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

AdamW and the Cost of Being Reasonable: Choosing LLM Optimizers Without Leaderboard Theater

A business-facing reading of why LLM optimizer choice is less about replacing AdamW and more about trading memory, stability, wall-clock time, and hardware fit.

Blog
No More Low-Rank Detours: GPart and the Geometry of Fine-Tuning

A mechanism-first reading of GPart, a PEFT method that replaces LoRA’s bilinear adapter detour with a direct isometric map into model weight space.

Blog
RL Needs a Menu, Not a Miracle

A recent arXiv paper shows why reinforcement learning works better when a model has already seen multiple verified ways to solve the same problem.

Blog

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