{
 "title": "Risk-Aware Trading Agents",
 "site": "台灣 AI 代理人任務中樞",
 "canonical": "https://penguindriver.com/s/io.github.jackson-cmd%2Frisk-aware-trading-agents",
 "markdown": "https://penguindriver.com/s/io.github.jackson-cmd%2Frisk-aware-trading-agents.md",
 "summary": "AI trading agents for US stocks: point-in-time news backtests, a frozen 2026 market, paper trading",
 "date_modified": null,
 "retrieved": "2026-11-14",
 "content_sha256": "b9e856804d0685800edead8ce4665654cafad22f1c5a0aef2dd47abb338b2cbd",
 "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%2Fio.github.jackson-cmd%252Frisk-aware-trading-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": [
  {
   "name": "https://github.com/jackson-cmd/risk-aware-trading-agents",
   "url": "https://github.com/jackson-cmd/risk-aware-trading-agents"
  },
  {
   "name": "https://jackson-cmd.github.io/risk-aware-trading-agents/",
   "url": "https://jackson-cmd.github.io/risk-aware-trading-agents/"
  }
 ],
 "source_count": 2,
 "cite_as": {
  "zh": "Risk-Aware Trading Agents｜台灣 AI 代理人任務中樞。https://penguindriver.com/s/io.github.jackson-cmd%2Frisk-aware-trading-agents（資料日期 未標示，擷取 2026-11-14）",
  "apa": "台灣 AI 代理人任務中樞. (2026). Risk-Aware Trading Agents. Retrieved 2026-11-14, from https://penguindriver.com/s/io.github.jackson-cmd%2Frisk-aware-trading-agents",
  "markdown": "[Risk-Aware Trading Agents](https://penguindriver.com/s/io.github.jackson-cmd%2Frisk-aware-trading-agents)（台灣 AI 代理人任務中樞，2026-11-14）"
 },
 "license": "可引用，請附上正式網址與資料日期"
}