AI Follows Your Instructions 70% of the Time: How to Enforce the Rest
10 min read
AI instruction files work 70% of the time. Close the gap with hooks, automated validation, and team governance strategies.
AI Engineering
Claude Code, MCP, agentic workflows, prompt engineering, AI tooling
How to Give AI Assistants a Map of Your Messy Codebase
8 min read
Monorepos, legacy migrations, mixed framework versions. Here's how to configure AI coding assistants when your codebase doesn't follow one set of rules.
Why AI Hallucinates Imports (and How to Stop It)
9 min read
The mechanics behind phantom packages, version drift, and cross-module confusion, plus concrete prevention strategies for large codebases.
AI Writes Code That Compiles but Breaks Your Architecture: Here's Why
9 min read
When AI takes architectural shortcuts your code still compiles, but breaks in production. Document the decisions AI can't infer from code alone.
Why Your AI Coding Assistant Ignores Half Your Instructions
9 min read
Extra instructions don't help. They hurt. Learn to scope AI instruction files so your assistant only sees what matters for the current task.
How to Write a CLAUDE.md (or Cursor Rules) That Actually Works
7 min read
Your AI assistant used the wrong framework? Here's how to write instruction files (CLAUDE.md, Cursor Rules) that actually prevent that.