What happens when a product leader accidentally becomes an AI engineer? In this episode, Teresa Torres shares how she went from occasional tinkerer to spending 60% of her time doing real engineering work — building AI-powered tools for continuous discovery, forming a licensing partnership with Vistaly, and quietly constructing "Teresa Bot," an AI discovery coach trained on everything she's ever written. Teresa and Petra dig into what AI engineering actually looks like in practice: context engineering, prompt writing, RAG, observability, evals, and why Teresa thinks product managers who want to do great discovery might secretly be data scientists at heart. They also bust the myth that you need a strong engineering background to build in this space — and make the case that the most important skill right now isn't coding. It's being willing to learn.

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