Full-stack inference-time coherence engine for LLM conversations. Per-turn scoring (TF-IDF+JSD), Kalman smoothing, GARCH variance, Monte Carlo SDE bands, post-audit loop, signal detection, and auto-corrective injection — with industry presets for medical, technical, legal, circuit, and creative workflows. No server. No install.