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Ryan Chard

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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
Review Sep 2026

Reputation as Community Memory for the Agentic Web

Agents can now externalize experience into memory, consolidating historical traces into semantic knowledge and procedural shortcuts that persist between sessions. Such memory is typically private to a single agent. We argue that agentic memory benefits from being collective, because trustworthy knowledge of the shared...

Ryan Chard, Gus Ellerm, Alexander Brace et al. · 0 citations
Preprint Sep 2026

Avatar: Toward Autonomous End-to-End Orchestration of Scientific Workflows using LLMs

This work presents Avatar, an actor-based architecture comprising an orchestrator, an executor, and a provenance monitor, and observes that Avatar's rule mode reproduces native execution, with a single unchanged core running all three.

Suman Raj, H. Nguyen, Haochen Pan et al. · 0 citations

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