> ## Documentation Index
> Fetch the complete documentation index at: https://docs.katyar.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Human-in-the-Loop & Oversight

Graduated autonomy — agents run freely until risk crosses a threshold, then humans step in seamlessly.

### Key Features

* Async approvals via Slack / Teams / dashboard
* Rich context in approval requests (full prompt, tool call, parameters, risk score)
* Timeout + escalation (no response in 5 min → notify manager)
* Approve / Deny / Modify / Comment (comments saved in audit trail)
* Bulk approvals + delegation
* Custom webhook support for internal systems

### Outcomes

* High-stakes actions (money movement, prod changes, bulk emails) always reviewed
* Low false-positive rate — only real risks interrupt flow
* Full audit trail of who approved what and why