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AI Coding

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105 posts

Why the Most Productive Developers Aren't the Loudest AI Users

The METR study found AI tools make experienced developers 19% slower. The most productive developers use AI selectively and quietly. The loudest adopters ship the least.

Strong OpinionsAI CodingProductivityTrend CommentaryDeveloper Tools1 min read · Apr 11, 2026

AI Agents in Production: What Actually Works After 6 Months

Most AI agent projects die between demo and production. After 6 months running agents at scale, these are the patterns that survived: model routing, trace-based debugging, loop detection, and hard cost ceilings.

Meta AnalysisAI CodingDeveloper ToolsMonitoringObservability1 min read · Apr 10, 2026

Building an MCP Server From Scratch (The Parts Nobody Explains)

Build an MCP server in TypeScript from zero. Covers the handshake, Streamable HTTP transport, OAuth 2.1 auth, error codes the SDK swallows, and production deployment patterns.

Build AlongMCPTypeScriptDeveloper ToolsAI CodingAPI Design1 min read · Apr 10, 2026

Every Claude Code Environment Variable That Actually Matters

All 40+ Claude Code environment variables grouped by what they do. API keys, Bedrock, Vertex, Foundry, CI/CD, and the billing gotcha nobody warns about.

Sharper ToolsClaude CodeAI CodingDeveloper ToolsCLIProductivity1 min read · Apr 10, 2026

Gemma 4 Is Google's Best Open Model Yet (Here's How to Use It)

Gemma 4 ships Apache 2.0, 256K context, and four model sizes. Benchmarks beat Llama 4 across the board. Quick use cases with Ollama and Transformers code.

Strong OpinionsAI CodingMLOpen SourceSelf-HostingDeveloper Tools1 min read · Apr 10, 2026

Self-Hosting AI for Code: The $0/Month Developer Stack

Build a complete self-hosted AI coding stack with Ollama, Continue.dev, and Open WebUI for $0/month. Includes hardware requirements, cost math, and the setup commands.

Build AlongAI CodingSelf-HostingDeveloper ToolsCLIProductivity1 min read · Apr 10, 2026

Vibe Coding Is Breaking Production (Here's How to Do It Right)

Vibe coding shipped 1.5 million leaked API keys and got apps banned from the App Store. The problem is not AI-generated code. It is skipping the review. A practical checklist for doing it right.

Strong OpinionsAI CodingSecurityDeveloper ToolsTrend CommentaryProductivity1 min read · Apr 10, 2026

How to Reduce AI Coding Tool Token Usage by 50%

Reduce AI coding tool token usage by half with system prompt trimming, targeted reads, and model routing. Save $100+/month on Claude Code, Cursor, and Copilot.

Sharper ToolsAI CodingClaude CodeDeveloper ToolsProductivityComparison1 min read · Apr 3, 2026

How to Actually Find Web Developer Jobs in 2026

Web developer job postings are down 15% and junior roles get 50+ applicants. Here's what actually works to land web developer jobs in 2026.

Career MovesCareerWeb DevFreelancingAI CodingTrend CommentaryProductivity1 min read · Apr 2, 2026