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Cognaptus automates enterprise workflows and incubates AI tools for startups—bridging operational efficiency and product innovation.

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Recent from Cognaptus

Follow the Heads, Not the Hype: How LLMs Route Deductive Reasoning

A mechanism-first reading of how sparse attention-head circuits support multi-step deductive reasoning, and what that means for business LLM systems that must follow rules rather than merely sound logical.

Blog
Heart of Scale: Why Bigger ECG Models Don’t Always Beat Better Biases

A mechanism-first reading of why ECG foundation models scale through architecture and training paradigm, not through brute-force size alone.

Blog
High Entropy, Low Drama: The Internal Fingerprint of LLM Reasoning

How Entropy-Gradient Inversion turns LLM reasoning from a surface behavior into an internal diagnostic and a training signal.

Blog

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