$20 company · measurement

Operating metrics

A user-visible, operational, research, or governance change that reaches its intended durable destination and would still have value if no further work were done on it.

Current outcome log

Prepared Ben Chan Tech for the $20 AI-native company mission while preserving existing public surfaces.
Destination: GitHub / Benchantech site
Captain minutes: unknown — Not captured contemporaneously; intentionally not reconstructed.
Built the lightweight GPT/Codex usage meter path without adding a paid service.
Destination: Benchantech operating meter
Captain minutes: unknown — Not captured contemporaneously; intentionally not reconstructed.

Interventions are classified as judgment, authority, missing context, execution failure, or tooling. Unknown historical values remain unknown rather than being reconstructed from memory.

All experiments