All Things Product with Teresa and Petra

AI Engineering

All Things Product with Teresa and Petra

Show Notes

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.

More from All Things Product with Teresa and Petra

Oct 20, 2026

Team events are making a comeback. After years of remote work and tight budgets, companies are bringing people together again, and many are looking for experiences that go beyond the usual offsite. So should companies deliberately send their people somewhere strange, uncomfortable, and awe-inspiring, and what actually happens to a team when they do?

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You've got twelve people and one hour booked at next week's offsite. Can someone teach your team to do continuous discovery in that hour? Teresa Torres's answer is a flat no — and this episode is about why.

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What if the ideas you throw away tell you more about the health of your product process than the ones you ship?

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