Improvement Loop
6 essays tagged with Improvement Loop.
Self-Improving Harnesses: HarnessDev, HoH, and the Promotion Boundary
A practitioner analysis of HarnessDev, Harness-of-Harness, HarnessOpt-Bench, and HarnessCompass, with concrete boundaries for evaluation, durable state, recovery, and harness promotion.
Harness Improvement Loops Need Replayable Environments
Why harness improvement needs replayable episodes, bounded mutations, scorecards, source closure, and promotion gates.
AI Does Not Launch Once: Feedback Loops After Go-Live
A plain-English guide to operating agents after launch: corrections, recurring failures, proposal queues, rollout, rollback, and review.
Operating Agent Products: Feedback, Rollout, and the Improvement Loop
A PM operating model for shipped agents: trace review, corrections, proposal queues, scorecards, rollout, and rollback.
Autotune the Harness: Baking the Improvement Loop into ContextOS
How ContextOS treats autotune as a gated loop over traces, scorecards, replay sets, bounded candidates, approval, and rollout.
From Operator Correction to Released StrategyRule: The Improvement Loop, Coded
How one operator correction becomes a reviewed, replayed, versioned StrategyRule that prevents repeat agent failures.