Production agentic systems need graduated escalation, not a binary human-in-the-loop toggle. Concrete patterns for confidence routing, handoff, and feedback loops.
Autonomous AI only works when the organization defines identity, permissions, evidence, approvals, and audit trails first. Governance is the system that lets AI act without creating unmanaged risk.
Most AI implementations fail because vendors optimize for POC wins, not production survival. Here's what separates real engineering from theater.
95% of GenAI pilots fail to reach production. Here's what separates toy agent demos from enterprise-grade systems: observability, guardrails, and failure recovery that works.
