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Notes from building data tools inside live project controls — where machine assistance earns its keep, and where it's still theater.

Self-Improving Harnesses; Lessons from Fable

A friday night dedicated to diffing Fable's workflow against Opus' — and folding the wins back into the harness. Commits went from 84 to 175.

Jun 16, 2026 · 5 min