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Ryan Chard

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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

Scientific workflow management (WMSs) systems automate execution, yet orchestrate using fixed, hand-tuned rules. LLM agents promise more autonomous orchestration, but it remains unclear where to introduce agentic reasoning, how to bound its risk, and when it actually helps. We present Avatar, an actor-based architectur...

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

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