Systematic troubleshooting for Falcon Foundry CLI errors, manifest validation failures, deploy failures, artifact runtime errors, and development server issues. TRIGGER when user encounters CLI errors, `foundry ui run` not working, deploy failures, authentication issues, function execution failures, "debug my function", "why did this fail", or any unexpected behavior during Foundry app development. Also trigger for headless/CI environment setup failures.