Implement

A pragmatic framework for writing code that actually works, built from analyzing 21,000+ real implementation sessions. The core insight is simple: verify every 2-3 edits instead of batching everything at the end, which eliminates most debugging spirals. It gives you a five-phase loop (orient, plan, implement, verify, commit) with concrete heuristics like reading 10+ files before your first edit and maintaining a 9:1 ratio of editing existing files versus creating new ones. The discipline section directly addresses common LLM coding problems like overcomplicating abstractions and making silent assumptions. Use this when you're doing actual feature work or debugging, not one-line config fixes.