AI isn't magic.
But applied right, it works like it.
Cognaptus automates enterprise workflows and incubates AI tools for startups—bridging operational efficiency and product innovation.
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Recent from Cognaptus
BEAM shows how separating expert selection from expert activation can turn MoE inference from a fixed Top-K habit into an adaptive compute-control layer.
BlogA mechanism-first reading of CES, a lightweight hallucination detector that treats token entropy distributions as operational risk fingerprints rather than mere confidence scores.
BlogA mechanism-first reading of how routing statistics can turn a general-purpose MoE LLM into a smaller translation specialist, and where the compression claim stops short of cheaper inference.
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