Blog
Notes on product management, software, AI, and the small human traps inside all three.
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Building AI into your product · Part 1 of 4
Your CEO Wants a Copilot. Who Is It For?
An in-app copilot, MCP, and a CLI serve different ways of working. Start with the customer.
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Building AI into your product · Part 2 of 4
Ship the MCP. Listen to What It Asks For.
Capture what the agent is trying to do, as well as which tools it calls.
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Building AI into your product · Part 3 of 4
Your MCP Needs Instructions and a Front Door
Make your integration easy to discover, then give the assistant a useful method for doing the work.
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Building AI into your product · Part 4 of 4
Start Your Copilot on One Screen
Define the job, read the traces, and earn the right to put the chat box everywhere.
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Your Voice AI Is Cheaper. Congratulations.
A lower price per minute is easy to put in a spreadsheet. It does not tell you whether the vendor cut corners, is spending venture capital, or has a sensible expansion model.
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PMs Should Code, But Not Like That
PMs should use coding tools to fix copy, build prototypes, and learn faster from customers. They should not quietly turn a prototype into a production feature that engineering has to rescue.