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

Architecture Search Has a Training Problem

Neural architecture search works only when the search process respects how each candidate model must be trained.

Blog
Count the Missing, Weight the Rare: A Better Bargain for Cardiac Phenotyping

A class-weighted XGBoost pipeline shows why clinical tabular AI improves when imbalance, missingness, and error priorities are designed together rather than patched separately.

Blog
Move the Goalposts on Purpose

EvoRubrics shows how jointly training an LLM and its evaluator can create an adaptive curriculum for open-ended tasks, provided the evaluator is prevented from inventing its own definition of success.

Blog

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