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

Diffusing the Periodic Table: How Hierarchy Fixes Molecular AI

A hierarchical diffusion framework that finally reconciles molecular novelty with near-perfect chemical validity.

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From PDE to Pipeline: When LLMs Become Numerical Architects

How a multi-agent LLM framework autonomously designs, verifies, and selects classical numerical solvers—outperforming neural baselines without becoming a black box.

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Ready Player None: Why AI Still Can’t Beat the Human Game Multiverse

A deep dive into AI GAMESTORE and what 100 human games reveal about the real gap between frontier models and human general intelligence.

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