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

Consistency Is Not a Coincidence: When LLM Agents Disagree With Themselves

Why behavioral consistency may be the most overlooked reliability signal in LLM-based agents—and how to use it in production.

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Hierarchy Over Hype: Why Smarter Structure Beats Bigger Models

A new hierarchical reasoning architecture shows that structural design—not just scale—drives reliable AI performance gains.

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Inference Under Pressure: When Scaling Laws Meet Real-World Constraints

What this new research reveals about the hidden trade-offs between training-scale gains and inference-time realities in large language models.

Blog

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