馃憢 Welcome to Max’s Dev Lab

Hi, this is Max, a second-year math student @uwaterloo. This is a place where I share my thoughts, projects, and experiences. Currently, I’m documenting my journey through neural networks, fine-tuning models, and exploring the intersection of high-performance runtimes like Bun with AI workflows. Feel free to explore and connect with me!
RAG Pipeline

Architecting a Production-Ready RAG Pipeline

An engineering deep dive into building a high-performance RAG system. This guide covers document chunking, vector embeddings, and semantic search to create a factual, context-aware AI pipeline.

February 16, 2026 路 9 min 路 1743 words 路 Max Miller
Differential Privacy

The Math of Privacy: Choosing the Right Noise for Differential Privacy

An in-depth look at Differential Privacy mechanisms, exploring the mathematical trade-offs between Laplace and Gaussian noise through a student dataset case study.

December 20, 2024 路 5 min 路 923 words 路 Max Miller