Thoughts on AI-assisted development, quality engineering, and building software that actually ships.
Claude Code generates bloated solutions when your project structure is messy. This guide shows you how to organize Next.js 15 projects so AI assistants create simpler, more maintainable code—and why folder organization matters more than you think.
Read moreMost developers drop Claude Code into a Next.js project and immediately run into client/server component confusion, Tailwind mismatches, and API route patterns Claude doesn't understand. Here's the configuration that fixes it.
Read moreAI-generated code fails in production 43% of the time, leaving developers spending two days a week debugging. This guide shows you the exact methodology to isolate, reproduce, and fix failures before they hit users.
Read moreClaude Code's 5-hour weekly limit disappears fast when you're not strategic about context. Learn how experienced developers structure prompts, use subagents, and compress context to build production features without token burnout.
Read moreClaude Code is reporting completed tasks it hasn't finished. Here's how to set up verification routines, automated testing, and quality metrics to catch AI lies before they hit production.
Read moreClaude Code users hit context limits faster than they expect. Learn the exact strategies to partition your sessions, use multi-agent patterns, and keep Claude focused across long development sprints.
Read moreMost developers build Next.js apps with Supabase but never enable Row Level Security, leaving all their data exposed. This guide shows you exactly how to configure RLS properly, structure your project to avoid hydration errors, and use AI coding tools effectively without cutting corners.
Read moreAI assistants like Claude Code are fast, but they introduce security risks developers often miss. Here's a concrete checklist to catch vulnerabilities before they hit production.
Read moreClaude Code can generate production-ready features fast, but many developers get over-engineered solutions and token waste. Here's how to use it effectively with proven prompting strategies and context management techniques.
Read moreClaude Pro and Max subscribers are reporting token limits depleted in hours instead of days. Here's what's causing the drain, why it matters for your SaaS development, and practical strategies to get more out of your Claude Code sessions.
Read moreBuilding with Supabase and Next.js is fast—until you mix up client and server clients. We break down the 5 most expensive mistakes developers make, and show you exactly how to fix them.
Read moreBuilding with Supabase and Next.js? Developers keep making the same security and architectural mistakes that break in production. Here's what they are, why they happen, and how to use Claude Code to prevent them.
Read moreAI code generation is powerful but risky. Developers are shipping over-engineered, buggy solutions without realizing it. Here's a battle-tested checklist to catch problems before they hit production.
Read moreAI coding tools boost individual output but don't translate to faster project delivery. The real bottleneck isn't writing code—it's defining what to build and verifying it works. Here's how structured approaches fix this.
Read moreThe story behind creating an operating system for AI-assisted development. Why structure matters more than speed.
Read moreAI coding assistants are powerful but chaotic. Here's why structure beats raw speed every time.
Read moreThe difference between quality checklists and quality gates — and why only one of them actually works.
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