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

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
Pooling Resources: UniPool and the MoE Budget Nobody Wanted to Audit

A business-focused reading of UniPool, a shared-expert Mixture-of-Experts architecture that reframes model capacity as a reusable budget rather than a per-layer entitlement.

Blog
Provenance, Not Providence: Why AI Answers Need Receipts

A business-focused reading of DataDignity, a new benchmark and method suite for tracing LLM outputs back to likely supporting training documents.

Blog

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