Building User + Auth Service for Forum-Based Web using Redis (Part 2) # redis # beginners # webdev # tutorial 10 reactions Comments Add Comment 14 min read Getting Started with Development of Forum-Based Web using Redis (Part 1) Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Jul 17 '22 Getting Started with Development of Forum-Based Web using Redis (Part 1) # redis # beginners # webdev # tutorial 9 reactions Comments Add Comment 5 min read Getting Started with NDepend for Visual Studio 2022 Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Jun 25 '22 Getting Started with NDepend for Visual Studio 2022 # ndepend # visualstudio # csharp # beginners 5 reactions Comments Add Comment 2 min read Testing Your Email Sending in .NET with Ethereal Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Jun 17 '22 Testing Your Email Sending in .NET with Ethereal # dotnet # tutorial # beginners 11 reactions Comments 5 comments 2 min read Email Testing using Ethereal Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Jun 17 '22 Email Testing using Ethereal # node # tutorial # javascript # beginners 21 reactions Comments 2 comments 2 min read How NDepend Improves Your C# Code Quality? Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Jun 12 '22 How NDepend Improves Your C# Code Quality? # beginners # codequality # dotnet # programming 9 reactions Comments Add Comment 2 min read Host my Own Minecraft Server on AWS EC2 using Docker Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Jun 11 '22 Host my Own Minecraft Server on AWS EC2 using Docker # todayilearned # aws # minecraft # docker 13 reactions Comments 4 comments 4 min read ToDo App using Flutter and Appwrite - Part 1 Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow May 2 '22 ToDo App using Flutter and Appwrite - Part 1 # appwritehack # flutter 4 reactions Comments Add Comment 1 min read Exploring Feature Flag use AWS AppConfig Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Apr 15 '22 Exploring Feature Flag use AWS AppConfig # aws # node # appconfig # typescript 16 reactions Comments Add Comment 2 min read My First Experience Learning Terraform and Amazon ECS + AWS Fargate Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Apr 10 '22 My First Experience Learning Terraform and Amazon ECS + AWS Fargate # aws # terraform # beginners # devjournal 16 reactions 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 — 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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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Forem Close # dns Follow Hide Create Post Older #dns 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 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 10 reactions Comments 1 comment 6 min read [Concept] And I thought I knew DNS Satyajit Roy Satyajit Roy Satyajit Roy Follow Jan 3 [Concept] And I thought I knew DNS # concepts # dns Comments Add Comment 9 min read Building Custom Domain Management with Vercel API: The Good, The Bad, and The DNS Propagation Toumi abderrahmane Toumi abderrahmane Toumi abderrahmane Follow Jan 1 Building Custom Domain Management with Vercel API: The Good, The Bad, and The DNS Propagation # clickup # vercel # nextjs # dns Comments Add Comment 6 min read 네트워크 기초: DNS, IP, ARP 이해하기 dss99911 dss99911 dss99911 Follow Dec 31 '25 네트워크 기초: DNS, IP, ARP 이해하기 # infra # devops # network # dns Comments Add Comment 2 min read DNS - Domain Name System Basics dss99911 dss99911 dss99911 Follow Dec 30 '25 DNS - Domain Name System Basics # programming # common # network # dns Comments Add Comment 1 min read Let’s break down DNS: how your browser finds a website Syed Fazil Syed Fazil Syed Fazil Follow Jan 9 Let’s break down DNS: how your browser finds a website # webdev # beginners # networking # dns 2 reactions Comments Add Comment 5 min read Pi-hole v6 Command Reference: What Changed and How to Use It ITpraktika.com ITpraktika.com ITpraktika.com Follow Jan 3 Pi-hole v6 Command Reference: What Changed and How to Use It # pihole # networking # linux # dns Comments Add Comment 2 min read How to Avoid Route 53 $0.50 / Month Charge per Hosting Zone using Free CloudFront Distribution Max Rohde Max Rohde Max Rohde Follow Dec 3 '25 How to Avoid Route 53 $0.50 / Month Charge per Hosting Zone using Free CloudFront Distribution # aws # dns # devops # cloudfront Comments Add Comment 3 min read # Firewall Explained: How It Works, Types, and Why Every Network Needs One sudip khatiwada sudip khatiwada sudip khatiwada Follow Nov 30 '25 # Firewall Explained: How It Works, Types, and Why Every Network Needs One # firewall # networking # backend # dns Comments Add Comment 3 min read How to Configure DNS When Using a VPN gges GRP gges GRP gges GRP Follow Nov 24 '25 How to Configure DNS When Using a VPN # vpn # internet # networking # dns Comments Add Comment 2 min read 🚀 DNS Benchmark Tool v0.3.0 — Compare, Rank, and Monitor Resolvers Joseph O. Frank Joseph O. Frank Joseph O. Frank Follow Nov 