Restructure card: workflows first (overviews, models, nodes), separate Standard / Turbo sections and galleries

.gitattributes

@@ -51,3 +51,39 @@ images/preview_6.jpg filter=lfs diff=lfs merge=lfs -text
 images/preview_7.jpg filter=lfs diff=lfs merge=lfs -text
 images/preview_8.jpg filter=lfs diff=lfs merge=lfs -text
 images/preview_9.jpg filter=lfs diff=lfs merge=lfs -text
+images/standard/standard_1.jpg filter=lfs diff=lfs merge=lfs -text
+images/standard/standard_2.jpg filter=lfs diff=lfs merge=lfs -text
+images/standard/standard_3.jpg filter=lfs diff=lfs merge=lfs -text
+images/standard/standard_4.jpg filter=lfs diff=lfs merge=lfs -text
+images/standard/standard_5.jpg filter=lfs diff=lfs merge=lfs -text
+images/standard/standard_6.jpg filter=lfs diff=lfs merge=lfs -text
+images/standard/standard_7.jpg filter=lfs diff=lfs merge=lfs -text
+images/turbo/turbo_1.jpg filter=lfs diff=lfs merge=lfs -text
+images/turbo/turbo_2.jpg filter=lfs diff=lfs merge=lfs -text
+images/turbo/turbo_3.jpg filter=lfs diff=lfs merge=lfs -text
+images/turbo/turbo_4.jpg filter=lfs diff=lfs merge=lfs -text
+images/turbo/turbo_5.jpg filter=lfs diff=lfs merge=lfs -text
+images/turbo/turbo_6.jpg filter=lfs diff=lfs merge=lfs -text
+images/turbo/turbo_7.jpg filter=lfs diff=lfs merge=lfs -text
+images/turbo/turbo_8.jpg filter=lfs diff=lfs merge=lfs -text
+images/workflows/bounding_overview.jpg filter=lfs diff=lfs merge=lfs -text
+images/workflows/bounding_result_1.jpg filter=lfs diff=lfs merge=lfs -text
+images/workflows/bounding_result_2.jpg filter=lfs diff=lfs merge=lfs -text
+images/workflows/bounding_result_3.jpg filter=lfs diff=lfs merge=lfs -text
+images/workflows/controlnet_overview.jpg filter=lfs diff=lfs merge=lfs -text
+images/workflows/controlnet_result_1.jpg filter=lfs diff=lfs merge=lfs -text
+images/workflows/controlnet_result_2.jpg filter=lfs diff=lfs merge=lfs -text
+images/workflows/controlnet_result_3.jpg filter=lfs diff=lfs merge=lfs -text
+images/workflows/controlnet_result_4.jpg filter=lfs diff=lfs merge=lfs -text
+images/workflows/controlnet_result_5.jpg filter=lfs diff=lfs merge=lfs -text
+images/workflows/controlnet_result_6.jpg filter=lfs diff=lfs merge=lfs -text
+images/workflows/controlnet_result_7.jpg filter=lfs diff=lfs merge=lfs -text
+images/workflows/image_overview.jpg filter=lfs diff=lfs merge=lfs -text
+images/workflows/image_result_1.jpg filter=lfs diff=lfs merge=lfs -text
+images/workflows/image_result_2.jpg filter=lfs diff=lfs merge=lfs -text
+images/workflows/image_result_3.jpg filter=lfs diff=lfs merge=lfs -text
+images/workflows/image_result_4.jpg filter=lfs diff=lfs merge=lfs -text
+images/workflows/ultimate_overview.jpg filter=lfs diff=lfs merge=lfs -text
+images/workflows/ultimate_result_1.jpg filter=lfs diff=lfs merge=lfs -text
+images/workflows/ultimate_result_2.jpg filter=lfs diff=lfs merge=lfs -text
+images/workflows/ultimate_result_3.jpg filter=lfs diff=lfs merge=lfs -text

README.md

@@ -28,19 +28,462 @@ Anime illustration · Detailed characters and backgrounds · Pixel art · ComfyU
 - **Civitai:** [SeeMoss-Genesis](https://civitai.red/models/3031179) – versions *Preview*, *Preview-Turbo*, *Text Encoder*, *VAE*
 - **Workflows:** [SeeMoss-Genesis-Workflows](https://civitai.red/models/3031981) (included in `workflows/`)
 
-## 🖼️ Preview Gallery
+**On this page:** [🧩 Workflows](#🧩-workflows) · [🟢 Standard (Preview)](#🟢-standard-model-preview) · [🚀 Turbo (Preview-Turbo)](#🚀-turbo-model-preview-turbo) · [✨ About the model](#✨-what-is-seemoss-genesis) · [📦 Files](#📦-which-file-should-i-use)
+
+
+## 🧩 Workflows
+
+Four ComfyUI workflows from [SeeMoss-Genesis-Workflows](https://civitai.red/models/3031981) are included in [`workflows/`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/tree/main/workflows). Each block below shows the real workflow overview, what it does, its default settings, the required models (with download links and ComfyUI folders) and the custom nodes. Result images are folded below each workflow. Images in these blocks come from the respective workflow version on Civitai.
+
+*Hugging Face copies: the content mode switch defaults to SFW and the optional NSFW prompt-enhancer system prompt text was removed; everything else is unchanged.*
+### Ultimate v1.0
+
+**Download:** [`workflows/seemossGenesis_ultimateV10.json`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/workflows/seemossGenesis_ultimateV10.json) · **Civitai:** [Ultimate v1.0](https://civitai.red/models/3031981?modelVersionId=3444588)
+
+![Ultimate v1.0 · workflow overview](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/workflows/ultimate_overview.jpg)
+
+**What it does:** Text-to-image: write an idea and get a detailed anime illustration, with optional Prompt Enhancer, content mode switch (default SFW on this page), optional LoRA loader, 🔬 Detail Refiner (latent upscale 1.5× + refine) and 🔼 Tiled Upscale. Every stage saves its own PNG with Civitai metadata.
