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

Don’t Retrain the Whole Map When One Neighborhood Moves

A controlled drift study shows when cluster-local monitoring can preserve model performance without paying the full cost of continuous retraining.

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Say Less: A Child-Speech Screener Designed to Stop Before Diagnosis

A Polish child-speech pipeline shows that useful AI screening depends less on grand diagnostic claims than on preserving errors, controlling false alarms, and knowing when to remain silent.

Blog
The Skill Library That Could Read but Couldn’t Run

Trajectory mining can produce readable agent skills, but this paper shows why readability is not evidence of reusable automation.

Blog

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