Unverified50% confidenceFactExact time
X-AgentRed's self-evolution mechanism includes tool substitution diversification (deriving tool variants to replace tools on harmful paths) and precondition refinement (refining the preconditions of blocked steps on failed paths).
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50%
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Long-term
Relevance
10/12/2026
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