https://conwaylife.com/wiki/Unique_father_problem
To put it another way, there are certain patterns that, if you see them in the Life grid, you know they've always been there from T=0 -- because they are provably their own only predecessor. https://conwaylife.com/forums/viewtopic.php?p=153609#p153609
... running inside Golly, but that's a free download, and the Lua script version doesn't need any extra Python installation or configuration or anything. https://catagolue.hatsya.com/census
Seems like that gets the most emergent-behavior bang for your buck. All the other "automated search techniques" that I can think of are too specifically tailored to some particular problem. https://conwaylife.com/forums/viewtopic.php?p=136037#p136037
Definitely check out this blog series by Eric Lippert in the meantime, though: https://conwaylife.com/wiki/Tutorials/Coding_Life_simulators https://conwaylife.com/wiki/Category:Lifeline_issues https://conwaylife.com/forums/viewtopic.php?p=183306#p183306
3) However, there are definitely a number of areas of Life research where other types of AI might end up coming in very handy -- e.g., in monitoring and tuning parameters for very long-running and difficult searches. For this we need something much less like ChatGPT and more like Douglas Lenat's EURISKO, to try new experiments and learn what it can from the results ... EURISKO also happened to come up on Hacker News today: https://news.ycombinator.com/item?id=40128285
We just can't rely on generative AI to re-shuffle what is already known and make it into a nice new package, when what we're searching for is something that's never been seen before. https://catagolue.hatsya.com/census/b3s23/D8_1
https://catagolue.hatsya.com/census/b3s23/D8_4
Scroll down to the bottom of those pages and click on, especially, some of the higher-period "xq{N}" categories. These are objects that showed up "naturally", evolving from random soups. https://conwaylife.com/wiki/Hexagonal_neighbourhood
-- The smallest period at which gliders can follow one another is period 14. We don't have a true period-14 gun yet, though. The closest we have is a "pseudo-period" gun -- actually period 28, but it generates two gliders per period, so you end up with a period-14 stream: https://catagolue.hatsya.com/object/gun_14/b3s23 https://conwaylife.com/wiki/Reverse_caber-tosser
-- I'm fairly confident that I can list pretty much every person in the world who has a deep knowledge of the workings of 15-glider RCT universal construction ... and there are a lot less than eighty of them. https://conwaylife.com/wiki/Cellular_automaton
https://conwaylife.com/wiki/OCA
There's an "Other Cellular Automata" board on conwaylife.com/forums and several channels on the ConwayLife Lounge on Discord -- "#naturalistic", "#circuitry", "#exotic-ca" -- that collect discussions on these kinds of topics.
https://conwaylife.com/wiki/Pi_calculator