LLM Agents Need a Cognitive Grammar, Not Just More Tools

Zenodo

Beyond Prompted Caution and Guardrails: Runtime-Enforced Pre-Action Cognition...

LLM agents are beginning to act, not merely answer. They call tools, write files, send messages,access private data, trigger workflows, and delegate work. Yet the reasoning that should precedeconsequential action often remains optional: hidden inside...