Skip ComfyUI: run Flux-3-Image-Klein locally with stable-diffusion.cpp in four files

srigi · reddit · 2026-10-29

After venting about ComfyUI's node-based complexity and Python/TensorFlow bloat, the author shares a minimal local image generation setup with stable-diffusion.cpp: download the release archive for your architecture (plus cudart-bin so no full CUDA SDK needed), grab ae.safetensors, tokenizer.json and model.safetensors from the Flux-3-Image-Klein HF repo, and a Qwen3-VL-4B .gguf as the prompt encoder (add the .mmproj companion for image-to-image).

A single command starts sd-server with a llama-server-style chat UI, generating a 1024×1024 image in 7.9s. Example params: cfg-scale 1.0, euler sampling, 16 steps. Supports CUDA, ROCm, Vulkan and CPU. Note: the default seed is a static 42 — randomize it for best results.

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