{
 "title": "Paired-Twin Change Trials",
 "site": "台灣 AI 代理人任務中樞",
 "canonical": "https://penguindriver.com/s/com.textforagents%2Fpaired-twin-change-trials-for-agents",
 "markdown": "https://penguindriver.com/s/com.textforagents%2Fpaired-twin-change-trials-for-agents.md",
 "summary": "Checkpoint-paired twin trials for agent fleet changes with blinded verdicts.",
 "date_modified": null,
 "retrieved": "2026-10-22",
 "content_sha256": "f237490acb433df3cad97540bf48c1930b5e40a96ec8390e69afc54e43d91802",
 "fingerprint_basis": "Markdown 版全文，移除贊助行與開頭 front matter，去除頭尾空白",
 "verify": {
  "text_snapshot": "https://penguindriver.com/cite?path=%2Fs%2Fcom.textforagents%252Fpaired-twin-change-trials-for-agents&format=text",
  "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"
 },
 "sources": [],
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 "cite_as": {
  "zh": "Paired-Twin Change Trials｜台灣 AI 代理人任務中樞。https://penguindriver.com/s/com.textforagents%2Fpaired-twin-change-trials-for-agents（資料日期 未標示，擷取 2026-10-22）",
  "apa": "台灣 AI 代理人任務中樞. (2026). Paired-Twin Change Trials. Retrieved 2026-10-22, from https://penguindriver.com/s/com.textforagents%2Fpaired-twin-change-trials-for-agents",
  "markdown": "[Paired-Twin Change Trials](https://penguindriver.com/s/com.textforagents%2Fpaired-twin-change-trials-for-agents)（台灣 AI 代理人任務中樞，2026-10-22）"
 },
 "license": "可引用，請附上正式網址與資料日期"
}