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

Causal Brews: Why Your Feature Engineering Needs a Graph Before a Grid Search

How CAFE reframes automated feature engineering as a causally guided reinforcement learning problem—boosting robustness, convergence speed, and interpretability under distribution shift.

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Certified to Speak: When AI Agents Need a Shared Dictionary

A practical protocol for certifying semantic alignment between AI agents—before miscommunication becomes a systems failure.

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From Causal Parrots to Causal Counsel: When LLMs Argue with Data

How argumentation frameworks turn large language models from risky causal guessers into disciplined, data-aware collaborators.

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