On…A collection of How-Tos and What-Nots…

#measurement

Writing

EssayAI-assisted

I built the best opponent I could for my AI philosophy. We tied.

I ran the lean system against the best generic CLAUDE.md a careful session can write — real multi-session builds, scoring locked before anything ran. Every quality measure tied. The interesting part is why, and the two things that didn't.

EssayAI-assisted

I gave an AI a philosophy, then tried to prove it was useless

I ablated my own AI doctrine layer under equal compute — every apparent win re-run against length-matched filler. Most of it was theatre. What survived is memory of the things the model can't guess.