19 '25 🚀 DNS Benchmark Tool v0.3.0 — Compare, Rank, and Monitor Resolvers # python # networking # dns # devops Comments Add Comment 2 min read DNS Demystified: How It Works, Why Hackers Target It & How DNS Hijacking Really Happens sudip khatiwada sudip khatiwada sudip khatiwada Follow Nov 29 '25 DNS Demystified: How It Works, Why Hackers Target It & How DNS Hijacking Really Happens # dns # networking # node # backend Comments Add Comment 3 min read Build a Kubernetes Cluster map in real time using DNS Adam Gardner Adam Gardner Adam Gardner Follow Nov 16 '25 Build a Kubernetes Cluster map in real time using DNS # devops # kubernetes # dns # tutorial Comments Add Comment 1 min read Map a Kubernetes cluster with one command Adam Gardner Adam Gardner Adam Gardner Follow Nov 10 '25 Map a Kubernetes cluster with one command # kubernetes # dns # tutorial # sre Comments Add Comment 1 min read 🚀 DNS Benchmark Tool v0.2.8 — 1k+ downloads in 5 days Joseph O. Frank Joseph O. Frank Joseph O. Frank Follow Nov 14 '25 🚀 DNS Benchmark Tool v0.2.8 — 1k+ downloads in 5 days # python # networking # devops # dns Comments Add Comment 2 min read Building a Virtualized Cybersecurity Lab: Active Directory and DNS Integration Evan Dolatowski Evan Dolatowski Evan Dolatowski Follow Dec 12 '25 Building a Virtualized Cybersecurity Lab: Active Directory and DNS Integration # homelab # dns # virtualization # sysadmin 2 reactions Comments Add Comment 6 min read Networking for Cybersecurity (Part 2): DNS, Routing & How the Internet Works Elvin Seyidov Elvin Seyidov Elvin Seyidov Follow Dec 8 '25 Networking for Cybersecurity (Part 2): DNS, Routing & How the Internet Works # cybersecurity # network # dns Comments Add Comment 10 min read 🚀 The Hidden DNS Misconfiguration That Was Killing Performance in Our EKS Cluster (and How We Fixed it) Ahmed Shendy Ahmed Shendy Ahmed Shendy Follow Dec 6 '25 🚀 The Hidden DNS Misconfiguration That Was Killing Performance in Our EKS Cluster (and How We Fixed it) # kubernetes # aws # eks # dns 13 reactions Comments 2 comments 5 min read AWS Route 53 Guide: What It Is, Key Features, and Why It's Essential for Scalable DNS Management in 2025 Muhammad Zeeshan Muhammad Zeeshan Muhammad Zeeshan Follow Nov 1 '25 AWS Route 53 Guide: What It Is, Key Features, and Why It's Essential for Scalable DNS Management in 2025 # aws # dns # cloud # route53 Comments Add Comment 4 min read Why Even Cloudflare Struggles with DNS: The Deceptively Complex Foundation of the Internet Ahmed Rakan Ahmed Rakan Ahmed Rakan Follow Nov 20 '25 Why Even Cloudflare Struggles with DNS: The Deceptively Complex Foundation of the Internet # dns # webdev 2 reactions Comments 4 comments 6 min read What happens when you type a URL into your browser? Gift Egbonyi Gift Egbonyi Gift Egbonyi Follow Nov 26 '25 What happens when you type a URL into your browser? # browser # beginners # behinddscenes # dns 4 reactions Comments Add Comment 3 min read How a Single DNS Failure Caused the Massive AWS Global Outage Jack-Adam-Mwanzo Jack-Adam-Mwanzo Jack-Adam-Mwanzo Follow Oct 20 '25 How a Single DNS Failure Caused the Massive AWS Global Outage # aws # cloud # outage # dns Comments Add Comment 2 min read How to Verify Your Domain on Google Search Console (Vercel + Namecheap) DuckNation DuckNation DuckNation Follow Nov 5 '25 How to Verify Your Domain on Google Search Console (Vercel + Namecheap) # webdev # dns # namecheap # vercel 1 reaction Comments 1 comment 2 min read AWS US East-1 Outage: A DNS Glitch That Crippled the Cloud on October 20, 2025 Muhammad Zeeshan Muhammad Zeeshan Muhammad Zeeshan Follow Oct 21 '25 AWS US East-1 Outage: A DNS Glitch That Crippled the Cloud on October 20, 2025 # aws # dns # cloud # outage 1 reaction Comments Add Comment 2 min read The AWS Outage on Oct 20, 2025: What Broke, Why It Felt Global, and How Amazon Stabilized It TOOlover TOOlover TOOlover Follow Oct 21 '25 The AWS Outage on Oct 20, 2025: What Broke, Why It Felt Global, and How Amazon Stabilized It # aws # cloudinfrastructure # dns # cloud 5 reactions Comments Add Comment 4 min read loading... trending guides/resources Why Even Cloudflare Struggles with DNS: The Deceptively Complex Foundation of the Internet 🚀 The Hidden DNS Misconfiguration That Was Killing Performance in Our EKS Cluster (and How We Fix... 