Machine Learning

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

Automated Root Cause Analysis engine for distributed microservices using DBSCAN clustering, Sentence-Transformers, and Redis Streams.

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.