openreward

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Whole-financial-statement review RL environment (Open Reward Standard)

Freeze the web at a past date with backdated search and benchmark LLM predictions with zero lookahead. Demo: five models predict the 2026 World Cup.

benchmark mcp forecasting time-travel llm llm-evaluation lookahead-bias openreward backdated-search

Developer workbench for reproducible point-in-time research, typed BackSearch tooling, and cutoff-safe market data experiments.

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