This heavily requested workflow will let you generate images with consistent rooms and backgrounds. Couple of disclaimers The workflow is based mostly on Klein and is not perfect Depending on the base image, it will sometimes generate gibberish. Either fix your prompt or change the base image. You will need a lora Klein lora if you want the best possible likeness to your character. If you do no want to train a lora, you can run other faceswapping solutions on the results you get I believe it's one of the better options out there, if not the only one - but let me know if you find better! The free version generate 3 angles or the room you chose as input (Including the generated one), while the sub version generates 6 or 7 in total, the rest is the same. You can easily expand the free version with different prompts. Models: Angles and final image gen: Klein : https://huggingface.co/black-forest-labs/FLUX.2-klein-9b-fp8/blob/main/flux-2-klein-9b-fp8.safetensorsif if no access on HF: https://modelscope.cn/models/black-forest-labs/FLUX.2-klein-9b-fp8/file/view/master/flux-2-klein-9b-fp8.safetensors?status=2 text_encoders: https://huggingface.co/Comfy-Org/flux2-klein-9B/resolve/main/split_files/text_encoders/qwen_3_8b_fp8mixed.safetensors vae: https://huggingface.co/Comfy-Org/flux2-klein-9B/resolve/main/split_files/vae/flux2-vae.safetensors The room can be real or generated with whatever model you want. I used qwen so this is what I will provide: QWEN IMAGE 2512: https://huggingface.co/Comfy-Org/Qwen-Image_ComfyUI/resolve/main/split_files/diffusion_models/qwen_image_2512_fp8_e4m3fn.safetensors

This workflow will let create consistent photosets for social media content or really whatever type of content you want. This version made specifically for people but changing the prompt, it could be used for product photography for example! Klein KV: https://huggingface.co/black-forest-labs/FLUX.2-klein-9b-kv-fp8/blob/main/flux-2-klein-9b-kv-fp8.safetensorsKlein No KV: https://huggingface.co/black-forest-labs/FLUX.2-klein-9b-fp8/blob/main/flux-2-klein-9b-fp8.safetensorsif no access: https://modelscope.cn/models/black-forest-labs/FLUX.2-klein-9b-fp8/file/view/master/flux-2-klein-9b-fp8.safetensors?status=2 text_encoders: https://huggingface.co/Comfy-Org/flux2-klein-9B/resolve/main/split_files/text_encoders/qwen_3_8b_fp8mixed.safetensors vae: https://huggingface.co/Comfy-Org/flux2-klein-9B/resolve/main/split_files/vae/flux2-vae.safetensors

https://www.youtube.com/watch?v=XUijQ5Pc3xg This pipeline uses Z-image Base for initial generation and turbo for the final refinement. Also going over ZIB training in the vid. Links: All for ZIB: https://huggingface.co/Comfy-Org/z_image/tree/main/split_files All for ZIT: https://huggingface.co/Comfy-Org/z_image_turbo/tree/main/split_files *8 steps ZIB (ComfyUI one): https://huggingface.co/alibaba-pai/Z-Image-Fun-Lora-Distill/tree/main

Using this workflow, you should be able to get a good dataset to train your LoRA on, I have many video on how to do this locally and using runpod. All the prompts can be changed to generate the type of images you want, just make sure you have one prompt per line in the CR prompt list node Model: https://huggingface.co/black-forest-labs/FLUX.2-klein-9b-fp8/blob/main/flux-2-klein-9b-fp8.safetensors Text encoder: https://huggingface.co/Comfy-Org/flux2-klein-9B/resolve/main/split_files/text_encoders/qwen_3_8b_fp8mixed.safetensors vae: https://huggingface.co/Comfy-Org/flux2-klein-9B/resolve/main/split_files/vae/flux2-vae.safetensors

New version of the LTX motion control using LTX 2.3, in general I'd say its 10-15% better but hard to quantify. Harder to run locally cause it's bigger. Make sure your Comfyui and NVIDIA drivers are updated to use the latest optimizations for Klein and LTX.Mostly removed the nodes that were causing issues for alot of peopleTry it out and let me know. LTX goes in checkpoints:https://huggingface.co/Lightricks/LTX-2.3-fp8/blob/main/ltx-2.3-22b-distilled-fp8.safetensors Text encoder: https://huggingface.co/Comfy-Org/ltx-2/blob/main/split_files/text_encoders/gemma_3_12B_it_fp4_mixed.safetensors Control lora: https://huggingface.co/Lightricks/LTX-2.3-22b-IC-LoRA-Union-Control/blob/main/ltx-2.3-22b-ic-lora-union-control-ref0.5.safetensors Klein KV: https://huggingface.co/black-forest-labs/FLUX.2-klein-9b-kv-fp8/blob/main/flux-2-klein-9b-kv-fp8.safetensors Klein No KV: https://huggingface.co/black-forest-labs/FLUX.2-klein-9b-fp8/blob/main/flux-2-klein-9b-fp8.safetensors if no access: https://modelscope.cn/models/black-forest-labs/FLUX.2-klein-9b-fp8/file/view/master/flux-2-klein-9b-fp8.safetensors?status=2 text_encoders: https://huggingface.co/Comfy-Org/flux2-klein-9B/resolve/main/split_files/text_encoders/qwen_3_8b_fp8mixed.safetensors