+
+**⚙️ Settings:** Default model: **Preview (Standard)**. Base 25 steps · CFG 2.5 · Shift 5 · euler / simple · best quality 50 steps · CFG 3 · Shift 5 · Skip Layer Guidance optional (layer 22). With Preview-Turbo: CFG 1 · 4–8 steps.
+
+**📥 Required models**
+
+| File | Required? | Download | ComfyUI folder |
+|:--|:--|:--|:--|
+| Diffusion model | required | [`moss_anime_sft_int8_convrot.safetensors`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/Preview/moss_anime_sft_int8_convrot.safetensors) (Preview / Standard, workflow default; other Preview formats in [`Preview/`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/tree/main/Preview)) | `models/diffusion_models/moss_anime/` (the workflow loads `moss_anime\moss_anime_sft_int8_convrot.safetensors`) |
+| Text encoder (CLIP type **moss_image**) | required | [`qwen3.5_9b_w4a8_gptq.safetensors`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/Text-Encoder/qwen3.5_9b_w4a8_gptq.safetensors) | `models/text_encoders/` |
+| VAE | required | [`flux2-vae_small.safetensors`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/VAE/flux2-vae_small.safetensors) | `models/vae/` |
+| Upscale model (🔬 Detail Refiner / 🔼 Tiled Upscale) | optional | [`2x-AnimeSharpV4_RCAN.safetensors`](https://github.com/Kim2091/Kim2091-Models/releases/download/2x-AnimeSharpV4/2x-AnimeSharpV4_RCAN.safetensors) by Kim2091 | `models/upscale_models/` |
+
+**🧩 Required custom nodes**
+
+| Custom node pack (external) | Nodes used in this workflow | Used for |
+|:--|:--|:--|
+| [SeeSee Civitai Metadata](https://github.com/seesee75-commits/ComfyUI-SeeSee-Civitai-Metadata) | `SeeSeeCivitaiSaveImage` | save nodes with Civitai-readable metadata (my own node pack) |
+| [ComfyUI-Lora-Manager](https://github.com/willmiao/ComfyUI-Lora-Manager) | `Lora Loader (LoraManager)`, `TriggerWord Toggle (LoraManager)` | LoRA loader + trigger words |
+| [rgthree-comfy](https://github.com/rgthree/rgthree-comfy) | `Fast Groups Bypasser`, `Image Comparer` | group switches, image comparers |
+| [ComfyUI_UltimateSDUpscale](https://github.com/ssitu/ComfyUI_UltimateSDUpscale) | `UltimateSDUpscale` | 🔼 Tiled Upscale |
+| [comfy-image-saver](https://github.com/giriss/comfy-image-saver) | `Seed Generator` | seed |
+
+Install with [ComfyUI-Manager](https://github.com/Comfy-Org/ComfyUI-Manager) (search the name) or `git clone` into `custom_nodes/`, then restart ComfyUI.
+
+Everything else is ComfyUI core. Needs **ComfyUI 0.42.0+** (native MOSS-Image support, subgraphs).
+
+<details>
+<summary>🖼️ Ultimate v1.0 · result images (3)</summary>
+
+|  |  |  |
+| :---: | :---: | :---: |
+| ![Ultimate v1.0 1](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/workflows/ultimate_result_1.jpg) | ![Ultimate v1.0 2](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/workflows/ultimate_result_2.jpg) | ![Ultimate v1.0 3](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/workflows/ultimate_result_3.jpg) |
+
+</details>
+
+<details>
+<summary>📄 Ultimate v1.0 · full Civitai version description</summary>
+
+First release of **SeeMoss-Genesis Ultimate** for MOSS-Image: Base 25 steps · CFG 2.5, best quality 50 steps · CFG 3 · Shift 5 (Turbo CFG 1 · 4–8 steps coming later). Optional Prompt Enhancer, SFW / NSFW switch, LoRA loader, Detail Refiner and Tiled Upscale. Saves with Civitai metadata.
+
+</details>
+### Bounding Box Editor v1.0
+
+**Download:** [`workflows/SeeMoss-Genesis-Bounding-Boxes-v1.0.json`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/workflows/SeeMoss-Genesis-Bounding-Boxes-v1.0.json) · **Civitai:** [Bounding Box Editor v1.0](https://civitai.red/models/3031981?modelVersionId=3449312)
+
+![Bounding Box Editor v1.0 · workflow overview](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/workflows/bounding_overview.jpg)
+
+**What it does:** Layout-first text-to-image: draw boxes for `character`, `object` and `text`, caption each box, describe the background in the summary caption, and MOSS-Image builds the scene to your layout, including headlines and typography.
+
+**⚙️ Settings:** Default model: **Preview-Turbo** int8 · CFG 1 · 4–8 steps · Shift 5 · euler / simple · 🔬 Detail Refiner (group 07): latent upscale 1.5× + 8 steps · CFG 1 · denoise 0.5. With the Standard Preview model: 25 steps · CFG 2.5 (best quality 50 · CFG 3).
