New paper proposes Harness Continual Learning to solve agent behavioral drift

rohanpaul_ai · x · 2026-08-22

Rohan Paul highlights a paper on 'Harness Continual Learning'. It notes that agents improve by rewriting prompts, memory, and routing, causing 'harness-level forgetting' where fixing a bug breaks existing functionality. The proposed HCL framework treats agent updates like code changes, requiring regression tests.

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