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

Measure for Measure: Why AI Evaluation Must Follow the Failure

Two very different AI papers reveal why credible evaluation must trace each intervention from the mechanism it changes to the operational outcome it is meant to improve.

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Route Cause Analysis: Stop Sending Every AI Failure to Training

Three research projects show how to diagnose AI failures, route each fix to the right system layer, and verify whether the resulting workflow actually works.

Blog
The Fine Print Is the Task: Why Long-Context AI Fails After Finding the Answer

A large-scale study shows that long-context AI often retrieves the right facts but misses the local rules that determine whether its answer is actually valid.

Blog

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