Rules Rot. Skills Decay. Taste Is What Scales.
Rules files and skills decay over time. The real solution is coding taste, patterns learned from how you actually write code.




































Agentic engineering, coding taste, and research insights from building Command Code.
Rules files and skills decay over time. The real solution is coding taste, patterns learned from how you actually write code.
AI coding agents write correct code, not your code. Teams that build and share coding taste (learned preferences from accept/reject/edit signals) compound a 5-10x productivity advantage. Here's the information-theoretic argument for why taste is the next frontier of AI-assisted development.
A deep dive into the full stack of terminals — what makes a terminal, how shells work, what TTY and PTY mean, POSIX standards, ANSI escape codes, and more.
Ran the same 3 prompts through Command Code and Claude Code. Claude wrote correct code, but Command Code wrote *my* code every single time. The difference is worth seeing.
Command Code learns from your feedback to generate code that matches your coding taste. How we built a system that adapts to how you actually write.
Why static configuration decays, why tutorials only go so far, and why continuous learning from developer behavior is the missing layer.