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
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.
BlogA mechanism-first reading of GPart, a PEFT method that replaces LoRA’s bilinear adapter detour with a direct isometric map into model weight space.
BlogA recent arXiv paper shows why reinforcement learning works better when a model has already seen multiple verified ways to solve the same problem.
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