How AI Runs on Your GPU — Stable Diffusion, LLMs, Blender, and More

Published:

A practical walkthrough of how GPU-accelerated AI works under the hood — covering popular tools like Stable Diffusion, LM Studio, Blender, and DaVinci Resolve to demonstrate real-world GPU utilization for AI and creative workloads.

Topics Covered

  • CUDA Fundamentals — How GPUs parallelize AI computations
  • Stable Diffusion — Real-time image generation on consumer GPUs
  • LM Studio — Running large language models locally
  • Blender + AI — GPU-accelerated rendering with AI denoising
  • DaVinci Resolve — AI-powered video editing and color grading

Understanding how AI leverages GPU hardware is fundamental for optimizing performance — whether you’re deploying models on a workstation, a Jetson device, or a DGX cluster.