🚀 DNS Benchmark Tool v0.2.8 — 1k+ downloads in 5 days Map a Kubernetes cluster with one command How to Avoid Route 53 $0.50 / Month Charge per Hosting Zone using Free CloudFront Distribution How to Configure DNS When Using a VPN How to Verify Your Domain on Google Search Console (Vercel + Namecheap) What happens when you type a URL into your browser? AWS Route 53 Guide: What It Is, Key Features, and Why It's Essential for Scalable DNS Management ... Networking for Cybersecurity (Part 2): DNS, Routing & How the Internet Works MX, SPF, DKIM, and DMARC: The DNS Stack Behind Every Email Dig command to track the process of DNS resolution [Concept] And I thought I knew DNS Registrars, Name Servers, and DNS Records: How They All Work Together to Serve Your Page Pi-hole v6 Command Reference: What Changed and How to Use It Building Custom Domain Management with Vercel API: The Good, The Bad, and The DNS Propagation # Firewall Explained: How It Works, Types, and Why Every Network Needs One Building a Virtualized Cybersecurity Lab: Active Directory and DNS Integration Let’s break down DNS: how your browser finds a website DNS - Domain Name System Basics 💎 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://dev.to/t/communication/page/6	Communication Page 6 - 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 # communication Follow Hide Tips for talking effectively with your children at every age. Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Why People Hate Web3 Noah Hein Noah Hein Noah Hein Follow Nov 11 '21 Why People Hate Web3 # web3 # blockchain # community # communication 20 reactions Comments 1 comment 4 min read How do you measure success in your learning journey? 30MP 30MP 30MP Follow Nov 4 '21 How do you measure success in your learning journey? # 30mp # codechain # communication # community 2 reactions Comments Add Comment 7 min read The Developer Advocate's Guide to Getting Buy-In Kurt Kemple Kurt Kemple Kurt Kemple Follow Oct 13 '21 The Developer Advocate's Guide to Getting Buy-In # devrel # communication # howto 47 reactions Comments 6 comments 6 min read Ten Principles of Critique Jason C. McDonald Jason C. McDonald Jason C. McDonald Follow Sep 30 '21 Ten Principles of Critique # culture # communication # community # codereview 34 reactions Comments 3 comments 5 min read How to be an information flow superhero Jade Rubick Jade Rubick Jade Rubick Follow Sep 18 '21 How to be an information flow superhero # management # leadership # communication 2 reactions Comments Add Comment 19 min read Gender diversity makes teams communicate more effectively Chun Fei Lung Chun Fei Lung Chun Fei Lung Follow Sep 9 '21 Gender diversity makes teams communicate more effectively # inclusion # communication 2 reactions Comments Add Comment 2 min read You'd Better use Asynchronous Communication Conor Bronsdon Conor Bronsdon Conor Bronsdon Follow for LinearB Jul 15 '21 You'd Better use Asynchronous Communication # asynchronous # communication # devteam # management 9 reactions Comments Add Comment 1 min read Internet Communication - How Browsers Sends HTTP Requests? Harithsa, Vishruth (he/him) Harithsa, Vishruth (he/him) Harithsa, Vishruth (he/him) Follow Jul 10 '21 Internet Communication - How Browsers Sends HTTP Requests? # browsers # communication # httprequests # technology 8 reactions Comments 1 comment 4 min read The Rituals of Agile Development Status Hero Editorial Staff Status Hero Editorial Staff Status Hero Editorial Staff Follow for Status Hero Jul 8 '21 The Rituals of Agile Development # agile # scrum # kanban # communication 1 reaction Comments Add Comment 8 min read Clouding Communications with acronyms Jordan Finneran Jordan Finneran Jordan Finneran Follow Jul 5 '21 Clouding Communications with acronyms # communication # productivity # career # acronyms 2 reactions Comments Add Comment 5 min read Effective Remote Team Stand-Up Meetings Status Hero Editorial Staff Status Hero Editorial Staff Status Hero Editorial Staff Follow for Status Hero Jul 8 '21 Effective Remote Team Stand-Up Meetings # agile # scrum # communication # remote 6 reactions Comments 1 comment 4 min read Internet Communication - How Browsers Render Webpages? Harithsa, Vishruth (he/him) Harithsa, Vishruth (he/him) Harithsa, Vishruth (he/him) Follow Jul 3 '21 Internet Communication - How Browsers Render Webpages? # browsers # webfundamentals # technology # communication 3 reactions Comments Add Comment 3 min read Teamwork Makes The Dream Work Chris Burton Chris Burton Chris Burton Follow Jun 24 '21 Teamwork Makes The Dream Work # webdev # teamwork # communication # fullstack 2 reactions Comments Add Comment 5 min read Communication Tips For New Developers Dan Fletcher Dan Fletcher Dan Fletcher Follow Jun 9 '21 Communication Tips For New Developers # programming # communication # webdev 5 reactions Comments 3 comments 6 min read Notes On “The Coaching Habit” Sophia Brandt Sophia Brandt Sophia Brandt Follow May 29 '21 Notes On “The Coaching Habit” # communication # leadership 6 reactions Comments Add Comment 3 min read Communication is Key Dany Tulumidis Dany Tulumidis Dany Tulumidis Follow May 16 '21 Communication is Key # communication # productivity # selfimprovement 4 reactions Comments Add Comment 3 min read Have you ever attended pointless meetings? Madza Madza Madza Follow Apr 29 '21 Have you ever attended pointless meetings? # watercooler # productivity # career # communication 24 reactions Comments 15 comments 1 min read Your manager can’t read your mind. Romina Suarez Romina Suarez Romina Suarez Follow Apr 7 '21 Your manager can’t read your mind. # engineering # remote # communication 4 reactions Comments Add