+
+**📥 Required models**
+
+| File | Required? | Download | ComfyUI folder |
+|:--|:--|:--|:--|
+| Diffusion model | required | [`moss_anime_turbo_sft_int8_convrot.safetensors`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/Preview-Turbo/moss_anime_turbo_sft_int8_convrot.safetensors) (Preview-Turbo, workflow default; other Turbo formats in [`Preview-Turbo/`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/tree/main/Preview-Turbo)) | `models/diffusion_models/moss_anime_turbo/` (the workflow loads `moss_anime_turbo\moss_anime_turbo_sft_int8_convrot.safetensors`) |
+| Text encoder (CLIP type **moss_image**) | required | [`qwen3.5_9b_w4a8_gptq.safetensors`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/Text-Encoder/qwen3.5_9b_w4a8_gptq.safetensors) | `models/text_encoders/` |
+| VAE | required | [`flux2-vae_small.safetensors`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/VAE/flux2-vae_small.safetensors) | `models/vae/` |
+| Upscale model (🔬 Detail Refiner / 🔼 Tiled Upscale) | optional | [`2x-AnimeSharpV4_RCAN.safetensors`](https://github.com/Kim2091/Kim2091-Models/releases/download/2x-AnimeSharpV4/2x-AnimeSharpV4_RCAN.safetensors) by Kim2091 | `models/upscale_models/` |
+
+**🧩 Required custom nodes**
+
+| Custom node pack (external) | Nodes used in this workflow | Used for |
+|:--|:--|:--|
+| [SeeSee Civitai Metadata](https://github.com/seesee75-commits/ComfyUI-SeeSee-Civitai-Metadata) | `SeeSeeCivitaiSaveImage` | save nodes with Civitai-readable metadata (my own node pack) |
+| [ComfyUI-Lora-Manager](https://github.com/willmiao/ComfyUI-Lora-Manager) | `Lora Loader (LoraManager)`, `TriggerWord Toggle (LoraManager)` | LoRA loader + trigger words |
+| [rgthree-comfy](https://github.com/rgthree/rgthree-comfy) | `Fast Groups Bypasser`, `Image Comparer` | group switches, image comparers |
+| [ComfyUI_UltimateSDUpscale](https://github.com/ssitu/ComfyUI_UltimateSDUpscale) | `UltimateSDUpscale` | 🔼 Tiled Upscale |
+| [comfy-image-saver](https://github.com/giriss/comfy-image-saver) | `Seed Generator` | seed |
+
+Install with [ComfyUI-Manager](https://github.com/Comfy-Org/ComfyUI-Manager) (search the name) or `git clone` into `custom_nodes/`, then restart ComfyUI.
+
+The Bounding Box Editor and MOSS Layout Prompt (`MOSSImageLayoutPrompt`) nodes are **ComfyUI core**; a recent ComfyUI is needed.
+
+<details>
+<summary>🖼️ Bounding Box Editor v1.0 · result images (3)</summary>
+
+|  |  |  |
+| :---: | :---: | :---: |
+| ![Bounding Box Editor v1.0 1](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/workflows/bounding_result_1.jpg) | ![Bounding Box Editor v1.0 2](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/workflows/bounding_result_2.jpg) | ![Bounding Box Editor v1.0 3](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/workflows/bounding_result_3.jpg) |
+
+</details>
+
+<details>
+<summary>📄 Bounding Box Editor v1.0 · full Civitai version description</summary>
+
+📐 SeeMoss-Genesis Bounding Box Editor v1.0
+
+A layout-first version of the SeeMoss-Genesis workflow: instead of describing *where* things go in words, you **draw boxes** on the canvas and MOSS-Image places character, objects and text inside them. Same models, same save nodes with Civitai metadata, same Detail Refiner — plus a visual 📐 **Bounding Box Editor**.
+
+🧭 How to use it
+
+1. Open 📐 **03 · Bounding Box Layout + Prompt** and **draw a box** for every element in the 📐 Bounding Box Editor.
+2. Give each box a **label**: `character` (a person, pose and outfit), `object` (props like a crystal, staff, table, candles) or `text` (typography).
+3. Write a **caption** per box. For `text` boxes also fill in the exact words — headline, title, quote. Size and position of the box decide the size and position of the lettering.
+4. The **background** has no box: describe the whole scene, setting and lighting in the **summary caption**.
+5. Character boxes are passed on as `character_boxes`, so the pose and figure follow your layout. Hit **Run**.
+
+The default layout is a small example (magical girl with staff, background and a title) — just move the boxes and rewrite the captions.
+
+🧾 MOSS layout JSON
+
+The layout is stored in MOSS-Image's native format: a `summary.caption` for the whole scene plus a list of `items`, each with `label`, `caption`, optional `text` and a `bbox` in **yxyx** order with coordinates relative to the image center (`bbox_coord_space: abs_centralized`). You can paste such a JSON directly, or drag one of the gallery PNGs into ComfyUI — every image here has its workflow and box layout embedded.
+
+⚙️ Default settings
+
+* **🚀 Turbo (default):** SeeMoss-Genesis [Preview-Turbo](https://civitai.red/models/3031179?modelVersionId=3444861) int8 · CFG 1 · 4–8 steps · Shift 5 · euler / simple
+* **🔬 Detail Refiner (group 07):** latent upscale 1.5× + 8 steps · CFG 1 · denoise 0.5
+* Using the non-Turbo **Preview** model instead: 25 steps · CFG 2.5 (best quality 50 · CFG 3).
+* NSFW mode, Prompt Enhancer and SLG are off by default; Tiled Upscale (06) is optional and off.
+
+📥 Models
+
+All from [SeeMoss-Genesis](https://civitai.red/models/3031179/seemoss-genesis): [Preview-Turbo](https://civitai.red/models/3031179?modelVersionId=3444861) (default) or Preview → `models/diffusion_models/` · Text Encoder qwen3.5\_9b\_w4a8\_gptq (CLIP type **moss\_image**) → `models/text_encoders/` · VAE flux2-vae\_small → `models/vae/`.
