I build production ML and applied AI systems. This site is my engineering notebook for LLMOps, MLOps, document intelligence, retrieval and ranking, Python tooling, Linux workflows, and personal projects.
Recent Posts
Structured LLM Extraction Is a Validation Problem
Building a Kobo Reading Pipeline with Wallabag, VS Code Tasks, and Kroki
How I Made My Personal Website Almost 10x Faster with a Python Image Pipeline
Rebranding to AOLabs: Migrating My Cloudflare Stack to a New Domain
Dynamic Factory Design Pattern: A Production-Ready Approach for Managing AI Models in Python
Mastering Custom SageMaker Deployment: A Comprehensive Guide
Zero Setup SQL Migration in production
Recent Projects
h1b-mcp: Sponsorship Checks for Agentic Job Search
Varo Believe to Monarch: Automated PDF Statement Conversion for Monarch Money
structx: Type-Safe Structured Data Extraction from Any Document Using LLMs
scrapy-llm: Schema-Driven AI Web Scraping as a Scrapy Middleware
Wallhaven Wallpaper Reborn: A Full-Featured KDE Plasma 6 Wallpaper Plugin
KDE Plasma 6 Dotfiles: A Tiling-Focused Desktop with One-Shot Setup
Knowledge Graphs in Python
