Framework-agnostic confidence-gated escalation middleware for LLM agents: multi-signal scoring (logprob, verbalized, tool risk), threshold policies, and escalation handlers for LangChain, CrewAI, AutoGen, and Google ADK.
Multi-Factor Generative-Deterministic Confidence (MFGC) scoring and safety gates for AI agents. Zero dependencies.