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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Access datasets, models, and comparison charts for building smarter AI tools.

Recent from Cognaptus

Edge Cases: Why Graph World Models May Make AI Agents Less Lost

A practical reading of graph world models: how structured relational memory could make AI agents more reliable, inspectable, and useful in complex business environments.

Blog
Rank and File: BoostLoRA’s Case for Smarter Fine-Tuning

A practical reading of BoostLoRA, a failure-focused fine-tuning method that grows adapter capacity without adding inference overhead.

Blog
Rank and File: Why LoRA Adapters May Be Bigger Than They Need to Be

A practical reading of PARA, a post-training LoRA compression method that turns one high-rank adapter into smaller deployment-ready variants without retraining.

Blog

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