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AgentEvolver: System-Wide Self-Evolution Through Task Execution

Published • Oct 8, 2026
Authors:
Wentao Zhang
,
Fuchao Yang
,
Yilei Zhao

Abstract

An agent can complete a task without improving how it works. Turning task experience into reusable capability requires connecting the changed component to its evaluation and subsequent use. We present AgentEvolver, a system for developing capabilities during task execution while keeping the foundati...

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