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

Curved Space, Straighter Retrieval: Why Graph RAG Needs Geometry

HyRAG shows that graph RAG failures may come less from weak retrieval and more from the wrong geometry for hierarchical knowledge.

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Memory Lane, With Garbage Collection: What eMoT Gets Right About Reasoning Agents

A mechanism-first reading of eMoT, a reasoning framework that treats successful reasoning patterns as reusable procedural memory rather than disposable chain-of-thought text.

Blog
Mind the Slot: Jailbreak Prompts Have Weak Points, Not Just Bad Words

SlotGCG shows that LLM jailbreak risk is shaped not only by adversarial token content, but by where those tokens touch the prompt.

Blog

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