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ORCA

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22:25
2026-08-24
discuss.huggingface.co
artificial-intelligence

Why LLM agents keep failing (and it’s not the prompt)

A new paper on SSRN proposes ORCA, a cognitive runtime for LLM agents that structures reasoning as reusable components instead of embedding logic in prompts, addressing common failure patterns in agen…

11:25
2026-07-04
discuss.huggingface.co
large-language-models

LLM Agents Need a Cognitive Grammar, Not Just More Tools

A developer proposes ORCA, a cognitive grammar for LLM agents that defines reusable reasoning patterns called COGITs and SYLLOGs, aiming to make agent behavior more traceable, testable, and portable b…

14:23
2026-07-03
discuss.huggingface.co
large-language-models

Can LLM Agents Develop Precognition?

LLM agents can benefit from a preflight admission system called SYLLOG that evaluates candidate actions before execution, making consequences explicit and routing actions to proceed, clarify, revise, …

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