Noel Biju
I enjoy building software that runs locally, respects privacy, and solves practical problems.
Recently I've been exploring offline AI, robotics and machine learning.
Practical Systems Engineering & Local AI
Exploring offline AI inference, robotics sensors, PostgreSQL relational schemas, and developer tools.
Project Evolution
A horizontal timeline mapping how each project forced me to learn deeper software engineering abstractions.
Featured Projects
Documented with empirical evidence, system architecture, and operational lessons.
RyMeds
A high-reliability pharmacy management software streamlining inventory control, billing, and prescription tracking.
ETLab+
A multi-tenant college laboratory management platform with role-based access control and database isolation.
Local AI Assistant
A privacy-first desktop AI interface running quantized open-source models completely offline.
AI Study Coach
An intelligent study assistant transforming raw lecture notes into active recall flashcards and quiz evaluations.
GitHub Codebase & Activity
Inspect production codebases, repository metrics, commits, and language distributions.
Latest Journal Entry
Running LLMs Locally: Lessons in Quantization and Ollama Optimization
An in-depth technical analysis of CPU-bound quantization performance, evaluating Q4_K_M vs Q8_0 GGUF inference latency on host RAM.
Direct Communication
Building an offline AI tool, robotics system, or backend service? Connect directly.