MetaShare: Failure-Aware Collective Self-Improvement for Open-Ended Agents
3.40T1 sourcearXiv cs.MA
Source record
Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2610.21887.
Pipeline notes
The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.
SummaryMetaShare is a framework for open-ended self-improving agents that records both successful and failed modifications with signed performance deltas, retrieving diverse strategies and high-confidence failures from other lineages before each generation. A task-blind auditor injects underrepresented mechanism categories. Across five domains, it matches or exceeds DGM-Hyperagents' performance in 1.7–2.9x fewer iterations.
Why it mattersCross-lineage failure retention and a task-blind auditor for mechanism coverage are concrete patterns applicable to self-improving agent pipelines, with efficiency gains shown across five domains.
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