ComfyUI
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ComfyUI aimdo memory compile error: Cause and Fix
The aimdo memory compile error is ComfyUI's Comfy Compiler malloc graph failing. Launch with --disable-comfy-compiler, then find the trigger.
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Flux Dev vs Flux Schnell VRAM: Same Memory, Fewer Steps
Flux dev and schnell share one 12B transformer, so VRAM needs match. File sizes by format, card tiers, and why step count decides low-VRAM picks.
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ComfyUI LoRA Loader Node Explained: Strengths and Chaining
What LoraLoader actually does to your weights, what strength_model and strength_clip scale, how chaining works, and why keys fail to load.
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ComfyUI Workflow JSON vs PNG Metadata: Which One to Ship
ComfyUI workflow JSON vs PNG metadata: what each format holds, why tEXt chunks vanish on re-encode, and how to extract and store the graph.
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How to Install and Enable ComfyUI Manager (--enable-manager)
Enable ComfyUI Manager with --enable-manager on Portable and manual installs, fix a missing Manager button, and verify custom nodes import cleanly.
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ComfyUI System and GPU Requirements: VRAM by Model
SD 1.5 fits in 8 GB, SDXL wants 12 GB, Flux needs 16 GB with fp8 or 24 GB without. Also covers system RAM, CUDA and --reserve-vram headroom.
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ComfyUI Not Enough GPU Memory: Fix CUDA Out of Memory
Learn which stage ran out of VRAM, from model load to VAE decode, and the fixes for each: batch and resolution, fp8 weights, --cpu-vae and --cache-none.
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ComfyUI vs Automatic1111 vs Forge: Which to Run
Release cadence, memory architecture, extension risk and automation compared across ComfyUI, the AUTOMATIC1111 WebUI and Forge, with a decision table.
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How ComfyUI Graphs Execute and Where VRAM Goes
Node graph execution order, result caching, VRAM pressure across the three failure stages, and custom node dependency management in ComfyUI.