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

Context Is the New Attack Surface

A business-focused reading of Jailbreak Mimicry: why narrative framing turns LLM safety from a content-filtering problem into an operational control problem.

Blog
From Call-Sheet Chaos to Coordinated Production: An AI Film Production Coordination Agent

Production scheduling conflicts and fragmented handoffs solved through human-governed multi-agent coordination in film and video production

Case
LoRA and Order: The Strange Case for One Well-Placed Adapter

A business-focused reading of DomLoRA, a new arXiv paper arguing that efficient LLM fine-tuning may depend less on adding adapters everywhere and more on finding the one module that matters.

Blog

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