---
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canonical_url: "https://aidr.today/f6365915?lang=en"
title: "Auditable Human-Agent Teams for Autonomous X-ray Experimentation"
lang: "en"
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published_at: "2026-11-11T05:00:00.000Z"
category: "Research"
topics: ["agent"]
source_urls: ["https://arxiv.org/abs/2611.12933"]
summary: "Autonomous synchrotron X-ray experiments on nanoparticle superlattices were demonstrated using coding-agent infrastructure grounded in validated scientific methods. Across three experiments, 61-67% of messages involved interpretation or judgment. Provenance showed that 59-68% of error corrections involved multiple participants."
---

# Auditable Human\-Agent Teams for Autonomous X\-ray Experimentation

> [Open the canonical story](<https://aidr.today/f6365915?lang=en>)

**Published:** 2026-11-11T05:00:00.000Z
**Category:** Research
**Topics:** agent

## Summary

Autonomous synchrotron X\-ray experiments on nanoparticle superlattices were demonstrated using coding\-agent infrastructure grounded in validated scientific methods\. Across three experiments, 61\-67% of messages involved interpretation or judgment\. Provenance showed that 59\-68% of error corrections involved multiple participants\.

## Sources

- [Story source](<https://arxiv.org/abs/2611.12933>)

