# AI manifest - Format: [ai-manifest/1](https://ai-manifest.ahnlak.com/spec/1) - Updated: 2026-10-02 - Tools: none - Default level: none No AI tools were used in this project. --- *This is an ai-manifest/1 file.* **Levels**, from least to most AI involvement: **none** (no AI involvement) · **consulted** (discussed or explained, no AI output in the work) · **suggested** (AI proposed approaches, a human wrote the work) · **co-written** (substantial AI-written parts, reworked by a human) · **directed** (AI wrote most of it to detailed instructions) · **delegated** (AI wrote it from a brief). **Review:** none · light (spot-checked) · full (every part read and understood). **Familiarity:** the author's own skill in that language.