#llm-planning

IFPV's Adversarial Cognitive Simulation Cuts Multi-Agent Operational Cost 41.7% Over Single-Step LLMs

IFPV pairs a multi-agent planner with a fine-tuned adversarial simulator, cutting operational cost 41.7% in ACTS and challenging agent frameworks to own plan verification.