Pre-Market Time Capsule
Restore the macro, sector, company, news, event, sentiment, price, and volume environment available at decision time.
INVESTMENT AGENT EVALUATION
We restore the information available before the market opens, assess the Agent without future information, and append objective market validation after the decision.
Evaluation framework
Restore the macro, sector, company, news, event, sentiment, price, and volume environment available at decision time.
Assess research quality, direction, risk, grading, triggers, invalidation, and market-context understanding without future information.
Preserve the original answer while the market produces observable evidence.
Append objective checkpoints at Close, T+1, and T+2 instead of rewriting the original judgment.
Ex-ante dimensions
Dynamic benchmark
A dynamic benchmark reduces fixed-test overfitting risk and helps expose judgments detached from actual market context.
We do not claim to eliminate hallucination or overfitting. The framework is designed to reduce risk and help expose failure modes.Phase 1 engagement
Phase 1 is a guided evaluation engagement. It does not include online payment, customer accounts, an online exam engine, a custom CRM dashboard, or automatic grading.
Introduce the Agent, its current stage and intended use, and the capabilities you want to assess.