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

Chart Check: Why Clinical Summaries Need Detectors Before Alignment

A mechanism-first reading of HDSR and HDSR-PL, showing why clinical summarization factuality improves when detector-guided corrections become the training signal.

Blog
K-Means, K-Gone: Sparse Coding and the Retrieval Bottleneck

A mechanism-first reading of Single-stage Sparse Retrieval and what it changes for enterprise RAG, search indexing, and evidence-sensitive retrieval systems.

Blog
Less Chain, More Thought: The Coming Control Layer for LLM Reasoning

A practical reading of two new reasoning papers: one shows how small models can be steered toward denser reasoning, while the other maps the internal circuits that make such steering worth treating carefully.

Blog

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