Comment 4 min read Improving Your Communication Skills for Effective Leadership - Communication Skills Evaluation jennifersoileau jennifersoileau jennifersoileau Follow Apr 7 '21 Improving Your Communication Skills for Effective Leadership - Communication Skills Evaluation # leadership # communicationskills # effectiveleadership # communication 2 reactions Comments Add Comment 2 min read Notes on feedback and self-reflection David Pereira David Pereira David Pereira Follow Apr 5 '21 Notes on feedback and self-reflection # communication 2 reactions Comments Add Comment 6 min read Communication Tips I've learned David Pereira David Pereira David Pereira Follow Feb 21 '21 Communication Tips I've learned # communication 3 reactions Comments Add Comment 5 min read Don't ask me, I'm a guesser Rach Smith Rach Smith Rach Smith Follow Jan 19 '21 Don't ask me, I'm a guesser # career # communication 27 reactions Comments 3 comments 3 min read Notes About the Craft of Writing Effectively Sophia Brandt Sophia Brandt Sophia Brandt Follow Dec 24 '20 Notes About the Craft of Writing Effectively # writing # communication 33 reactions Comments 11 comments 4 min read 5 Ways to Improve Communication on a Remote Team Ana Vela Ana Vela Ana Vela Follow Dec 18 '20 5 Ways to Improve Communication on a Remote Team # communication # remotework # career # productivity 32 reactions Comments Add Comment 3 min read Ten Tips for How YOU Can Make Your Workplace Friendlier for Women Anna J McDougall Anna J McDougall Anna J McDougall Follow Dec 14 '20 Ten Tips for How YOU Can Make Your Workplace Friendlier for Women # womenintech # career # communication # culture 155 reactions Comments 36 comments 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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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Vibe Coding Forem Close Database Follow Hide Posts on building, using, and learning about databases. Create Post submission guidelines Articles should be related to database development, performance, scalability, optimisation or data analysis, or using sql to query data. Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Fields Not Supported for Clustering in Tableau Dipti Moryani Dipti Moryani Dipti Moryani Follow Dec 23 '25 Fields Not Supported for Clustering in Tableau # ai # database Comments 1 comment 5 min read AI News Hub — A Complete AI/Tech News Aggregator SaaS You Fully Own 🔥 Dhren Dhren Dhren Follow Dec 2 '25 AI News Hub — A Complete AI/Tech News Aggregator SaaS You Fully Own 🔥 # ai # cloud # api # database Comments Add Comment 2 min read Context Mesh Lite: Hybrid Vector Search + SQL Search + Graph Search Fused (for Super Accurate RAG) Anthony Lee Anthony Lee Anthony Lee Follow Dec 23 '25 Context Mesh Lite: Hybrid Vector Search + SQL Search + Graph Search Fused (for Super Accurate RAG) # gemini # serverless # database # ai 1 reaction Comments Add Comment 64 min read Optimizing PostgreSQL Queries for Large-Scale Data Applications Bakhat Yar\|SEO Specialist Bakhat Yar\|SEO Specialist Bakhat Yar\|SEO Specialist Follow Dec 27 '25 Optimizing PostgreSQL Queries for Large-Scale Data Applications # postgres # database # devops Comments Add Comment 7 min read Beyond Basic RAG: 3 Advanced Architectures I Built to Fix AI Retrieval Anthony Lee Anthony Lee Anthony Lee Follow Dec 7 '25 Beyond Basic RAG: 3 Advanced Architectures I Built to Fix AI Retrieval # ai # database # rag 1 reaction Comments Add Comment 4 min read How I Created Superior RAG Retrieval With 3 Files in Supabase Anthony Lee Anthony Lee Anthony Lee Follow Nov 12 '25 How I Created Superior RAG Retrieval With 3 Files in Supabase # ai # rag # supabase # database 8 reactions Comments Add Comment 8 min read A Complete Guide to Clustering in Tableau Dipti Dipti Dipti Follow Oct 9 '25 A Complete Guide to Clustering in Tableau # ai # database 5 reactions Comments Add Comment 8 min read Unveiling Association Rules in R: Discovering Hidden Patterns and Business Insights Dipti Dipti Dipti Follow Oct 7 '25 Unveiling Association Rules in R: Discovering Hidden Patterns and Business Insights # ai # database 8 reactions Comments Add Comment 7 min read Uncovering Patterns in Your Data with Clustering in Tableau Dipti Moryani Dipti Moryani Dipti Moryani Follow Sep 27 '25 Uncovering Patterns in Your Data with Clustering in Tableau # ai # database 5 reactions Comments Add Comment 6 min read How I Ship SaaS Ideas in 8 Hours Instead of 8 Months (And Why Speed Is The Only Edge Left) Ritesh Hiremath Ritesh Hiremath Ritesh Hiremath Follow Aug 29 '25 How I Ship SaaS Ideas in 8 Hours Instead of 8 Months (And Why Speed Is The Only Edge Left) # ai # saas # database # git 15 reactions Comments 4 comments 4 min read loading... trending guides/resources Optimizing PostgreSQL Queries for Large-Scale Data Applications Fields Not Supported for Clustering in Tableau AI News Hub — A Complete AI/Tech News Aggregator SaaS You Fully Own 🔥 Beyond Basic RAG: 3 Advanced