Most guides on how to use Claude Code and other agentic AI tools focus on you, the human, interacting directly with the tool from your laptop.

Once you become a more advanced user you will begin interacting with multiple agentic sessions. Working on multiple projects and multiple parts of the same project within different sessions.

What happens when your laptop runs out of resources?

What happens when your company wants to audit how you created the software?

In this talk I'll show you how to build an AI factory.

How much work you can do will start to be constrained by your AWS budget and your token budget, not by the hourly rate limits of your Claude Max subscription.

Testing and continuous integration are natural entry points for this transition. As more developers are using more AI, reviewing and testing code quickly becomes a bottleneck.You can start moving your AI-powered validation to pipelines rather than putting more effort into markdown config and complex precommit hooks.

The constraint was never the AI. It was your laptop, your attention, your hours. Once you decouple agentic work from your physical machine and move it into the infrastructure you already know how to operate, the economics of work change completely.

Audience: Advanced Track(s): AI, PM / Business