Facio Blog

Practical notes on human-reviewed AI agents.

Payload-powered product notes, security writing, HITL patterns, and operational guidance from the Facio runtime: long sessions, Placet approvals, audit trails, memory, providers, channels, tools, and Docker-first operations.

Showing 81-81 of 81 articles.

Human-in-the-loop

Confidence Thresholds and Escalation: When to Let the Agent Run and When to Ask for Human Review

Draft date pendingHuman-in-the-loop

Confidence Thresholds and Escalation: When to Let the Agent Run and When to Ask for Human Review

"0.85" means nothing without knowing which action it applies to. A confidence threshold isn't a setting — it's a routing policy with a number attached. Here's how to build one that actually works.