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

Divide & Verify: When Decomposition Finally Learns to Behave

How joint optimization of claim decomposition and verifier alignment pushes factuality pipelines closer to reliable automation.

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Don’t Walk to the Car Wash: Why Prompt Architecture Beats More Context

A variable-isolation study shows that structured reasoning improves LLM reliability nearly 3× more than adding context.

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From Reactive to Preemptive: Benchmarking the Rise of Proactive Mobile Agents

Why proactive intelligence on mobile devices remains unsolved—and how ProactiveMobile reframes the evaluation game.

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