Are you struggling with local AI environments on your AMD GPU? Join Corn and Herman as they tackle producer Daniel Rosehill's pressing question: when should you use a host environment, Conda, or Docker for your AI workloads? Many developers face confusion with conflicting recommendations for PyTorch and ComfyUI, leading to frustrating dependency hell and wasted time. This episode demystifies the nuances of each approach, exploring their true isolation levels, performance trade-offs, and how they interact with AMD's ROCm ecosystem. Learn to avoid common pitfalls and unlock the full potential of your hardware by choosing the right environment strategy for seamless, reproducible AI development.