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
Two distant-looking papers show the same production lesson: generative AI becomes useful when teams can measure, constrain, and localise the behaviour that actually matters.
BlogHetScene shows why dense 3D indoor generation improves when AI separates room structure from local object placement instead of treating every object as the same kind of token.
BlogCoEval shows how task-specific LLM evaluation can become renewable, contamination-resistant, and less dependent on a single judge model.
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