Blog

Real-world use cases.

Concrete scenarios and workflows — what becomes possible when people and agents build on shared, proven knowledge instead of re-deriving it every time. Roughly weekly.

Latest

When the code moves: a knowledge base that introspects

You shipped the feature and merged the PR — and somewhere in your knowledge base, a dozen facts just quietly went out of date. The fix isn't to write more carefully; it's to make the corpus introspect on itself. Here is a real, interactive pass where Claude Code swept knomit's own knowledge base fact-by-fact, checked every claim against the source instead of trusting the corpus, and corrected the drift — recording each correction instead of erasing it. This is the learning loop closing.

The knomit team · 2026-06-28

Jun 27, 2026

Dogfooding: how knomit holds its own shape

knomit's own repo runs on knomit. We started where everyone starts — a fat CLAUDE.md and a per-machine MEMORY.md — and watched them rot and crowd out context. Here is what replaced them: typed, scoped knowledge surfaced at the moment of the decision, and one real fact that climbed from hunch to proven.

dogfooding
knowledge
provenance