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

Average at Your Own Risk: The Metric Setting That Can Reverse the Winner

A practical guide to choosing micro, macro, weighted, and exemplar aggregation according to the operational unit a classifier must serve.

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Look Again Before You Answer: Visual RAG Needs a Search Policy

ProMSA shows that visual retrieval improves when models learn to switch search modality, retry failed matches, and stop under explicit budgets.

Blog
Reconstructing the Wrong Winner: Choosing VAEs for Sign-Language Generation

Reconstruction error is an incomplete acceptance test for the representation model that a downstream sign-language generator must learn to use.

Blog

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