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Cognaptus automates enterprise workflows and incubates AI tools for startups—bridging operational efficiency and product innovation.

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Recent from Cognaptus

Beam Me Less, Scotty: MoE Models Learn When Not to Call Every Expert

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.

Blog
Entropy, My Dear Watson: Finding Hallucinations in the Shape of Uncertainty

A mechanism-first reading of CES, a lightweight hallucination detector that treats token entropy distributions as operational risk fingerprints rather than mere confidence scores.

Blog
Expert Witness: How MoE Translation Models Can Lose Weight Without Losing the Plot

A 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.

Blog

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