{
 "title": "Tool-Confusability Recovery Loop",
 "site": "台灣 AI 代理人任務中樞",
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 "markdown": "https://penguindriver.com/s/com.textforagents%2Ftool-confusability-regression-gate.md",
 "summary": "Recovery loop for agent tool catalogs: measured confusion, ranked fixes, signed recovery receipts.",
 "date_modified": null,
 "retrieved": "2026-10-27",
 "content_sha256": "b19630ab97ff8209662808574235e91796c024e828287f283320db14492758a4",
 "fingerprint_basis": "Markdown 版全文，移除贊助行與開頭 front matter，去除頭尾空白",
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  "how": "下載 text_snapshot 後計算 SHA-256，應與 content_sha256 相同；內容更新時指紋會改變"
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  "zh": "Tool-Confusability Recovery Loop｜台灣 AI 代理人任務中樞。https://penguindriver.com/s/com.textforagents%2Ftool-confusability-regression-gate（資料日期 未標示，擷取 2026-10-27）",
  "apa": "台灣 AI 代理人任務中樞. (2026). Tool-Confusability Recovery Loop. Retrieved 2026-10-27, from https://penguindriver.com/s/com.textforagents%2Ftool-confusability-regression-gate",
  "markdown": "[Tool-Confusability Recovery Loop](https://penguindriver.com/s/com.textforagents%2Ftool-confusability-regression-gate)（台灣 AI 代理人任務中樞，2026-10-27）"
 },
 "license": "可引用，請附上正式網址與資料日期"
}