Claude Code
How I Built 12 Custom AI Agents and 9 Hooks to Automate My Entire Dev Workflow in Claude Code A practitioner walkthrough from a single session that changed how I ship code every day. Last week I sat down for what I thought would be a quick audit of my
AI Engineering
How to build an autonomous AI QA system with Claude Code, Playwright, and GitHub Actions — nightly tests while you sleep. Full architecture, real cost breakdown.
AI Video
I built a concept video for my startup using 7 different AI tools, all orchestrated from a single CLI. No Adobe suite. No video editing skills. Here is the exact pipeline.
AI Video
I built a production pipeline using Claude Code + 7 AI tools that turns a concept into a polished 90-second video — from one terminal, in one day, for under $15. Here's the exact workflow.
MCP Servers
Most developers install MCP servers and use them one at a time. The real power is in the combos. Here are 85 patterns I use daily to run a production SaaS from my terminal.
Career
What I'd Tell Every PM Starting Their AI Journey Today | AI PM Portfolio What I'd Tell Every PM Starting Their AI Journey Today March 30, 2026 · 18 min read · Career Advice / Closing Post After 7 years of building AI products -- from rule engines in logistics
Technical Architecture
Building for 41 Views, Not 41 Products: Graph-First Architecture | AI PM Portfolio Building for 41 Views, Not 41 Products: Graph-First Architecture March 20, 2026 · 18 min read · Architecture / Product Strategy The most consequential architectural decision in my career was not choosing a model, a framework, or a database. It was
Career
The 7-Year Arc: From Rule Engines to Autonomous Agents | AI PM Portfolio The 7-Year Arc: From Rule Engines to Autonomous Agents March 10, 2026 · 24 min read · Career Retrospective / Definitive Guide Seven years ago, I built rule engines for logistics automation. Today, I build autonomous AI agents that process 128,
Product Strategy
Why "Prevention Doesn't Sell" Is the Biggest AI Product Challenge | AI PM Portfolio Why "Prevention Doesn't Sell" Is the Biggest AI Product Challenge February 20, 2026 · 16 min read · Behavioral Economics / Product Strategy The hardest lesson from building AI products for 1,
LLMs
An honest head-to-head of Gemini, Claude, and GPT in production — accuracy, cost, latency, and when to pick each. Based on 128K docs across 16K users.
AI Engineering
The AI PM Maturity Model: Where Most Teams Get Stuck | AI PM Portfolio The AI PM Maturity Model: Where Most Teams Get Stuck January 15, 2026 · 18 min read · Product Strategy After 7 years as a product manager across 4 companies -- from enterprise SaaS to an AI-native startup --
Claude Code
How a non-engineer PM runs parallel AI coding agents in production. Concrete patterns, failure modes, and the 2-agent cap that prevents OOM kills.