Architectures I Built to Fix AI Retrieval Context Mesh Lite: Hybrid Vector Search + SQL Search + Graph Search Fused (for Super Accurate RAG) How I Created Superior RAG Retrieval With 3 Files in Supabase 💎 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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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 Google Gemini Follow Hide Create Post Older #gemini posts 3 4 5 6 7 8 9 10 11 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu This is so real, IS IT AI ?? - How to identify AI generated images Mohamed Roshan Mohamed Roshan Mohamed Roshan Follow Nov 28 '25 This is so real, IS IT AI ?? - How to identify AI generated images # ai # gemini # nanobanana # googlecloud 2 reactions Comments Add Comment 2 min read "New Year, New You" Portfolio Challenge Hemanth Chandran Hemanth Chandran Hemanth Chandran Follow Jan 2 "New Year, New You" Portfolio Challenge # devchallenge # googleaichallenge # portfolio # gemini 4 reactions Comments Add Comment 2 min read The Art & Science of AI Prompting: How to Talk to Machines and Get What You Want Hoang Manh Cam Hoang Manh Cam Hoang Manh Cam Follow Dec 1 '25 The Art & Science of AI Prompting: How to Talk to Machines and Get What You Want # promptengineering # chatgpt # ai # gemini 5 reactions Comments 1 comment 3 min read Mythical avatar app created using gogle ai studio Education Track: Build Apps with Google AI Studio Vicky Kapse Vicky Kapse Vicky Kapse Follow Dec 31 '25 Mythical avatar app created using gogle ai studio # deved # learngoogleaistudio # ai # gemini Comments 1 comment 1 min read 2025 年，我用一個 17 年前的 Google 老梗，反殺了 Google AI 🤣 Alan Tsai Alan Tsai Alan Tsai Follow Dec 31 '25 2025 年，我用一個 17 年前的 Google 老梗，反殺了 Google AI 🤣 # gemini # 科技趣事 # funny Comments Add Comment 1 min read Benchmarking GPT-5.1 vs Gemini 3.0 v Opus 4.5 across 3 Coding Tasks Darko from Kilo Darko from Kilo Darko from Kilo Follow Nov 26 '25 Benchmarking GPT-5.1 vs Gemini 3.0 v Opus 4.5 across 3 Coding Tasks # openai # anthropic # gemini # ai Comments Add Comment 14 min read Stop Waiting: How to Batch-Generate AI Images with Nano Banana Yarden Porat Yarden Porat Yarden Porat Follow Nov 28 '25 Stop Waiting: How to Batch-Generate AI Images with Nano Banana # nanobanana # genai # gemini Comments Add Comment 1 min read Streaming AI Speech with Gemini 2.5 Flash TTS, Angular, and Firebase Connie Leung Connie Leung Connie Leung Follow Dec 31 '25 Streaming AI Speech with Gemini 2.5 Flash TTS, Angular, and Firebase # webdev # angular # firebase # gemini Comments Add Comment 13 min read Gemini 3 Is Everywhere — So I Finally Tested It as a Developer (And Here’s What Happened) MAX REED MAX REED MAX REED Follow Nov 28 '25 Gemini 3 Is Everywhere — So I Finally Tested It as a Developer (And Here’s What Happened) # ai # gemini # vscode # lofi 7 reactions Comments 1 comment 3 min read Google won the AI race… but did devs actually win anything? <devtips/> <devtips/> <devtips/> Follow Nov 27 '25 Google won the AI race… but did devs actually win anything? # webdev # ai # programming # gemini Comments Add Comment 42 min read Google Antigravity: The Amazing IDE Powered by Gemini 3 Giorgio Boa Giorgio Boa Giorgio Boa Follow Nov 27 '25 Google Antigravity: The Amazing IDE Powered by Gemini 3 # gemini # google # webdev # programming 5 reactions Comments Add Comment 2 min read Fun time honest soul honest soul honest soul Follow Dec 30 '25 Fun time # deved # learngoogleaistudio # ai # gemini Comments Add Comment 1 min read KD Sync (Code To Product) Education Track: Build Apps with Google AI Studio CTAXNAGOMI CTAXNAGOMI CTAXNAGOMI Follow Dec 29 '25 KD Sync (Code To Product) # deved # learngoogleaistudio # ai # gemini Comments Add Comment 14 min read How Does Gemini 3 Process Our Queries? Nube Colectiva Nube Colectiva Nube Colectiva Follow Nov 29 '25 How Does Gemini 3 Process Our Queries? # gemini # llm # ai Comments 2 comments 3 min read TOON for LLMs: A Benchmark Performance Analysis Shudipto Trafder Shudipto Trafder Shudipto Trafder Follow Dec 27 '25 TOON for LLMs: A Benchmark Performance Analysis # llm # ai # python # gemini Comments 1 comment 7 min read We hosted a Live Session on Gemini 3 Pro Preview. Here's how it went. Darko from Kilo Darko from Kilo Darko from Kilo Follow Nov 24 '25 We hosted a Live Session on Gemini 3 Pro Preview. 