If your compression algrotihm is deep enough (think LLM), it will capture a lot of abstraction, making it compress well even in future cases that differ from the passed but fit the scheme in some other way.

But not cases that don't fit the scheme, and the future always has some of those. We are continually surprised by what comes next, and have been notoriously bad at predictions that aren't clear trends (until those trends change).