AI Investment Frontier LLM 预测需要记忆防火墙 A newly posted SSRN paper quantifies look-ahead bias in GPT-4 financial forecasts, showing why investment AI evaluation needs point-in-time memory controls.
AI Investment Frontier LLM Forecasting Needs a Memory Firewall A newly posted SSRN paper quantifies look-ahead bias in GPT-4 financial forecasts, showing why investment AI evaluation needs point-in-time memory controls.
AI Investment Frontier 智能体交易：为什么 LLM 交易智能体需要证据账本 《Agentic Trading: When LLM Agents Meet Financial Markets》显示，LLM 交易智能体在进入生产信任之前，需要证据账本、真实成本、执行语义和可复现评估。
AI Investment Frontier Agentic Trading: Why LLM Trading Agents Need an Evidence Ledger The arXiv paper “Agentic Trading: When LLM Agents Meet Financial Markets” shows why LLM trading agents need reproducible evidence ledgers, realistic costs, and auditable execution semantics.
