Facio Blog
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 26-30 of 57 articles in Human-in-the-loop.
Human-in-the-loop
HITL is a control plane for AI behavior — but most teams treat it as a feature to add, not a system to design. The difference between a HITL system that compounds in value and one that degrades into theater is whether you design the feedback loop. Here's how to make HITL a learning system, not a checkbox.
Human-in-the-loop
Your HITL system approved a bad action. The customer is harmed. The audit trail shows the human said yes. Now what? Most teams don't have a HITL incident response procedure — they treat it like a software incident when it's actually three incidents in one. Here's the playbook.
Human-in-the-loop
You're shipping an AI agent to production in a regulated industry. The compliance team is asking how HITL works. The security team is asking how to audit it. The legal team is asking who is liable. This is the executive briefing document that answers all three — and survives scrutiny from all three.
Human-in-the-loop
The HITL queue is the silent infrastructure that determines whether oversight works or collapses. Most teams build approval flows and forget the queue design — until volume exceeds capacity and the system either stalls or silently rubber-stamps. Here's the queue architecture that keeps HITL sustainable at scale.
Human-in-the-loop
Most HITL articles focus on individual decisions. This one focuses on the decision-maker. The reviewer's context is more important than the reviewer's credentials — and most HITL systems destroy context by design. Here's the design pattern for building reviewer context that survives across sessions, escalations, and handoffs.