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

CompactRAG: When Multi-Hop Reasoning Stops Burning Tokens

Why decoupling retrieval from reasoning may be the most underrated efficiency breakthrough in RAG systems.

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Freeze Now, Learn Faster: When Parameter Freezing Meets Pipeline Reality

Why TimelyFreeze reframes parameter freezing as a pipeline scheduling problem—and what that means for efficient large-scale model training.

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Learning to Inject: When Prompt Injection Becomes an Optimization Problem

How reinforcement learning transforms prompt injection from artisanal prompt hacking into a scalable, utility-preserving attack strategy—and why that matters for AI governance.

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