Applied AI / Agent Systems
Flagship ProjectUnderstudy
Enterprise AI-agent autonomy control plane where an LLM shadows human operators on shipment exceptions and earns action-specific autonomy through measured performance. A deterministic controller promotes or demotes actions across SHADOW → SUGGEST → AUTO with guardrails, tool permissions, and auditable state transitions.