Point of View
A collection of thoughts on product architecture, human-centric systems, and the chaotic beauty of building things that matter.
The PM Wiki: Why I Built an LLM-Maintained Knowledge Base for Product Managers
Karpathy published the LLM Wiki pattern as a 75-line idea. Engineers forked it; nobody built it for product managers. So I did — open-source, MIT-licensed, no code required.
Read Essay arrow_forwardEvals: The Product Manager's Quality Gate
AI products ship behaviours you can't fully predict. Evals are how a PM defines "good," measures it, and holds the line — the single most important craft to master now.
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The Retention Problem in Quick Commerce: Why Subscriptions Beat Discounts
Quick commerce won on speed. The next battle is habit — and discounts are the wrong weapon. Here is why subscriptions build the loyalty that promotions can only rent.
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Why the Next E-Commerce Advantage Is Inventory Intelligence, Not Storefront UX
The storefront can create desire. Inventory decides whether desire becomes revenue — and why the next competitive edge lives in the systems behind the button.
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The Future of AI in Product Management
How generative models and autonomous agents are shifting the role of the PM from a coordinator to a high-level orchestrator of intelligence.
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Scaling Marketplace Growth
Navigating the cold start problem and optimizing the supply-demand flywheel in hyper-competitive markets through data-driven empathy.
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Building with Empathy
Why the most successful products aren't just functional, but deeply resonate with the human experience through intentional design choices.
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