VRAM per quantization for the 20B Qwen-Image-Edit-2511 in one table: FP8 from 6GB, NF4 16–20GB, BF16 24GB+, GGUF Q4 CPU-runnable. Minimum RTX 3060 12GB and recommended RTX 4070 Ti 16GB builds, plus the 96-angle Multi-Angle LoRA.
Emotion recognition used to mean fighting with old native libraries. Today there are cloud APIs and local libraries, but one major vendor has already left the field for ethical reasons.
Tried the '5 must-have Claude Code settings' going viral on X to escape the constant Ask prompts — here's where the gap between expectations and reality shows up.