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

Swap the Videos, Break the Model

MotionHalluc shows that multimodal models can sound like competent coaches while failing to verify which person actually performed which motion.

Blog
The Agent Benchmark Without the Agent Bill

Pace shows how carefully selected static tests can screen models for expensive agentic evaluations—provided the proxy remains a filter rather than a substitute for reality.

Blog
The Refusal Rate That Refuses to Reassure

A large automated red-team study shows why high aggregate refusal rates can conceal concentrated, inexpensive, and operationally significant jailbreak exposure.

Blog

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