# The Scientific Method Can Become an Open-Ended Machine by Richard Socher > The scientific method can be reduced to the ideation, implementation, and validation of ideas. Close that loop, place an open-ended process above it, and swarms of AI systems can evolve and recombine ideas while physical laboratories test what survives. > **— Adapted from Richard Socher**, *MOONSHOTS Live, October 2026* ## Sources and Context - **Recording or publication:** [MOONSHOTS Live at 16:02](https://www.youtube.com/watch?v=Blyb1D927pM&t=962s) — The poster text is an explicit non-verbatim adaptation assembled from the source excerpts below. It preserves the speaker's argument while removing spoken-language filler, restoring the subject, and completing the mechanism or consequence needed for independent use. - **Exact transcript excerpt at [16:02](https://www.youtube.com/watch?v=Blyb1D927pM&t=962s):** “I absolutely love it. I think that is, you know, in the Eureka machine, I sort of lay out these four pillars, and they're actually one of the few, um, uh, that, that are really going after this, similar to Periodic Labs, who are doing it more on the physics and chemistry side of things. Uh, and there are several other companies now that I can hopefully soon talk about that are trying to create more data for the bitter lesson to be applicable in biology. And I love, uh, what, you know, the big guys, Eli Lilly and others do, uh, and, and Leila too. I think, you know, the-- ultimately, uh, you can boil down the scientific method to the ideation, implementation, and validation of ideas, and the faster we can close that loop and then put an open-ended process on top of it, that's what open-endedness, uh, what inspired us a lot at Recursive, and we have many of the world's greatest, uh, like researchers in that sub-domain of AI that is still not quite as, as popular as it could and should be. Um, uh, like the more you can have a swarm, uh, innovate in open-ended ways and evolve, uh, and combine interestingly different ideas, the better. But then, of course, in biology, you have to have, uh, like actual, uh, like physical, biological wetware experiments, and so it's really great to see, um, uh, Leila doing that. Um, we're seeing this also, maybe I can talk about this one company that I really love called ParallelBio. They build tiny organoids in a petri dish.” - **Reconciled source dossier:** [[research/ASI and RSI Timeline Research Moonshots|ASI and RSI Timeline Research Moonshots]] — preserves broadcast order, speaker reconciliation, editorial conventions, and the surrounding argument from which this Reminder was promoted. ## Related Articles and Collections - **Collection:** [[collections/Simple Reminders|Simple Reminders]] - **Collection:** [[collections/Machine Succession|Machine Succession]] - **Article:** [[articles/Mechanistic Intelligence Is Humanity's Greatest Liberation|Mechanistic Intelligence Is Humanity's Greatest Liberation]] - **Article:** [[articles/Longevity Escape Velocity|Longevity Escape Velocity]] ## Related Topics - [[wiki/Richard Socher|Richard Socher]] - [[wiki/Automated Scientific Method|Automated Scientific Method]] - [[wiki/Open-Endedness|Open-Endedness]] ## Share on Social Media ``` The scientific method can be reduced to the ideation, implementation, and validation of ideas. Close that loop, place an open-ended process above it, and swarms of AI systems can evolve and recombine ideas while physical laboratories test what survives. — Adapted from Richard Socher, MOONSHOTS Live, October 2026 https://bryantmcgill.com/simple-reminders-richard-socher-the-scientific-method-can-become-an-open-ended-machine ```