Writing
Train of Thoughts
Product strategy, AI systems, execution discipline — written when I have something worth saying.
The Complete Guide to AI Product Management in 2026
A practical 2026 playbook for AI product managers: how the role differs from classic PM, the skills that matter, the frameworks to use, and the metrics that actually predict shipping.
Agentic AI Workflows: A Production Playbook
Most agentic AI demos break in production. This is the four-stage playbook I use to design agents that actually ship: Perceive, Plan, Act, Reflect — with real examples and the failure modes nobody warns you about.
Building AI Products in Healthcare: Lessons from CareBow
Healthcare AI has the highest stakes and the highest fail rate. These are the seven lessons I learned shipping CareBow — a GPT-4 + LangChain symptom triage platform — that I wish I had known on day one.
RICE Scoring for AI Features (and Why Confidence Matters Most)
Standard RICE breaks on AI features because we systematically overestimate Reach and Impact. Here is the modified scoring system I use, and why Confidence is the single most important variable.
RAG vs Fine-Tuning: A Decision Framework
When should you use RAG, when should you fine-tune, and when should you do neither? A decision tree from someone who has shipped both in production.
AI Product Manager Interview Questions (with Answers)
The 12 questions you will actually be asked in a senior AI PM interview, with the answers I would give. Includes evaluation design, model selection, hallucination strategy, and the takehome that separates strong candidates from weak ones.
Human-in-the-Loop Design for LLM-Powered Systems
AI automation without proper safeguards creates operational risk. Building reliable LLM systems requires intentional human oversight at critical decision points — here's how I approach it.
Discovery-to-Delivery: How I Think About Platform Ownership
Owning a product end-to-end means being accountable at every stage — from ambiguous problem statements to production rollout. Here's the mental framework I use to navigate complexity.
Why Product Management is Critical in Today's World
Product management bridges the gap between customer needs and business goals, driving innovation and ensuring successful product delivery. It's key to staying competitive and achieving long-term success.
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No noise. When I publish, you'll know. New articles on product, AI systems, and execution — roughly 2x per month.