Python

Sub-35ms local AI file organizer powered by Laya non-autoregressive System 1 decision engine without cloud API latency or token cost.

An intelligent full-stack platform designed to analyze career skills gaps, leveraging NLP and asynchronous processing to deliver personalized learning roadmaps.

Generative LLMs are overkill for classification and routing. Here is how non-autoregressive decision engines like Laya and Jev work, and how I built a sub-35ms local file organizer with Laya.