> We also built a way to simulate what an agent would have seen at any point in the past. Each model gets access to market data, news APIs, company financials—but all time filtered: agents see only what would have been available on that specific day during the test period.

That's not going to work, these agents especially the larger ones, will have news about the companies embedded in their weights.