CTO & VP Engineering
You answer if an agent breaks production
You cannot tell whether an agent can touch three repos at once without somebody coordinating every step by hand. Giving autonomy feels like giving up visibility.
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AI Builders Playbook
For CTOs and Heads of Engineering rethinking how to build products with AI.
For CTOs and Heads of Engineering rethinking how to build products with AI
The problem
If your team already runs several products in production and some roles work with agents, the same problem shows up three different ways depending on who is looking at it.
CTO & VP Engineering
You cannot tell whether an agent can touch three repos at once without somebody coordinating every step by hand. Giving autonomy feels like giving up visibility.
PM Lead & Head of Design
Brief in a doc, design in Figma, code in the repo, decisions in Slack. Every handoff is a translation, and every translation loses context. The agent only ever sees one tab.
CPO & Head of Product
Every squad is testing agents on its own. Nothing one team learns benefits the others. The fear is not failing to adopt AI, it is adopting it in a way that never scales.
What is inside
The problem
If your team already runs several products in production and some roles work with agents, the same problem shows up three different ways depending on who is looking at it.
CTO & VP Engineering
You cannot tell whether an agent can touch three repos at once without somebody coordinating every step by hand. Giving autonomy feels like giving up visibility.
PM Lead & Head of Design
Brief in a doc, design in Figma, code in the repo, decisions in Slack. Every handoff is a translation, and every translation loses context. The agent only ever sees one tab.
CPO & Head of Product
Every squad is testing agents on its own. Nothing one team learns benefits the others. The fear is not failing to adopt AI, it is adopting it in a way that never scales.
“The market talks about individual geniuses with AI superpowers. Almost nobody talks about how an entire team does it, without breaking what already works.”
Adrián Depedro, Cofounder & CPO @Shakers
At Shakers, we use AI to represent some of our AI Builders, thereby protecting their privacy.
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