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newsReddit r/MachineLearningTrust 52 · CommunityPublished 9h agoLive · 9h ago

17KB, zero GPU, zero LLM: a Markov-chain experiment that outperforms baselines on Collatz and prime gaps. [D]

How far can a single Markov chain primitive go if you apply it at every level — byte, word, token, action, decision — with the same method call? The result is MCR, a ~2000-line experiment: MCR("byte").aprender(a, b) MCR("palavra").aprender(a, b) MCR("decisao").aprender(a, b) Same class. Same method. Different levels. All bridged via cross-entropy + fingerprint similarity. What it proved (134