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https://dev.to/soumavabanerjee/function-currying-javascript-questions-2jnm	Function Currying: Javascript Questions - 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 Soumava Banerjee Posted on Sep 11, 2022           Function Currying: Javascript Questions # javascript # webdev # interview A Little Introduction Currying happens when a function does not receive all of its parameters at once. It instead takes the first parameter and returns a different function. The returned function should be invoked with the second parameter, which should return another function.This continues until all the arguments have been presented. The function at the end of the chain will then be the one that returns the desired value. // This is a normal function sum ( 1 , 2 , 3 ) // while this is a curried function sum ( 1 )( 2 )( 3 ) Enter fullscreen mode Exit fullscreen mode It is important to note that currying only alters the construct of a function and not it's functionality. Question-1: sum(1)(2) This is fairly straightforward. The syntax might be a bit weird to those who see it for the first time. Basically, we keep returning a function and pass it one argument. This continues after we have finished passing all the arguments. At the last stage, we have access to all the previously passed arguments due to the power of closures. It is at this stage, that we execute our logic. function sum ( a ){ return function ( b ){ return a + b ; } } // dry-run // add(1)(2) // step - 1: add(1) executes and returns a function // (function(b){ // return 1 + b; // })(2) // step - 2: returned function executes with 2 passed as parameter. // (function(2){ // return 1 + 2 //> it gets value of 1 from closure! // }) // outputs 3 console . log ( sum ( 1 )( 2 )) //logs 6 Enter fullscreen mode Exit fullscreen mode Question-2: sum(1)(2)(3)(4)...(n)() This question is a direct extension of the first one. Catch is, number of arguments can be infinite! This problem is commonly known as infinite currying and is a popular interview question. Always solve for a smaller subproblem. // with 2 arguments function sum2 ( a ){ return function ( b ){ return a + b ; } } // with 3 arguments function sum3 ( a ){ return function ( b ){ return function ( c ){ return a + b + c ; } } } // notice the pattern here ? At every level, // If there is another argument left, we return a new function // else we execute the logic. Recursive thinking is required for // these pattern of problems. //with n-arguments function sum ( a ) { return function ( b ){ if ( b ){ return sum ( a + b ); } return a ; } } // dry-run // example -> sumN(1)(2)(3)(4) // step-1 // sumN(1) executes // step-2 // (function(b){ // if(b){ // return sumN(1+b); // } // return a; // })(2)(3)(4) // step-3 // (function(2){ // if(2){ // return sumN(1+2); // again call to sum // } // //> won't execute // return a; // })(3)(4) // // Notice the recursive pattern ? // step-4 // (function sumN(3) { // return function(b){ // if(b){ // return sumN(3+b); // } // return a; // } // })(3)(4) // step-5 // (function sumN(3) { // return function(3){ // if(b){ // return sumN(3+3); // } // return a; // } // })(4) // step-6 // (function sumN(6) { // return function(b){ // if(b){ // return sumN(6+b); // } // return a; // } // })(4) // step-7 // (function(4){ // if(4){ // return sumN(6+4); // } // return a; // }) // step-8 // sumN(10) // step-9 // (function(undefined){ // if(undefined){ // //> won't execute // return sum(a+b); // } // return 10; // })() // step-10 // logs 10 Enter fullscreen mode Exit fullscreen mode I'd highly recommend writing the code in any IDE and do a dry run yourself Question-3 sum(1,2,...,n)(3,4,...,n)...(n)() We are stepping up the game here. In this pattern, number of arguments in a single call can be infinite as well! We will use knowledge gained from the last problem to solve this. hint : this problem can directly be reduced to the last problem // we just reduce the arguments into a single argument for // a single call! Now it's just like the previous problem! function sum (... args ) { let a = args . reduce (( a , b ) => a + b , 0 ) return function (... args ){ let b = args . reduce (( a , b ) => a + b , 0 ) if ( b ){ return sum ( a + b ) } return a } } Enter fullscreen mode Exit fullscreen mode Question-4 implement function currify Currify will be a function that takes in another function as argument and returns a currified version of the same function! Note that it does not modify the functionality of the passed function by any means. It only transforms the function. Now, this one is a little tricky. The general idea to solve the problem is like this: Currify will take a function as argument. Currify will return another function. The use-case of that function will be to somehow store all the arguments that are being passed, until there are no more arguments to pass. Once all the arguments are exhausted, we can simply call the passed function with all the accumulated arguments and our job will be done. below is the above idea expressed in code. function currify ( fn ) { return function saveCurryArgs () { const args = Array . prototype . slice . call ( arguments ); // a if ( args . length >= fn . length ) // b return fn . apply ( null , args ); //c else return saveCurryArgs . bind ( null , ... args ); //d } } const multiply = function ( a , b , c ){ return a + b + c } const curryMultiply = currify ( multiply ); // logs 6 console . log ( curryMultiply ( 1 )( 2 )( 3 )); Enter fullscreen mode Exit fullscreen mode Let's understand exactly what it's doing and how it's doing it. I've commented main logic points