Game Theory Proves Transcript-Only Gatekeeping in Multi-Agent LLMs Is Mathematically Impossible

With multi-agent LLM deployments multiplying, this paper provides the first unified game-theoretic foundation for orchestrator-worker systems and proves a hard impossibility: any gate that reads only the chat transcript cannot reliably improve outcomes — grounded environment access is mathematically required, not optional.