+
+🧩 Required Custom Nodes
+
+* [**SeeSee Civitai Metadata**](https://github.com/seesee75-commits/ComfyUI-SeeSee-Civitai-Metadata) — save nodes with Civitai-readable metadata
+* [**ComfyUI-Lora-Manager**](https://github.com/willmiao/ComfyUI-Lora-Manager) — LoRA loader + trigger words
+* [**rgthree-comfy**](https://github.com/rgthree/rgthree-comfy) — group switch, image comparers
+* [**ComfyUI\_UltimateSDUpscale**](https://github.com/ssitu/ComfyUI_UltimateSDUpscale) — Tiled Upscale
+* [**comfy-image-saver**](https://github.com/giriss/comfy-image-saver) — Seed Generator
+
+The Bounding Box Editor and MOSS Layout Prompt nodes are **ComfyUI core** — no extra pack, but you need a **recent ComfyUI**. Update ComfyUI if the nodes show up red.
+
+📝 Honest notes
+
+* Boxes are a strong hint, not pixel-perfect: small objects (e.g. a quill) can come out a bit smaller, and hands don't always land exactly where you drew them.
+* Long text renders best in large boxes; tiny text boxes may get garbled lettering.
+* The gallery shows the same scenes as the Ultimate version, rebuilt with box layouts.
+
+</details>
+### Image Edit v1.0
+
+**Download:** [`workflows/SeeMoss-Genesis-Image-Edit-v1.0.json`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/workflows/SeeMoss-Genesis-Image-Edit-v1.0.json) · **Civitai:** [Image Edit v1.0](https://civitai.red/models/3031981?modelVersionId=3450095)
+
+![Image Edit v1.0 · workflow overview](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/workflows/image_overview.jpg)
+
+**What it does:** Edit an existing picture with a short instruction (MOSS-Image Edit LoRA): outfit, hair colour, season, accessories, eye colour, while face, pose and composition stay the same.
+
+**⚙️ Settings:** Default model: **Preview (Standard)** · 25 steps · CFG 4 · Shift 5 · euler / simple. Preview-Turbo: 8 steps · CFG 1.5 (about 3× faster).
+
+**📥 Required models**
+
+| File | Required? | Download | ComfyUI folder |
+|:--|:--|:--|:--|
+| Diffusion model | required | [`moss_anime_sft_int8_convrot.safetensors`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/Preview/moss_anime_sft_int8_convrot.safetensors) (Preview / Standard, workflow default; other Preview formats in [`Preview/`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/tree/main/Preview)) | `models/diffusion_models/moss_anime/` (the workflow loads `moss_anime\moss_anime_sft_int8_convrot.safetensors`) |
+| Text encoder (CLIP type **moss_image**) | required | [`qwen3.5_9b_w4a8_gptq.safetensors`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/Text-Encoder/qwen3.5_9b_w4a8_gptq.safetensors) | `models/text_encoders/` |
+| VAE | required | [`flux2-vae_small.safetensors`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/VAE/flux2-vae_small.safetensors) | `models/vae/` |
+| MOSS-Image Edit LoRA (loaded in 🧬 LoRA Loader, strength 1) | required | [`moss_image_edit_lora_rank_64_bf16.safetensors`](https://huggingface.co/Comfy-Org/MOSS-Image/resolve/main/loras/moss_image_edit_lora_rank_64_bf16.safetensors) (297 MB, Comfy-Org rehost of [chinoll/Moss-Image-Edit](https://huggingface.co/chinoll/Moss-Image-Edit)) | `models/loras/` |
+| Upscale model (🔬 Detail Refiner / 🔼 Tiled Upscale) | optional | [`2x-AnimeSharpV4_RCAN.safetensors`](https://github.com/Kim2091/Kim2091-Models/releases/download/2x-AnimeSharpV4/2x-AnimeSharpV4_RCAN.safetensors) by Kim2091 | `models/upscale_models/` |
+
+**🧩 Required custom nodes**
+
+| Custom node pack (external) | Nodes used in this workflow | Used for |
+|:--|:--|:--|
+| [SeeSee Civitai Metadata](https://github.com/seesee75-commits/ComfyUI-SeeSee-Civitai-Metadata) | `SeeSeeCivitaiSaveImage` | save nodes with Civitai-readable metadata (my own node pack) |
+| [ComfyUI-Lora-Manager](https://github.com/willmiao/ComfyUI-Lora-Manager) | `Lora Loader (LoraManager)`, `TriggerWord Toggle (LoraManager)` | LoRA loader + trigger words |
+| [rgthree-comfy](https://github.com/rgthree/rgthree-comfy) | `Fast Groups Bypasser`, `Image Comparer` | group switches, image comparers |
+| [ComfyUI_UltimateSDUpscale](https://github.com/ssitu/ComfyUI_UltimateSDUpscale) | `UltimateSDUpscale` | 🔼 Tiled Upscale |
+| [comfy-image-saver](https://github.com/giriss/comfy-image-saver) | `Seed Generator` | seed |
+
+Install with [ComfyUI-Manager](https://github.com/Comfy-Org/ComfyUI-Manager) (search the name) or `git clone` into `custom_nodes/`, then restart ComfyUI.
+
+Everything else is ComfyUI core (`TextEncodeMOSSImageEdit`, subgraphs). Needs **ComfyUI 0.43.0+**.
+
+<details>
+<summary>🖼️ Image Edit v1.0 · result images (4)</summary>
+
+|  |  |
+| :---: | :---: |
+| ![Image Edit v1.0 1](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/workflows/image_result_1.jpg) | ![Image Edit v1.0 2](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/workflows/image_result_2.jpg) |
+| ![Image Edit v1.0 3](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/workflows/image_result_3.jpg) | ![Image Edit v1.0 4](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/workflows/image_result_4.jpg) |
+
+</details>
+
+<details>
+<summary>📄 Image Edit v1.0 · full Civitai version description</summary>
+
+🖼️ SeeMoss-Genesis · Image Edit v1.0
+
+A ComfyUI workflow to **edit an existing picture with a short instruction**, using **SeeMoss-Genesis** together with the **MOSS-Image Edit LoRA**. The source image goes in as a reference, the model redraws the same frame and only applies the change you describe: outfit, hair colour, season, accessories like glasses, eye colour.
