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 66-70 of 73 articles in Human-in-the-loop.
Human-in-the-loop
When every agent action hits a human review queue, reviewers stop reviewing and start rubber-stamping. Approval fatigue is the silent failure mode of HITL systems — here's why it happens and how to architect against it.
Human-in-the-loop
The agent paused. The checkpoint fired. The approval request went to an inbox nobody checks. Multi-channel delivery is the missing half of HITL — here's how to route decisions to humans where they actually work.
Human-in-the-loop
A production database wiped. $840K in agent errors. 23% critical failure rate. The real cost of letting AI agents operate without human oversight — and why "just trust the model" is the most expensive strategy.
Human-in-the-loop
From pre-execution gates to post-execution audits, the 5 production-tested human-in-the-loop patterns that reduce AI agent errors by 78% — and the anti-patterns that kill HITL systems.
Human-in-the-loop
Not every agent action needs human review — and not every action can run autonomously. A practical risk-tiered decision framework for HITL approval workflows.