AMD and Stability AI have once again raised the bar in local AI image generation with the release of the world’s first Block FP16 (BF16) Stable Diffusion 3.0 Medium model, optimized for AMD Ryzen™ AI XDNA™ 2 NPUs. This cutting-edge model is now available via Amuse 3.1, developed by Tensorstack, and can be experienced on compatible Ryzen™ AI-powered laptops.
This release follows AMD’s earlier showcase at Computex 2024 of the SDXL Turbo model – the first to blend FP16 precision with INT8 efficiency. Now, the BF16 SD 3.0 Medium model builds on that innovation with superior image quality, optimized NPU acceleration, and lower system memory requirements.
Local AI Image Generation, Reinvented

Designed specifically for AMD Ryzen™ AI 300 Series and Ryzen™ AI MAX+ laptops, the new SD 3.0 Medium model delivers higher-quality image synthesis using BF16 precision, with a memory footprint of just 9GB. This makes it the first 16-bit precision model that can run locally on 24GB system RAM laptops — making high-resolution image generation more accessible than ever before.
Key Hardware Requirements:
- AMD Ryzen™ AI 300 Series or Ryzen™ AI MAX+ processor
- 50 TOPS or higher XDNA™ 2 NPU
- Minimum 24GB system RAM
How to Get Started in 3 Easy Steps:
- Download and install the latest AMD Adrenalin Driver
- Download and install Amuse 3.1 Beta from Tensorstack
- In EZ Mode, set the slider to HQ and enable XDNA™ 2 Stable Diffusion Offload
This setup unlocks the two-stage generation pipeline powered by the NPU, which first produces a 2MP image (1024×1024) and then intelligently upscales it to 4MP (2048×2048) — offering print-quality visuals on-the-go, with no subscription or internet connection required.
A Game-Changer for Creators

Whether you’re a designer, marketer, or content creator, an AMD Ryzen™ AI PC paired with Amuse 3.1 offers stock-level image generation with zero cloud dependency. Create branded visuals like soda cans, fashion shoots, or wildlife photography in seconds — and modify them easily to match your vision.
The XDNA™ 2 NPU brings powerful AI acceleration with impressive power efficiency, so you can generate images while working remotely — even at 30,000 feet.
Prompting Tips for SD 3.0 Medium
- Start prompts with image type, then structure, then details
- Keep prompt formatting consistent (spacing and punctuation matter)
- Use the same seed number, steps, and model to reproduce results
- Limit negative prompts to preserve image quality
Sample Prompts to Try:
Toucan Wildlife Shot
“Close up, award winning wildlife photography, vibrant and exotic face of a toucan against a black background, focusing on the colorful beak, vibrant color, best shot, 8k, photography, high res”
Steps: 20 | Seed: 169776499 | XDNA Super Resolution: On
NPU Branded Soda Pop
“Macro photography, advertising commercial for the brand NPU. A NPU soda pop in bright colors with only big letters ‘NPU’ logo text. There is no other text on the soda except ‘NPU’ logo text. The background has sliced fruit and water splashing around the can. Studio setting, deep depth of field, professional photography, highly detailed.”
Steps: 22 | Seed: 474739515 | XDNA Super Resolution: On
NPU Branded Jersey Fashion Shot
“Wide and low angle, cinematic, fashion photography for the brand NPU. Woman wearing a NPU jersey with big letters ‘NPU’ logo text, and brown chinos. The background is a gradient, red, pink and orange, studio setting”
Steps: 22 | Seed: 1544622413 | XDNA Super Resolution: On
For more details, visit AMD’s official Ryzen AI and Stability AI portals, or explore Amuse 3.1 by Tensorstack to begin generating stunning AI imagery today.