+
+The gallery shows **original (left) | edited (right)**, the same showcase images as the Ultimate and Bounding Box versions, each with a different edit. Every edited PNG has the workflow embedded.
+
+▶️ How to use
+
+1. Download the [edit LoRA](https://huggingface.co/Comfy-Org/MOSS-Image/resolve/main/loras/moss_image_edit_lora_rank_64_bf16.safetensors) (297 MB) into `models/loras/` and keep it active in 🧬 LoRA Loader (strength 1).
+2. Load your picture in 🖼️ Source Image (scaled to 1 MP, keeps aspect).
+3. Write the change in ✅ Edit Instruction and queue.
+
+✍️ Prompt tips
+
+* Best phrasing: `Change only the X to Y. Keep the character, face, hair, pose, background and composition unchanged.`
+* One change per run works best; chain runs for more.
+* Colour, outfit, hair and accessory edits are very reliable. For a new season or scene be explicit (e.g. "heavy snow falling outside the windows").
+* Up to 4 reference images: connect them to both encode nodes and say what each picture is for.
+
+⚙️ Settings
+
+* **Preview (default):** 25 steps · CFG 4 · Shift 5 · euler / simple
+* **Preview-Turbo:** 8 steps · CFG 1.5 · about 3× faster
+* CFG 4 matters on Preview: lower values can add stray accessories.
+* Optional 🔼 Hi-Res (Tiled Upscale / Detail Refiner) like in Ultimate.
+
+📥 Models
+
+* [SeeMoss-Genesis Preview](https://civitai.red/models/3031179) · [Preview-Turbo](https://civitai.red/models/3031179?modelVersionId=3444861)
+* [moss\_image\_edit\_lora\_rank\_64\_bf16.safetensors](https://huggingface.co/Comfy-Org/MOSS-Image/resolve/main/loras/moss_image_edit_lora_rank_64_bf16.safetensors) (Comfy-Org rehost of [chinoll/Moss-Image-Edit](https://huggingface.co/chinoll/Moss-Image-Edit))
+* Text encoder `qwen3.5_9b_w4a8_gptq` (CLIP type moss\_image) and VAE `flux2-vae_small`: version dropdown on the model page or [Comfy-Org/MOSS-Image](https://huggingface.co/Comfy-Org/MOSS-Image)
+
+🧩 Custom Nodes
+
+* [SeeSee Civitai Metadata](https://github.com/seesee75-commits/ComfyUI-SeeSee-Civitai-Metadata) · save with Civitai metadata
+* [ComfyUI-Lora-Manager](https://github.com/willmiao/ComfyUI-Lora-Manager) · LoRA Loader
+* [rgthree-comfy](https://github.com/rgthree/rgthree-comfy) · Hi-Res switch, comparers
+* [ComfyUI\_UltimateSDUpscale](https://github.com/ssitu/ComfyUI_UltimateSDUpscale) · Tiled Upscale
+* [comfy-image-saver](https://github.com/giriss/comfy-image-saver) · Seed Generator
+
+Everything else is ComfyUI core. **Needs ComfyUI 0.43.0+.**
+
+⚠️ Notes
+
+* An edit is slower than text-to-image because the reference is processed every step (~6 min Preview / ~2 min Turbo at 1 MP on an RTX 4060 Ti class GPU).
+* Big scene changes can stay partial; small details (gloves, jewellery) may change along with the edit.
+
+</details>
+### ControlNet v1.0
+
+**Download:** [`workflows/SeeMoss-Genesis-ControlNet-v1.0.json`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/workflows/SeeMoss-Genesis-ControlNet-v1.0.json) · **Civitai:** [ControlNet v1.0](https://civitai.red/models/3031981?modelVersionId=3450629)
+
+![ControlNet v1.0 · workflow overview](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/workflows/controlnet_overview.jpg)
+
+**What it does:** Keep the pose, framing and silhouette of a reference picture with depth control (MoGe 3 depth map → MOSS-Image color/depth control adapter); the prompt decides character, outfit, scene and style. Optional 🎨 Color Map (default OFF) also keeps the room layout of the reference.
+
+**⚙️ Settings:** Default model: **Preview (Standard)** · Base 25 steps · CFG 2.5 · Shift 5 · euler / simple. Control node: strength 1.0 · end 1.0 (try 0.5 for synthetic maps).
