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AI Hot Sheets
AI Hot Sheets @aiHotSheets ·
🔥 LLM world models for agents often hallucinate or use outdated info, leading to inaccurate, costly decisions. 🌊 R-WoM retrieves real-time observations, grounding LLMs for accurate simulations and better agent actions. #AI #LLMAgents #Retrieval arxiv.org/abs/2510.11892
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R-WoM: Retrieval-augmented World Model For Computer-use Agents

Large Language Models (LLMs) can serve as world models to enhance agent decision-making in digital environments by simulating future states and predicting action outcomes, potentially eliminating...

From arxiv.org
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Ron Reed
Ron Reed @RonReed81 ·
Why does RISWIS matter if strong LLMs already exist? Because the answer an LLM gives is only the last visible layer. RISWIS focuses on the hidden retrieval step that often decides what reaches the model first. #AI #Retrieval
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Oysterpark Primary School
Oysterpark Primary School @Oysterparkp ·
Y3 created some amazing 3D river-system models as a retrieval task, recalling key features such as the source, meanders, tributaries and the mouth. Pupils used precise geographical vocabulary to explain their models -lots of proud young geographers! #retrieval #oracy #TeamOyster
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