Lab

The Lab

Where I keep the receipts. The Lab is a permanent home for what I'm measuring and tuning as I build with AI — the data up top, a running record of experiments underneath. Working notes with the numbers attached.


Willpower doesn't scale Coming

Every guard in my setup is a mistake that happened enough times to automate away — the reverse timeline of how the rails went in.

Don't fly your kids to school in a G6 Field note

Opus is the manager, Sonnet the senior with good judgment, Haiku the intern — matching the model to the job instead of always reaching for the biggest one.

Autocompact earlier to run longer Ongoing log

13.5B tokens across 1,769 sessions, instrumented turn-by-turn — finding the context ceiling my sessions kept hitting, and what I'm doing about it.

Let them sort it out Field note

Two sessions were building the same feature and didn't know it, so I told one to message the other. Five ways my Claude sessions started coordinating without me.