April 15, 2026
Building a GTM Intelligence Agent with Pydantic AI
What I learned building a competitive analysis agent using Pydantic AI, including structured outputs, tool design, and the importance of validation.
Hung
GTM expert exploring AI development. Building tools at the intersection of marketing intelligence and machine learning.
Recent writing
March 22, 2026
Local LLM Inference with Ollama: What's Actually Usable
My experience running Llama 3.1 locally on an M3 Max. What works, what doesn't, and why I'm still using cloud APIs for production.
February 10, 2026
RAG with SQLite: Why I Dropped Vector Databases
Building a RAG pipeline with sqlite-vec. Simpler deployment, fewer dependencies, and surprisingly good performance for document retrieval.
Currently building
I'm splitting my time between building a GTM intelligence system using Pydantic AI and exploring agentic workflows in Obsidian. The goal is to create tools that help B2B companies understand their market better—without the usual SaaS bloat.