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Thoughts on AI systems, architecture, and building.
A Tufts team compared a vision-language-action robot model with a neuro-symbolic architecture on a Tower of Hanoi benchmark. The neuro-symbolic system solved 95 of every 100 puzzles to the VLA's 34, on roughly one percent of the training energy. The model didn't get bigger. It got more legible.
