Would not Alpha Go Zero and related algorithms give us a good insight into the question about what openings alien's might play? Isn't it really tackling the game from first (or zeroth if you will) principles, just simulated games without the historical baggage coming from human study. It has also considerably changed our own knowledge of the opening.
I don’t think so. The go that AlphaGo plays is one very specific type of ”alien go” that exploits the strengths of the computing substrate it thinks on. Alien entities that are still evolved via natural selection would probably play go differently from humans based on their own biological and cultural idiosyncracies, but I doubt it would on average be closer to how a Monte Carlo tree search running on transistors pla…
Ladder is a fundamental technique that is easy for humans but hard for both monte carlo and neural network static analysis. It is plausible that an equally strong but more ladder-aware player would have very different tactics from the current best computer players.
The original AlphaGo actually had a hand-crafted ladder feature input layer. It was removed in Alpha Zero. We know from Leela Zero and ELF Go game records that they don’t understand ladders very well, so likely Alpha Zero didn’t understand them either.