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,
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
What I Learned Running Parallel AI Agents as a Non-Engineer PM | AI PM Portfolio What I Learned Running Parallel AI Agents as a Non-Engineer PM December 10, 2025 · 16 min read · Personal Practice I am a product manager, not an engineer. I cannot write production code from scratch. But I
Product Strategy
From Tax Tool to Life Platform: The Product Strategy Behind Expanding Your TAM | AI PM Portfolio From Tax Tool to Life Platform: The Product Strategy Behind Expanding Your TAM October 30, 2025 · 16 min read · Product Strategy Most startups expand their TAM by building adjacent products. We expanded ours by
Knowledge Graphs
The Immigrant Graph: Why AI Products Need Domain-Specific Knowledge Architectures | AI PM Portfolio The Immigrant Graph: Why AI Products Need Domain-Specific Knowledge Architectures September 20, 2025 · 17 min read · Architecture Deep Dive Generic AI models know a little about everything but not enough about anything to be trustworthy for high-stakes
Claude Code
AI-Native Development Changed How I Build Products | AI PM Portfolio AI-Native Development Changed How I Build Products May 20, 2025 · 18 min read · Practitioner Retrospective AI-native development is not about writing code faster. It is about a fundamentally different relationship between product thinking and production software. Using Claude Code with
Agentic AI
The Agentic AI Product Framework: Designing Systems That Act, Not Just Respond | AI PM Portfolio The Agentic AI Product Framework: Designing Systems That Act, Not Just Respond January 15, 2025 · 17 min read · Product Framework Agentic AI is the shift from systems that respond to prompts to systems that take
AI Engineering
16,000 Users, 4 AI Systems: A Retrospective | AI PM Portfolio 16,000 Users, 4 AI Systems: A Retrospective December 8, 2024 · 16 min read · Product Retrospective Over 18 months at a YC-backed tax-tech startup, I built and managed four AI systems that processed 128,000 documents for 16,000
Product Strategy
The PM's Guide to Working with ML Engineers | AI PM Portfolio The PM's Guide to Working with ML Engineers October 12, 2024 · 16 min read · Top 10 ROI Guide The biggest bottleneck in AI product development is the communication gap between PMs and ML engineers. After
AI Engineering
Designing AI Confidence Thresholds: When to Automate vs Escalate | AI PM Portfolio Designing AI Confidence Thresholds: When to Automate vs Escalate July 28, 2024 · 16 min read · Expert Matching Deep Dive The difference between an AI system that works and one that terrifies users is a well-designed confidence threshold. After