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Installable agentic skills / AI agent skills (SKILL.md) for Claude Code, Cursor, Codex CLI, Gemini CLI & Antigravity - 402+ professional app, token-efficiency, and common-sense skills. SEO/GEO ready.

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--- name: ai-human-handoff-contract description: "Define and test when an AI workflow must hand a task to a human, preserving evidence and preventing unapproved continuation." category: development risk: safe source: self source_type: self date_added: "2026-09-11" tags: ["ai-workflows", "evaluation", "ai-human-handoff-contract"] tools: ["claude", "cursor", "gemini", "codex"] --- # Human Handoff Contract ## Scope Identify decision ownership, irreversible actions, required evidence, and the human review channel. Derive handoff triggers from application requirements rather than model confidence alone. Keep thresholds configurable by the authorized owner. ## Procedure Define states such as active, awaiting_review, approved, rejected, and expired. Specify which actions remain permitted in each state and who may transition it. An agent must not approve its own pending action. ## Checks Prepare a review packet containing the user's request, relevant evidence, proposed action, uncertainty, and expiry. Minimize personal data and exclude credentials. Link evidence rather than dumping an entire conversation where possible. ## Failure Handling Test missing evidence, unavailable reviewers, conflicting approvals, expiry, cancellation, and duplicate notifications. Bind approval to the reviewed action and inputs; material changes require renewed review. ## Deliverable Deliver the state contract, test cases, and a concise reviewer-facing template. A timed-out approval stays pending or expires according to policy; silence is not permission.