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  "path": "/posts/2026-05-27-human-in-the-loop-agent-approvals-a-mastra-pattern/",
  "publishedAt": "2026-05-27T04:00:00.000Z",
  "site": "https://www.damiangalarza.com",
  "textContent": "Prompt-based approval gates fail because the model decides whether to ask. Mastra's requireApproval primitive removes that decision entirely. Here's how to implement it.",
  "title": "Human-in-the-Loop Agent Approvals: A Mastra Pattern"
}