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EnrichedResearchReddit r/MachineLearningCommunityLive · 2d agoPublished 7/1/2026

Agents collapse "observed", "concluded", and "generated" into one confidence level. Is anyone modeling epistemic status directly instead of just improving retrieval? [D]

Been chewing on this for a while and I honestly can't tell if it's genuinely open or if I'm just not googling the right terms, so I'll throw it out here. There's a paper by Roynard that put words to something I'd been vaguely bothered by for a while. He calls it a category error,

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Been chewing on this for a while and I honestly can't tell if it's genuinely open or if I'm just not googling the right terms, so I'll throw it out here. There's a paper by Roynard that put words to something I'd been vaguely bothered by for a while. He calls it a category error, the idea being that pretty much every memory system applies the same persistence model to everything it stores, usually

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