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
Quality
955 Tests, Zero Flaky Failures: Building Reliable AI Systems | AI PM Portfolio 955 Tests, Zero Flaky Failures: Building Reliable AI Systems August 15, 2025 · 15 min read · Engineering Deep Dive We run 955 tests on every push with a zero-flaky-failure rate. The secret is not discipline -- it is architecture.
MCP
The MCP Revolution: Why Interoperability Is the Next Platform Shift | AI PM Portfolio The MCP Revolution: Why Interoperability Is the Next Platform Shift June 25, 2025 · 19 min read · Industry Analysis The Model Context Protocol (MCP) is the USB-C of AI -- a universal standard for connecting any AI model
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
Quality
Building a Self-Learning QA Loop: When Your Product Tests Itself | AI PM Portfolio Building a Self-Learning QA Loop: When Your Product Tests Itself March 10, 2025 · 16 min read · Engineering Deep Dive A self-learning QA loop is a testing system that automatically generates new tests from past bugs, validates system
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
AI Safety
AI Safety in Fintech: The Guardrails Nobody Talks About | AI PM Portfolio AI Safety in Fintech: The Guardrails Nobody Talks About November 20, 2024 · 17 min read · Regulated AI Deep Dive AI safety in fintech is not about bias or hallucination. It is about incorrect calculations users trust blindly, data
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
From 50K to 500K: Scaling AI Processing Without Scaling the Team | AI PM Portfolio From 50K to 500K: Scaling AI Processing Without Scaling the Team September 5, 2024 · 15 min read · Scaling Case Study We scaled AI document processing from 50,000 to 500,000 per season with the same
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
AI Engineering
Why Most AI Products Fail at the Last Mile: The Integration Problem | AI PM Portfolio Why Most AI Products Fail at the Last Mile: The Integration Problem June 20, 2024 · 14 min read · Contrarian Take Most AI products die not because the model is bad but because production integration is