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When your team starts using multiple LLM tools to ship code faster, you get exactly what you asked for — more code. Fast. From everywhere. And then the chaos sets in.

Edgar Ulysses Joya Carballo has been in the trenches figuring out how to harness that output without letting it become a quality nightmare. In this talk, he'll walk through how he uses open code in his daily workflow, what broke when his team scaled across different AI tools, and the agent-based system he built to bring it all back under control.

This isn't a pitch for a shiny new stack. It's an honest breakdown of the mistakes made, the fixes that didn't work, and the ones that did — with a practical framework for keeping velocity high without sacrificing the stuff that actually matters.

You'll walk away with:

  • A real-world picture of open code in a production workflow
  • Why agent workflows changed the game (and what to watch out for)
  • Actionable patterns for managing LLM-generated code across a team

If your team is shipping with AI tools and things are starting to feel a little... scattered, this one's for you.

Important Parking and Directions
The address for the Cabarrus Center is 57 Union St. S Concord, NC 28025. Free parking is available in the Cabarrus County Parking Deck located at 81 Spring St. SW Concord, NC 28025. There is also the 3-hour Bicentennial Lot behind our building. Here is a map of downtown parking options for your reference.

Sponsors

  • FocalGroove provides groovy marketing and facilitation.
  • Special thanks to Flywheel Coworking for providing our meeting space in their fantastic Concord facility!

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