+
+**📥 Required models**
+
+| File | Required? | Download | ComfyUI folder |
+|:--|:--|:--|:--|
+| Diffusion model | required | [`moss_anime_sft_int8_convrot.safetensors`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/Preview/moss_anime_sft_int8_convrot.safetensors) (Preview / Standard, workflow default; other Preview formats in [`Preview/`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/tree/main/Preview)) | `models/diffusion_models/moss_anime/` (the workflow loads `moss_anime\moss_anime_sft_int8_convrot.safetensors`) |
+| Text encoder (CLIP type **moss_image**) | required | [`qwen3.5_9b_w4a8_gptq.safetensors`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/Text-Encoder/qwen3.5_9b_w4a8_gptq.safetensors) | `models/text_encoders/` |
+| VAE | required | [`flux2-vae_small.safetensors`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/VAE/flux2-vae_small.safetensors) | `models/vae/` |
+| Color/depth control adapter (`LoraLoaderModelOnly`) | required | [`moss_image_color_depth_control.safetensors`](https://huggingface.co/Comfy-Org/MOSS-Image/resolve/main/loras/moss_image_color_depth_control.safetensors) (313 MB, Comfy-Org repack of the adapter by [darask0](https://huggingface.co/darask0/MOSS-Image-color-depth-control)) | `models/loras/moss/` (the workflow loads `moss\moss_image_color_depth_control.safetensors`) |
+| Depth estimator MoGe 3 (`LoadMoGeModel`) | required | [`moge_3_vitg_fp16.safetensors`](https://huggingface.co/Comfy-Org/MoGe/resolve/main/geometry_estimation/moge_3_vitg_fp16.safetensors) (2.5 GB) | `models/geometry_estimation/` |
+| OneFormer-ADE20K (🎨 Color Map only) | optional | downloads automatically on first run of the AIO Aux Preprocessor | (handled by comfyui_controlnet_aux) |
+| Upscale model (🔬 Detail Refiner / 🔼 Tiled Upscale) | optional | [`2x-AnimeSharpV4_RCAN.safetensors`](https://github.com/Kim2091/Kim2091-Models/releases/download/2x-AnimeSharpV4/2x-AnimeSharpV4_RCAN.safetensors) by Kim2091 | `models/upscale_models/` |
+
+**🧩 Required custom nodes**
+
+| Custom node pack (external) | Nodes used in this workflow | Used for |
+|:--|:--|:--|
+| [SeeSee Civitai Metadata](https://github.com/seesee75-commits/ComfyUI-SeeSee-Civitai-Metadata) | `SeeSeeCivitaiSaveImage` | save nodes with Civitai-readable metadata (my own node pack) |
+| [ComfyUI-Lora-Manager](https://github.com/willmiao/ComfyUI-Lora-Manager) | `Lora Loader (LoraManager)`, `TriggerWord Toggle (LoraManager)` | LoRA loader + trigger words |
+| [rgthree-comfy](https://github.com/rgthree/rgthree-comfy) | `Fast Groups Bypasser`, `Image Comparer` | group switches, image comparers |
+| [ComfyUI_UltimateSDUpscale](https://github.com/ssitu/ComfyUI_UltimateSDUpscale) | `UltimateSDUpscale` | 🔼 Tiled Upscale |
+| [comfy-image-saver](https://github.com/giriss/comfy-image-saver) | `Seed Generator` | seed |
+| [comfyui_controlnet_aux](https://github.com/Fannovel16/comfyui_controlnet_aux) | `AIO_Preprocessor` | 🎨 Color Map only (optional, default OFF) |
+
+Install with [ComfyUI-Manager](https://github.com/Comfy-Org/ComfyUI-Manager) (search the name) or `git clone` into `custom_nodes/`, then restart ComfyUI.
+
+Depth estimation (MoGe) and `MOSSImageControl` are ComfyUI core. Civitai version page: needs **ComfyUI 0.44+**; the note inside the workflow says 0.43.0+.
+
+<details>
+<summary>🖼️ ControlNet v1.0 · result images (7)</summary>
 
 |  |  |  |
 | :---: | :---: | :---: |
-| ![preview 1](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/preview_1.jpg) | ![preview 2](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/preview_2.jpg) | ![preview 3](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/preview_3.jpg) |
-| ![preview 4](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/preview_4.jpg) | ![preview 5](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/preview_5.jpg) | ![preview 6](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/preview_6.jpg) |
-| ![preview 7](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/preview_7.jpg) | ![preview 8](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/preview_8.jpg) | ![preview 9](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/preview_9.jpg) |
-| ![preview 10](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/preview_10.jpg) | ![preview 11](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/preview_11.jpg) | ![preview 12](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/preview_12.jpg) |
-| ![preview 13](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/preview_13.jpg) | ![preview 14](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/preview_14.jpg) | ![preview 15](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/preview_15.jpg) |
+| ![ControlNet v1.0 1](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/workflows/controlnet_result_1.jpg) | ![ControlNet v1.0 2](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/workflows/controlnet_result_2.jpg) | ![ControlNet v1.0 3](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/workflows/controlnet_result_3.jpg) |
+| ![ControlNet v1.0 4](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/workflows/controlnet_result_4.jpg) | ![ControlNet v1.0 5](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/workflows/controlnet_result_5.jpg) | ![ControlNet v1.0 6](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/workflows/controlnet_result_6.jpg) |
+| ![ControlNet v1.0 7](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/workflows/controlnet_result_7.jpg) |  |  |
+
+</details>
+
+<details>
+<summary>📄 ControlNet v1.0 · full Civitai version description</summary>
+
+🗺️ SeeMoss-Genesis ControlNet v1.0 — Depth Control (+ optional Color Map)
+
+Keep the **pose, framing and silhouette** of any reference picture and let your prompt decide everything else: character, outfit, scene, light and style. The workflow builds a depth map from the reference automatically (MoGe 3, ComfyUI core) and feeds it into the MOSS-Image **color/depth control adapter**. Everything from Ultimate is kept: coloured groups, notes with download links, SFW/NSFW switch (default **SFW**), short negative prompt, Prompt Enhancer and Hi-Res options.
+
+✨ What's inside
+
+* 🗺️ **08 · Depth Control** — load a reference, the depth map is generated and previewed. Output size follows the reference (~1 MP).
+* 🎨 **09 · Color Region Map (optional)** — one **AIO Aux Preprocessor** with **OneFormer-ADE20K** preselected turns the same reference into a flat-colour segmentation map (person, wall, window, table…).
+* 🔘 **Color Map ON / OFF** — one switch, default **OFF**.
+  + **OFF** = only pose/shape from depth, background free from the prompt.
+  + **ON** = also keeps the background/room layout of the reference (windows, walls, furniture positions).
+* 🎛️ One **MOSS-Image Depth + Color Control** node · strength 1.0 · end 1.0 (recommended for maps from real images; try 0.5 for synthetic maps or more freedom).
+
+🔍 Does the colour map matter?
