The third lecture of RD‑AGENT examines LLM‑generated financial factors, noting that code bugs are instantly apparent while flawed assumptions can still produce plausible backtest numbers that rank highly. Using real A‑share, futures, and crypto factor pools, it shows how to spot “pseudo‑logic” hypotheses and assess factor quality.