ENGINEERING
Agentic PR review workflow with Command Code
Shift from scattered PR feedback to confident shipping decisions with agentic review that understands your codebase, your workflow, and how you think about code.
//Command Log
// Command Log
Agentic engineering, coding taste, and research insights from building Command Code.
ENGINEERING
Making Engineering Conventions Portable with npx taste push/pull
Taste files solve a personal problem. But engineering is a team sport. Here's how we built the infrastructure to make accumulated engineering judgement portable across teams and open source projects.
ENGINEERING
Why compaction fails in coding agents when it matters most
When long coding sessions hit their limits, most agents break by losing context. Here’s why compaction fails and how a better approach fixes it.
ENGINEERING
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.
ENGINEERING
Why Teams Should Be Building Coding Taste
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.
DEVELOPMENT
The Full Stack of Terminals Explained: Terminal, Shell, TTY, Console, POSIX, ANSI Escapes & PTYs
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.
ENGINEERING
I Gave Two AI Coding Agents the Same Prompt. Only One Wrote My Code.
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.
ENGINEERING
Taste-Driven Development: How Command Code Learns Your Coding Style
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.
ENGINEERING
Taste vs Skills vs Rules
Why static configuration decays, why tutorials only go so far, and why continuous learning from developer behavior is the missing layer.