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
A new diagnostic makes learned coordination patterns visible inside cooperative-agent policies, offering observability without pretending that attention weights are causal explanations.
BlogWhy safety-aligned image models can preserve headline quality metrics while quietly losing the ability to follow detailed benign instructions.
BlogMaxProof shows how conservative verification, targeted repair, and population search can turn an inconsistent reasoning model into a more reliable decision system.
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