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Improvement Loop
5 essays tagged with Improvement Loop.
May 14, 2026·7 min read·Intermediate
Harness Improvement Loops Need Replayable Environments
Why harness improvement needs replayable episodes, bounded mutations, scorecards, source closure, and promotion gates.
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May 13, 2026·8 min read·Beginner
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.
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May 13, 2026·6 min read·Beginner
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.
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May 12, 2026·11 min read·Intermediate
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.
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April 15, 2026·7 min read·Intermediate
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.
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