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论文提出 Investor's Last Exam (ILE)，一个由买方投资者主导的股票研究基准，评估AI智能体在冻结信息集下的研究质量、预测准确度与模拟投资表现，结果显示最强模型（GPT-6 Astra、Claude Opus 5.5）研究能力强但预测表现仍显著不足。
Investor's Last Exam (ILE) 是一个由资深买方投资者主导的股票研究基准，使用冻结证据、专家评分标准和金融依赖图评估 AI 智能体的端到端研究能力，结果显示顶尖模型研究能力强但在预测和投资判断上仍然失败。
The author describes how they built a Claude skill to extract Ray Dalio's Big Cycle framework from a video transcript, using a structured extraction prompt and organizing the output into a SKILL.md. The article shares their step-by-step process for turning video knowledge into runnable AI workflows.
DAPPOS has launched a buy-side equity research SOP through xBubble, allowing users to generate professional reports comparable to institutional buy-side analysts' internal research memos simply by entering a stock ticker, eliminating the need for tedious prompt engineering.