Skool 资料页
AI Production Lab
Most developers can build AI systems that works in demos. Few know what to do when it breaks in production. Here is where you learn the difference.
This is not another course that teaches you to build from scratch. This is a hands-on community for developers who already have something built and need a diagnostic framework to evaluate, debug, and fix it.
What makes this different from every other AI resource out there: we don’t use clean fictional examples. We take real failure patterns and debug them live, showing you exactly which layer is failing and how to fix it step by step.
What you’ll get as a member:
✅ Debugging sessions on real failure patterns
✅ The 3-layer diagnostic framework for any RAG or AI failure
✅ An evaluation pipeline you can apply to your own system
✅ Code, checklists, and diagnostic templates ready to use
✅ A community of developers facing the same production problems
Free members get access to the community and select resources.
Premium members get full access to all live sessions, courses, and diagnostic frameworks.
Who this is for: Developers and engineers already building with AI systems.