June 9, 2026
Adopt a "Poker Mindset" for an AI-Driven Future
To plan for a future where AI creates uncharted territory, you must fundamentally shift your approach from deterministic chess thinking to probabilistic poker thinking.
Hung Do
Marketing & GTM expert exploring AI development. Building tools at the intersection of marketing intelligence and machine learning.
Recent writing
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.
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.
Currently building
I'm splitting my time between building a GTM intelligence system using Pydantic AI and exploring agentic workflows with Obsidian. The goal is to create tools that help B2B companies understand their market better, without the usual SaaS bloat.