What problem does it solve? Lab administrators handle many sensitive workflows—reimbursements, Slack invites, recommendation letters, social posts, calendar/email, and paper publishing—and choosing the wrong tool or skipping approval steps risks unauthorized external actions. This Skill acts as the routing layer that picks the right focused skill and enforces a universal safety loop before any real-world mutation. ## Core Features & Use Cases - Skill Router: Maps each admin request type (join-form triage, reimbursements, access invites, Slack management, letters, social posts, calendar/email, paper publishing) to the correct focused skill and its typed tools. - Universal Safety Loop: Enforces privacy-aware reasoning via adminbot_reason, evidence gathering, risk-tier identification, and proposal creation with adminbot_propose_action. - Approval-Gated Execution: Requires every external action to be reviewed and approved in the Control UI Pending Actions section, with immutable payloads and re-approval on any change. - Use Case: A lab admin asks to accept a candidate, invite them to Slack, and schedule onboarding; the Skill splits this into three separate proposals, each with its own evidence and approval. ## Quick Start Ask AdminBot to prepare a reimbursement or draft a Slack invite, and it will route the request to the right workflow and create a pending proposal for approval in the Control UI.