engineering-practice

Read Your Own Codebase First

Prior implementations encode constraints vendor docs omit - check your codebase before any setup guide for a library you have integrated before.

Validating pattern-matchers against a real corpus, not your imagination

Our v1 reflex hook had zero corpus recall. v2 was corpus-driven from the start. Mine real transcripts before shipping pattern-matching code.

Reflex primer v1 to v2 in one day after corpus check