+
+Honest answer from my A/B tests (same seed and prompt, see gallery): with depth on, the colour map barely changes the character — pose, face and outfit stay almost the same. What it changes is the **background layout**: windows, arches and furniture land where they were in the reference, even if the prompt asks for an empty beach. So leave it OFF for a new scene, switch it ON to keep the room.
+
+📥 Downloads
+
+* Control adapter: [moss\_image\_color\_depth\_control.safetensors](https://huggingface.co/Comfy-Org/MOSS-Image/resolve/main/loras/moss_image_color_depth_control.safetensors) (Comfy-Org repack) → `models/loras/`
+* Depth estimator: [moge\_3\_vitg\_fp16.safetensors](https://huggingface.co/Comfy-Org/MoGe/resolve/main/geometry_estimation/moge_3_vitg_fp16.safetensors) → `models/geometry_estimation/`
+* Base model, text encoder and VAE: same as SeeMoss-Genesis Ultimate
+* Custom node for the colour map: [comfyui\_controlnet\_aux](https://github.com/Fannovel16/comfyui_controlnet_aux) (OneFormer model downloads automatically). Needs ComfyUI 0.44+.
+
+💡 Tips
+
+* The depth map fixes the silhouette — a long gown on a reference wearing shorts may come out shorter. Pick a reference whose outline fits.
+* Describe the new outfit and scene fully; nothing is copied from the reference except shape (and layout with the colour map ON).
+* There is no pose (OpenPose) control for MOSS-Image yet — depth already keeps poses very well.
+
+🙏 Credits: color/depth control adapter by [darask0](https://huggingface.co/darask0/MOSS-Image-color-depth-control), ComfyUI files by Comfy-Org.
+
+Gallery: reference | depth map | result, the workflow overview, then **with vs without colour map** comparisons (reference | colour map | depth only | depth + colour | colour only | difference).
+
+</details>
+<details>
+<summary>���� Full description of the Civitai workflow page (SeeMoss-Genesis-Workflows)</summary>
+
+#### 🎨 SeeMoss-Genesis Ultimate — Anime Text-to-Image Workflow for MOSS-Image (v1.0)
+
+ComfyUI workflow for **SeeMoss-Genesis**, my anime model on **MOSS-Image-SFT** (OpenMOSS, ~5B DiT). Write an idea, get a detailed anime illustration — with an optional Qwen3.5 prompt enhancer, an SFW / NSFW switch, an optional LoRA loader and two hi-res finishing branches.
+
+Every saved PNG carries **Civitai-readable generation data**: upload it and Civitai fills in prompt, seed, sampler and the model link by itself.
+
+**How it works:** 🧠 load models → 🧬 optional LoRAs → ✍️ prompt → ✨ optional enhancer → 🎨 base image → 🔬 Detail Refiner (latent upscale 1.5× + refine) and/or 🔼 Tiled Upscale (1.5×, tile by tile) → 💾 every stage saves its own PNG with Civitai metadata. Everything is grouped, color-coded, switchable and documented with notes inside the workflow, including clickable download links.
+
+---
+
+#### 📐 NEW: Bounding Box Editor version
+
+Second version on this page: **Bounding Box Editor v1.0**. Same models and finishing as Ultimate, but you lay out the image by **drawing boxes** — label them `character`, `object` or `text`, caption each one, describe the background in the summary caption, and MOSS-Image builds the scene to your layout, including headlines and typography. Defaults to [Preview-Turbo](https://civitai.red/models/3031179?modelVersionId=3444861) (CFG 1 · 4–8 steps) with the Detail Refiner (group 07). The box nodes are ComfyUI core (recent ComfyUI needed); the custom node list below is the same. Pick the version at the top of the page — the gallery shows the same scenes as Ultimate, rebuilt with box layouts.
 
 ---
 
-> **Status (Nov 7, 2026):** The weight files are still being uploaded. Files not yet listed under *Files and versions* will appear shortly.
+#### 🗺️ NEW: ControlNet version
+
+Third version on this page: **ControlNet v1.0**. Same models and finishing as Ultimate, plus **depth control**: load any reference picture and the image keeps its pose, framing and silhouette while your prompt changes character, outfit, scene and style. The depth map is made automatically (MoGe 3, ComfyUI core) and fed into the MOSS-Image color/depth control adapter by [darask0](https://huggingface.co/darask0/MOSS-Image-color-depth-control). An optional **Color Map** (one AIO Aux Preprocessor, OneFormer-ADE20K) can also keep the background/room layout of the reference — one **ON / OFF** switch, default OFF. Extra downloads: [control adapter](https://huggingface.co/Comfy-Org/MOSS-Image/resolve/main/loras/moss_image_color_depth_control.safetensors) and [MoGe 3](https://huggingface.co/Comfy-Org/MoGe/resolve/main/geometry_estimation/moge_3_vitg_fp16.safetensors); extra custom node: comfyui\_controlnet\_aux (colour map only). Pick the version at the top of the page.
