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Agent as Product

An AI agent is a product. The prompt is implementation. Confusing the two is why most agent projects die in production. This repo is the framework for doing it right.

If you read one thing here, read The Agent Product Spec — a seven-section framework for treating an AI agent as a product, not a prompt.

When you're ready to apply it, clone the fillable template and fill it in with your PM, eng lead, and named eval owner in the same room. To run that room well, follow the 90-minute workshop playbook.

Sibling repo

claude-code-for-pm — about working with an AI partner as a PM (the operating model). This repo is about building AI agents as products.

Reads

Short pieces, each arguing why one section of the spec is the one that decides whether an agent survives production.

And one worked decision: Agent Platform vs Raw Foundation API — a 5-question lens for the build-surface choice.

And one retrospective: What I Cut Between Spec and Production — five honest cuts, and which ones came back to bite §1.


Contact: GitHub · LinkedIn

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A seven-section framework for treating an AI agent as a product, not a prompt.

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