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

Beyond the Linear Ceiling: Why Non-Linearity Is the Next Frontier in PEFT

A deep dive into NoRA and how non-linear manifold expansion breaks LoRA’s rank saturation in reasoning-heavy LLM tasks.

Blog
Brains, Bias & Benchmarks: Why Multimodal AI Still Struggles with Tumor Truth

MM-NeuroOnco exposes the limits of general multimodal AI in brain tumor diagnosis—and shows how structured semantic supervision changes the game.

Blog
Hearing the Second Order: Why Scattering Transforms May Fix the Cocktail Party Problem

How multi-layer scattering transforms improve EEG-based auditory attention decoding under realistic evaluation constraints.

Blog

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