# Investor's Last Exam: Can AI Agents Do Equity Investment Without Seeing the Future? > Source: > Published: 2026-10-30 07:00:01+00:00 Financial agents must form forecasts and investment judgments from decision-time evidence, with predictions evaluated against subsequent outcomes. Existing benchmarks assess financial knowledge, research workflows, or forecasting, but evaluating the full research process requires a strictly frozen i