I build AI products and the teams behind them.https://vgonpa.io/enhttps://vgonpa.io/blog/3x-agentic-coder/https://vgonpa.io/blog/3x-agentic-coder/An engineer who produces 10x is also burning compute on the order of their own salary. Once you price the tokens at the API menu, productivity lands at three. Here is what that means for the profession.Sat, 23 May 2026 00:00:00 GMThttps://vgonpa.io/blog/guardrails-for-ai-agents/https://vgonpa.io/blog/guardrails-for-ai-agents/An LLM is a stochastic text generator. Guardrails are what make its output reliable enough to ship: what they are, the two kinds that matter, and why most teams skip the one with the highest payback.Mon, 18 May 2026 00:00:00 GMThttps://vgonpa.io/blog/second-brain-half-of-you/https://vgonpa.io/blog/second-brain-half-of-you/A personal knowledge base captures everything you write and forgets everything you read. I built XBrain to pull my 1,870 X bookmarks and posts into my Obsidian vault and turn a graveyard of saved links into a wiki I actually use.Sun, 17 May 2026 00:00:00 GMThttps://vgonpa.io/blog/hiring-for-ai-fluency/https://vgonpa.io/blog/hiring-for-ai-fluency/How to tell an engineer who uses ChatGPT from one who actually changes how the team builds.Wed, 13 May 2026 00:00:00 GMT