HITL & human interfaces

Human-in-the-loop patterns for agent systems that must pause for approval, route work to reviewers, or expose hypermedia dashboards.

Approval flows (protocol v2.1)

High-impact tool calls use two-phase commit with JSON for agents and HTML + htmx for human operators. Responses include approval_url (HATEOAS) so the next action is discoverable from the envelope.

→ Protocol reference (v2.1) · DAOS specification

Label Studio integration

Optional hitl_enqueue_label_studio (CLAWQL_ENABLE_HITL_LABEL_STUDIO=1) enqueues review tasks and accepts webhook callbacks.

→ HITL — Label Studio · Learn: schedule & notify

Natural language dashboard (planned)

The Natural Language Dashboard and Agent Dashboard as hypermedia are specified in the Contributor Technical Specification and Vision & Roadmap — not yet shipped as a standalone product surface.