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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Michael H. Prince

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Review Sep 2026

Strategies for Deploying AI Agents in Production at Scientific User Facilities

Agentic artificial intelligence (AI) is moving beyond research demonstrations toward production use at scientific user facilities, including light sources, neutron sources, nanoscience centers, and autonomous laboratories. Its scientific value extends beyond increasing throughput. Agents can perform repeatable tasks in...

Ming Du, Xiang-Yu Yin, Michael H. Prince et al. · 0 citations
Preprint Aug 2026

Artifact-centered Claim-aware Observability for Autonomous Scientific Agents

This work argues that autonomous scientific systems should emit portable, claim-aware artifact lineage as a minimum audit layer, and proposes a compact observability profile organized around individuals, operators, fitness records, lineage, archives, runs, streams, and steering commands.

Xiang-Yu Yin, Ming Du, Michael H. Prince et al. · 1 citation

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