Under research

Human-in-the-loop operating controls

A generic approval button does not define who is accountable, what evidence is reviewed or how a decision is reversed.

Why it matters

Enterprise control requires clear decision rights, segregation of duties, evidence and rollback.

Define human checkpoints by risk, action scope, evidence quality and reversibility rather than placing approval at the end of every workflow.

Architecture principle applied across governed-agent designs.

Beyond the Prompt

CapAI Agent Hub

Publish reusable control patterns for advisory, approval and controlled-action agents.