pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development
3.40T1 sourcearXiv cs.MA
Source record
Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2607.21268.
Pipeline notes
The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.
SummaryProposes a gated human-in-the-loop multi-agent architecture for AI-assisted economic theory development. Diagnostic gates flag failure modes and recommend loopbacks without certifying correctness; humans retain authority over irreversible decisions. Evaluated on five tasks, the gated design reduced mean failure severity and improved usefulness ratings versus an ungated baseline.
Why it mattersA concrete multi-agent workflow pattern for domains lacking automatic correctness signals, with a public repo and an honest empirical note on when scaffolding over-compresses an important mechanism.
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