Optimist Deep Research: An Iterative, State-Centric Agent for Autonomous Literature Research
Optimist Deep Research is an open-source iterative agent that audits literature search through a mutable evidence state.
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Optimist Deep Research is an open-source iterative agent that audits literature search through a mutable evidence state.
Samsung and University of Warsaw researchers find LLMs repeatedly generate the same fake author names, contaminating academic records with 1,655 ghost-authored DOIs.
Entities are extracted by the model from each article. First seen , last mentioned . Watching keeps it in this browser only (no account); the watchlist page and dashboard alerts use it.
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