In all pre-market activities (before_trading_start, pipeline, etc.), the simulation date is the date that you are preparing for, the upcoming open.
The key concept here is that splits, dividends, and mergers are applied overnight, after the market closed the previous day, and before the market is open today. Your question indicates that these events are applied before the open, and that is not correct.
Once that overnight concept is understood, the historical lookback windows are clearly explained on the adjustments page. "Price adjustments depend on three elements: the date of the price, the date that the price is being considered from, and any events (splits, dividends, and mergers) that happened between those two dates." In the case you describe, the date of the price is "yesterday." The date the price is being considered from is "today." The price is adjusted according to any events that happened in between those dates.
Your question used the word "prediction." There's no prediction in this model; there is only description of past events. The opening price is entirely unknown in pre-market activities.
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