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

Dead Weights, Live Signals: When Frozen Models Start Talking

A new architecture shows how frozen LLMs can collaborate through shared latent spaces—delivering performance gains without retraining massive models.

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Phantasia and the Illusion of Safety: When AI Lies Without Looking Wrong

A deep dive into context-adaptive backdoor attacks that quietly undermine vision-language models while evading modern defenses

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Reading Between the Lines (and the Users): Why Sarcasm Detection Finally Needs Memory

A new GAN + LLM framework shows that sarcasm isn’t just in the text—it’s in the user.

Blog

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