in the code with alphabets. a) We construct our list of arguments from the array-like object arguments . b) args.length represents arguments received so far. fn.length denotes the total number of arguments that are to be processed. c) This logic executes after we have exhausted all our arguments. We simply use the apply method on fn . d) Else, we save the current arguments with all the previous arguments by calling bind over the saveCurryArgs function. With this, our logic for currify is complete! Conclusion If you've managed to come this far, congratulations! Currying is an extremely important topic from an interview point of view as well as real world use-cases. I'd again recommend coding out the examples over codepen or your local IDE. Hope you enjoyed the article! Thanks for the read! 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   JoelBonetR 🥇 JoelBonetR 🥇 JoelBonetR 🥇 Follow Tech Lead/Team Lead. Senior WebDev. Intermediate Grade on Computer Systems- High Grade on Web Application Development- MBA (+Marketing+HHRR). Studied a bit of law, economics and design Location Spain Education Higher Level Education Certificate on Web Application Development Work Tech Lead/Lead Dev Joined Apr 19, 2019 • Sep 12 '22 • Edited on Sep 12 • Edited Dropdown menu Copy link Hide Lovely explained! For this sum I always come up with a quick solution to it: /** * Sums all the numbers received as args * @param {...number} args * @returns {number} */ const sum = (... args ) => args . reduce (( n1 , n2 ) => n1 + n2 ); Enter fullscreen mode Exit fullscreen mode TS version: const sum = (... args : Array < number > ) => args . reduce (( n1 , n2 ) => n1 + n2 ); Enter fullscreen mode Exit fullscreen mode I feel it a bit silly to use currying to sum or multiply numbers. On the other hand, currying has a good value on other use-cases such the following example: const divisible = num => mod => num % mod ; Enter fullscreen mode Exit fullscreen mode This way you can check if a number is divisible by another one like that: divisible ( 10 )( 2 ); // 0 Enter fullscreen mode Exit fullscreen mode Or maybe refactor it a little bit to return a boolean: const divisible = num => mod => num % mod === 0 ; Enter fullscreen mode Exit fullscreen mode This way: divisible ( 10 )( 2 ); // true divisible ( 10 )( 3 ); // false Enter fullscreen mode Exit fullscreen mode Last but not least, if we swap the args this: // OLD const divisible = num => mod => num % mod === 0 ; // NEW const divisible = mod => num => num % mod === 0 ; Enter fullscreen mode Exit fullscreen mode We can extend the functionality pretty easily thanks to currying: const isDivisibleBy3 = divisible ( 3 ); isDivisibleBy3 ( 10 ) // false isDivisibleBy3 ( 12 ) // true Enter fullscreen mode Exit fullscreen mode Happy coding! Like comment: Like comment: 4  likes Like Comment button Reply Collapse Expand   Soumava Banerjee Soumava Banerjee Soumava Banerjee Follow “Simplicity is the ultimate sophistication.” --Leonardo da Vinci Email soumava.rivu@gmail.com Location Kolkata, India Education Bachelor of Technology, Computer Science Pronouns he/him Work SDE @ Finarb Joined Oct 16, 2020 • Sep 13 '22 Dropdown menu Copy link Hide Damn! Learnt a lot! Thanks for your comment! Like comment: Like comment: 2  likes Like Comment button Reply Collapse Expand   Preeti Preeti Preeti Follow Joined Sep 20, 2020 • Oct 24 '24 Dropdown menu Copy link Hide Beautiful Like comment: Like comment: 1  like Like Comment button Reply Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Soumava Banerjee Follow “Simplicity is the ultimate sophistication.” --Leonardo da Vinci Location Kolkata, India Education Bachelor of Technology, Computer Science Pronouns he/him Work SDE @ Finarb Joined Oct 16, 2020 More from Soumava Banerjee Inversion of Control - Improve your abstractions # javascript # architecture 💎 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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Right menu The Complete SORA 2 Guide: iOS, Web, API & Automation (October 2025) Anton Abyzov Anton Abyzov Anton Abyzov Follow Oct 16 '25 The Complete SORA 2 Guide: iOS, Web, API & Automation (October 2025) # automation # api # openai # tutorial 1 reaction Comments Add Comment 5 min read 10 AI Coding Patterns That'll Make You Look Like a Wizard 🧙‍♂️ Daniel Shashko Daniel Shashko Daniel Shashko Follow Nov 4 '25 10 AI Coding Patterns That'll Make You Look Like a Wizard 🧙‍♂️ # ai # openai # programming # productivity 4 reactions Comments Add Comment 9 min read How OpenAI's Agent Platform is Revolutionizing Frontend Development Tom Yahav Tom Yahav Tom Yahav Follow Oct 15 '25 How OpenAI's Agent Platform is Revolutionizing Frontend Development # frontend # ai # openai # webdev 2 reactions Comments Add Comment 5 min read Why Anthropic TPU expansion and multi-platform AI infrastructure strategy? 