Source record

Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2611.12933.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

The preprint reports three closed-loop experiments in which coding agents and humans autonomously conducted synchrotron X-ray studies of nanoparticle superlattices under changing objectives. Transcript audits reconstructed decision provenance, measured contributions and error corrections, and showed substantial reliance on multi-participant input.

It offers rare, measured evidence for designing persistent human-agent teams, including audit trails, contribution tracking, and failure handling in physical laboratory workflows.

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