Typed mediation lets LLMs orchestrate fixed deterministic tools for scientific workflows, producing identical analysis outputs across runs where direct LLM generation varies.
Introducing the model context protocol, November 2024
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LLM agents exhibit temporal blindness, achieving no better than 65% normalized alignment with human preferences on tool-use decisions across time-sensitive scenarios in the new TicToc dataset.
citing papers explorer
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It's not the Language Model, it's the Tool: Deterministic Mediation for Scientific Workflows
Typed mediation lets LLMs orchestrate fixed deterministic tools for scientific workflows, producing identical analysis outputs across runs where direct LLM generation varies.
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Your LLM Agents are Temporally Blind: The Misalignment Between Tool Use Decisions and Human Time Perception
LLM agents exhibit temporal blindness, achieving no better than 65% normalized alignment with human preferences on tool-use decisions across time-sensitive scenarios in the new TicToc dataset.