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Drishti Shah Drishti Shah Drishti Shah Follow Oct 14 '25 Claude Sonnet 4.5 vs GPT-5: performance, efficiency, and pricing compared. # openai # anthropic Comments Add Comment 6 min read Writing Better Prompts: A Developer’s Superpower 🚀 Muhammet Furkan Çankaya Muhammet Furkan Çankaya Muhammet Furkan Çankaya Follow Nov 3 '25 Writing Better Prompts: A Developer’s Superpower 🚀 # promptengineering # developers # productivity # openai 4 reactions Comments Add Comment 1 min read Building an AI Chat Application with Spring AI and OpenAI Ayush Shrivastava Ayush Shrivastava Ayush Shrivastava Follow Nov 1 '25 Building an AI Chat Application with Spring AI and OpenAI # springboot # openai # chatgpt # ayshirv 1 reaction Comments Add Comment 2 min read ChatGPT: The Decline of a Once-Brilliant Tool Ali Farhat Ali Farhat Ali Farhat Follow Oct 27 '25 ChatGPT: The Decline of a Once-Brilliant Tool # chatgpt # openai # ai # webdev 59 reactions Comments 20 comments 2 min read A new Open AI agent builder, is actually not an agent builder at all, here is why: Kirill Gerts Kirill Gerts Kirill Gerts Follow Oct 9 '25 A new Open AI agent builder, is actually not an agent builder at all, here is why: # ai # openai # webdev # agents 1 reaction Comments Add Comment 3 min read How LLMs Will Always Praise Your Code, Even When It’s Absurd Dev TNG Dev TNG Dev TNG Follow Oct 19 '25 How LLMs Will Always Praise Your Code, Even When It’s Absurd # llm # openai # ai 1 reaction Comments Add Comment 2 min read Build a Powerful AI Chatbot UI in Minutes with Next.js Ramandeep Singh Ramandeep Singh Ramandeep Singh Follow Oct 8 '25 Build a Powerful AI Chatbot UI in Minutes with Next.js # nextjs # typescript # ai # openai 1 reaction Comments 1 comment 1 min read Automate Resume Parsing with n8n, Thordata Universal API & OpenAI GPT-4.1-mini Ranjan Dailata Ranjan Dailata Ranjan Dailata Follow Oct 30 '25 Automate Resume Parsing with n8n, Thordata Universal API & OpenAI GPT-4.1-mini # openai # api # automation # tutorial 6 reactions Comments 1 comment 5 min read Whisper + Gradio on Colab: Speech-to-Text in Minutes Shu Shu Shu Follow Oct 28 '25 Whisper + Gradio on Colab: Speech-to-Text in Minutes # python # openai # whisper # webdev Comments Add Comment 3 min read The Em Dash Trap: How a Tiny Symbol Can Outsmart Your AI Cover \| Lumir S Vinod Lumir S Vinod Lumir S Vinod Lumir S Vinod Follow Oct 27 '25 The Em Dash Trap: How a Tiny Symbol Can Outsmart Your AI Cover \| Lumir S Vinod # ai # openai # chatgpt # machinelearning 4 reactions Comments Add Comment 1 min read Agentic AI and OpenAI SDK Aqsa Gull Aqsa Gull Aqsa Gull Follow Oct 26 '25 Agentic AI and OpenAI SDK # programming # agents # automaton # openai 2 reactions Comments Add Comment 2 min read How to Connect Salesforce to OpenAI Agent Builder Rohith Singh Rohith Singh Rohith Singh Follow for Composio Oct 25 '25 How to Connect Salesforce to OpenAI Agent Builder # mcp # llm # agents # openai 10 reactions Comments 1 comment 7 min read Hosting OpenAI CLIP on GKE Mohamed Roshan Mohamed Roshan Mohamed Roshan Follow Oct 1 '25 Hosting OpenAI CLIP on GKE # ai # openai # kubernetes # cloud 6 reactions Comments Add Comment 4 min read ChatGPT Atlas: The Beginning of AI-Powered Browsing Ibne sabid saikat Ibne sabid saikat Ibne sabid saikat Follow Oct 25 '25 ChatGPT Atlas: The Beginning of AI-Powered Browsing # news # openai # chatgpt # ai Comments Add Comment 2 min read Building a Smart Hardware Inventory System That Actually Works Ravgeet Dhillon Ravgeet Dhillon Ravgeet Dhillon Follow Oct 13 '25 Building a Smart Hardware Inventory System That Actually Works # productivity # openai # sideprojects # webdev 5 reactions Comments Add Comment 4 min read How I Built an AI-Powered Personal Chatbot That Represents Me Professionally (And How You Can Too) Kumar Rohit Kumar Rohit Kumar Rohit Follow Oct 3 '25 How I Built an AI-Powered Personal Chatbot That Represents Me Professionally (And How You Can Too) # ai # openai 1 reaction Comments Add Comment 3 min read Building a Basic AI Agent Ravgeet Dhillon Ravgeet Dhillon Ravgeet Dhillon Follow Oct 11 '25 Building a Basic AI Agent # ai # agenticai # openai # programmingblogs 4 reactions Comments Add Comment 5 min read How to Build an AI-Powered Code Review Bot with GitHub Action, Slack, and LLMs cuongnp cuongnp cuongnp Follow Sep 23 '25 How to Build an AI-Powered Code Review Bot with GitHub Action, Slack, and LLMs # devops # ai # productivity # openai 1 reaction Comments Add Comment 5 min read Comparing AI Providers in 2025: OpenAI, Claude, Gemini, DeepSeek, Meta & Grok Wahee Al-Jabir Wahee Al-Jabir Wahee Al-Jabir Follow Oct 21 '25 Comparing AI Providers in 2025: OpenAI, Claude, Gemini, DeepSeek, Meta & Grok # ai # openai # gemini # compare Comments 1 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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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 # introduction Follow Hide Create Post Older #introduction 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 . 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