improve-system

The scheduled improvement engine for the whole setup: it reads session logs, memory files, metrics, and queued lessons since its last run, applies low-stakes fixes to the system itself, and queues higher-stakes changes for my sign-off.

Rules accumulate; systems rot without maintenance. An engine that reads the logs and applies the safe fixes on a schedule means the setup improves between sessions — not just when I remember to tend it.

It runs twice a week after the session-sync pipeline, headless. The effect is compounding: corrections captured by the learning loop get analyzed in batch, and the ones that recur become standing rules without me hand-editing config.

The whole method is downloadable and adaptable — skills/improve-system/SKILL.md inside the zip, with the pipeline layout it expects.