ai systems engineering
3pieces
Apr 13, 20259 min read
Math Foundations of Transformers and MoE Layers
A thorough explanation of the equations powering classic transformer structures and Mixture-of-Experts for advanced deep learning workflows.
ai-systems-engineeringtransformersmixture-of-expertsmachine-learning
Apr 12, 20256 min read
Self-Hosting OpenWebUI: A Step-by-Step Walkthrough
A technical guide for deploying a production-ready OpenWebUI instance on your own domain with Docker, Nginx, and Let's Encrypt for secure AI interactions.
ai-systems-engineeringopenwebuiself-hostingdocker
Feb 4, 20254 min read
Production-Ready AI Agents: Architectures, Frameworks, and Beyond
Production-grade AI agent systems: the frameworks, orchestration patterns, and deployment strategies behind autonomous systems that hold up at scale.
ai-systems-engineeringai-agentsautonomous-systemslangchain