Handbook
AI optimizes for “compiles / runs.” Maintainability is not the objective. Something must brake entropy — preferably the language.
1. Add a constraint (pattern increases entropy)
2. Let AI hit it on real tasks
3. Observe fix vs cheap bypass
├─ correct fix → keep
└─ bypass → free bug report on the constraint → tighten
4. Mature when correct is the downhill pathThesis red line: there is no “trust this whole module” knob. Import is free; silent trust is not. Escape hatches, if any, stay expensive, greppable, and culturally dirty — like as any in healthy TS codebases.
Vision write-up: docs/22-ai-low-entropy-vision.md · entropy axes: docs/11-entropy.md.