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.

Research template

Hypothesis: Define human checkpoints by risk, action scope, evidence quality and reversibility rather than placing approval at the end of every workflow.
Method: Public architecture synthesis from approved website evidence, implementation lessons and publication metadata; not a private-client data study.
Evidence: Architecture principle applied across governed-agent designs.
Result: Under research
Limitations: Preliminary research unless a page explicitly states otherwise; private SAP system evidence and client-specific outcomes are not published.
What it proves: Architecture principle applied across governed-agent designs.
What it does not prove: It does not prove universal effectiveness, SAP certification, live production performance or private landscape readiness.
Next validation: Publish reusable control patterns for advisory, approval and controlled-action agents.