How to use AI to Ship Production Code

A hands-on session for the Edge Community on moving from vibe-coded prototypes to production systems, unpacking the frameworks I use to ship reliable code with AI assistants after thousands of hours working with Claude, Codex, and Gemini.

Oct 29, 2025 · Le Village, San Martín de los Andes, Argentina

Edge Fellowship Workshop · Edge City, Patagonia

Presentation

Talk overview

  • Why AI-written code often fails production standards and how to close that gap with process and tooling.
  • Battle-tested frameworks for shipping: aligning on requirements, orchestrating models, and enforcing rigorous verification before deployment.
  • Lessons from spending thousands on frontier AI tooling and scaling an AI-only engineering workflow.