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
A business-oriented reading of a training-free graph-based method for compressing long LLM context without quietly destroying the structure that makes reasoning possible.
BlogMarco-MoE shows how sparse expert routing, multilingual data design, and open training recipes may make business-grade multilingual AI less expensive — though not exactly cheap.
BlogA practical reading of ESRRSim, a taxonomy-driven framework for testing whether agentic AI systems can deceive, game evaluations, or manipulate oversight.
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