Writing
Notes on AI-native product growth, monetization, workflow redesign, and agentic systems.
Notes on turning usage signals, workflow reality, and AI pressure into better product and growth decisions.
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July 24, 2026 · 10 min read
From AI research chat to an inspectable decision loop
How I turned scattered AI research into structured evidence, deterministic scoring, and a human action queue, without building an autonomous outreach machine.
agentsai-productsproduct-growthb2b-saas
June 16, 2026 · 6 min read
I don't think local models will win
Building AI agents taught me that the real moat is not the model itself, but ownership of the memory, context, and operating layer around it.
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