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Autotune
4 essays tagged with Autotune.
July 24, 2026·10 min read·Expert
Adaptive Agent Harnesses: Learn From Experience Without Letting Production Rewrite Itself
MemoHarness shows that execution experience can improve the control layer around an LLM. Production systems need a stricter pattern: adaptive performance inside an immutable safety envelope.
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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 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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May 12, 2026·6 min read·Intermediate
Harness Candidates Are Model Checkpoints: How to Improve Agents Without Silent Mutation
How to treat every prompt, retrieval, tool, policy, and evaluator change as a scored, reviewed, reversible harness candidate.
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