Shows fifty expert models improve performance in AI tasks, suggesting enhanced efficacy over a single general model.
For regulated work, fifty tuned expert models running under deterministic governance on your own hardware outperform one giant general model. Here is why Mickai is built that way.Originally published at https://mickai.co.uk/articles/fifty-specialist-brains-over-one-giant-model. Mickai is a Sovereign Intelligence Operating System; the Open Audit Record signs every artificial intelligence action before it executes, post-quantum and offline-verifiable. 104 filed UK patent applications, Mickai LTD (Companies House 17166618).
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Micky Irons (2026) studied this question.
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