Development

Intent Coherence Starter Pack

Spec-to-implementation drift is the silent failure mode of LLM-assisted development. This starter pack is the practical kit — a lode template, an eval harness skeleton, and 20 starter test cases — for keeping intent and code aligned without slowing the team down. Lode template attributed to FJ Zeit.

What's inside

  • Lode template (markdown files for project knowledge, by FJ Zeit)
  • Eval harness skeleton wired for OpenAI / Anthropic / local models
  • 20 starter test cases across common drift modes
  • README with the Intent Coherence discipline overview

Who it's for

Engineering leaders running AI-assisted teams who notice spec and code keep parting ways. Adoptable solo; high-value for teams of three or more.

Lode template attributed to FJ Zeit — fjzeit.github.io/coding/lode-coding-basics

Send me the Coherence Starter Pack

Email-only. I'll deliver the GitHub repo link and PDF readme to your inbox.