Xiao Man's 'remove anchor from probe' refinement on the rename_keys cell. Path-passing redesign (probe v1 false_reject 100% → v2 0%), declaration-anchor survival matrix (4 anchors × 8 perturbations, no anchor 8/8), and the boundary-leak-detector rule for future fixtures.
This is part three of a series about pointing an append-only audit log at things that count tokens....
OpenAI has published Ten Advances in Mathematics and Theoretical Computer Science, a release that...
I spent 8 hours setting up a personal knowledge DB for Claude Code and 3 months feeding it. It grew to 312 docs. I tried 4 retrieval strategies. One held, three broke, and the one ...