Skild's robot footballer: 140 years of self-play, each version facing a tougher self

deepakpathak · x · 2026-09-24

Skild AI's football-playing robot was trained via self-play: roughly 140 years of simulated experience, with each model version facing a progressively tougher version of itself.

The commentator notes self-play works incredibly well when the rules are fixed and known — roughly true for football physics — but becomes far less predictable in unstructured, chaotic environments. A neat proof that simulation-based training delivers.

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