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

Anchors Aweigh? Why Small LLMs Refuse to Flip Their Own Semantics

A clear, business-focused interpretation of why small LLMs cannot override pre‑trained label meanings — and what this means for deployment, governance, and automation.

Blog
CAPTION THIS: Why Multimodal RAG Is Finally Growing Up

A pragmatic look at how multimodal RAG frameworks like MERGE close the gap between vision, language, and factual grounding in high-stakes applications.

Blog
Fires, Fakes, and Forecasts: Why GANs Might Outrun Wildfire Physics

How an autoregressive CGAN model challenges physics-based wildfire simulators by trading equations for adversaries.

Blog

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