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City University of Hong Kong
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Adapter design can make or break coding performance in OpenClaw-style agents, with a full adapter boosting success rates by over 50 percentage points.
Autonomous research agents need to learn from their mistakes and adapt, not just generate papers, and this framework shows how to make that happen.