+
+---
+
+#### ⚙️ Recommended settings
+
+* **🟢 Base (default):** 25 steps · CFG 2.5 · Shift 5 · euler / simple
+* **💎 Best quality:** 50 steps · CFG 3 · Shift 5 · euler / simple
+* **🚀 Turbo:** CFG 1 · 4–8 steps · [Preview-Turbo](https://civitai.red/models/3031179?modelVersionId=3444861)
+* **Skip Layer Guidance:** optional, layer 22 · **Triggers:** **seesee\_elf**, **seesee\_kitsune** · pixel look: **pixel art**
+
+---
+
+#### 📥 Required Models
+
+All from the model page: [SeeMoss-Genesis on Civitai](https://civitai.red/models/3031179/seemoss-genesis)
+
+* **SeeMoss-Genesis** (version **Preview**) → `ComfyUI/models/diffusion_models/` · int8\_convrot (workflow default), BF16, fp8\_scaled, mxfp8, nvfp4 or int4\_convrot
+* **Text encoder** qwen3.5\_9b\_w4a8\_gptq (version **Text Encoder**) → `ComfyUI/models/text_encoders/` · CLIP type **moss\_image**
+* **VAE** flux2-vae\_small (version **VAE**) → `ComfyUI/models/vae/`
+* **2x-AnimeSharpV4\_RCAN** by Kim2091 (optional, hi-res) → `ComfyUI/models/upscale_models/` · [Download](https://github.com/Kim2091/Kim2091-Models/releases/download/2x-AnimeSharpV4/2x-AnimeSharpV4_RCAN.safetensors)
+
+Upstream: [MOSS-Image-SFT](https://huggingface.co/OpenMOSS-Team/MOSS-Image-SFT) · [OpenMOSS/MOSS-Image](https://github.com/OpenMOSS/MOSS-Image) · [Comfy-Org repack](https://huggingface.co/Comfy-Org/MOSS-Image) · [ComfyUI guide](https://docs.comfy.org/tutorials/image/moss-image/moss-image)
+
+⚠️ Civitai renames files on download. Open the workflow and pick your file in each loader.
+
+---
+
+#### 🧩 Required Custom Nodes
+
+Install via [ComfyUI-Manager](https://github.com/Comfy-Org/ComfyUI-Manager) (search the name) or git clone into `custom_nodes/`:
+
+* [**SeeSee Civitai Metadata**](https://github.com/seesee75-commits/ComfyUI-SeeSee-Civitai-Metadata) — the save nodes: Civitai-readable metadata in every PNG
+* [**ComfyUI-Lora-Manager**](https://github.com/willmiao/ComfyUI-Lora-Manager) — LoRA loader + trigger words
+* [**rgthree-comfy**](https://github.com/rgthree/rgthree-comfy) — hi-res group switch, image comparers
+* [**ComfyUI\_UltimateSDUpscale**](https://github.com/ssitu/ComfyUI_UltimateSDUpscale) — Tiled Upscale
+* [**comfy-image-saver**](https://github.com/giriss/comfy-image-saver) — Seed Generator
+
+Everything else is ComfyUI core. Needs **ComfyUI 0.42.0+** (native MOSS-Image support, subgraphs).
+
+---
+
+#### 🛠️ Installation
+
+1. Install the 5 node packs with ComfyUI-Manager → restart ComfyUI.
+2. Download model, text encoder, VAE (and optionally AnimeSharp) into the folders above.
+3. Open the workflow and select your files in the loaders.
+4. Write your idea in ✍️ **Positive Prompt**, set 🔞 **NSFW MODE**, switch groups on or off, hit **Run**. Images land in `output/` as `SeeMoss-Genesis_…`, `SeeMoss-Genesis-Refined_…` and `SeeMoss-Genesis-Tiled-Upscale_…`.
+
+---
+
+#### 📝 Notes
+
+* ✨ **Prompt Enhancer:** check 👁️ **Final Prompt Preview** before important renders. MOSS-Image likes long, natural-language English descriptions.
+* 🔞 **NSFW MODE** switches the enhancer system prompt and the negative prompt together.
+* Adult content: consenting-adult content only, where platform and law allow.
+
+**Credits:** OpenMOSS (MOSS-Image, Apache 2.0) · Comfy-Org · Kim2091 (AnimeSharpV4) · rgthree · willmiao (LoRA Manager) · ssitu (Ultimate SD Upscale) · giriss (comfy-image-saver) · model + workflow: **SeeSeeLP**
+
+</details>
+
+---
+
+## 🟢 Standard model: Preview
+
+The non-Turbo version. Civitai: [Preview](https://civitai.red/models/3031179?modelVersionId=3443532) · Files: [`Preview/`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/tree/main/Preview)
+
+- **⚡ Base (default):** 25 steps · CFG 2.5 · Shift 5 · euler / simple
+- **💎 Best quality:** 50 steps · CFG 3 · Shift 5 · euler / simple
+- **Skip Layer Guidance:** on, layer **22** in the negative branch (MOSS-Image default)
+- **Files:** `moss_anime_sft_{BF16, fp8_scaled, int8_convrot, mxfp8, nvfp4, int4_convrot}.safetensors` → `models/diffusion_models/`
+
+**Version note (Civitai):** First Preview release of SeeMoss-Genesis on MOSS-Image-SFT. This version contains six files: **BF16**, **fp8_scaled**, **int8_convrot**, **mxfp8**, **nvfp4** and **int4_convrot**. Put the file you choose into `ComfyUI/models/diffusion_models/`. Triggers: **seesee_elf**, **seesee_kitsune**. Base: 25 steps · CFG 2.5 · Shift 5. Best quality: 50 steps · CFG 3 · Shift 5 · euler / simple. Needs the **Text Encoder** and **VAE** versions from this page. A Turbo version (CFG 1, 4–8 steps) is coming later.
+
+### 🖼️ Standard (Preview) gallery
+
+All images below were posted to the **Preview** version on Civitai.
+
+|  |  |  |
+| :---: | :---: | :---: |
+| ![Standard preview 1](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/standard/standard_1.jpg) | ![Standard preview 2](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/standard/standard_2.jpg) | ![Standard preview 3](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/standard/standard_3.jpg) |
+| ![Standard preview 4](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/standard/standard_4.jpg) | ![Standard preview 5](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/standard/standard_5.jpg) | ![Standard preview 6](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/standard/standard_6.jpg) |
+| ![Standard preview 7](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/standard/standard_7.jpg) |  |  |
+
+---
+
+## 🚀 Turbo model: Preview-Turbo
+
+The Turbo distilled version for fast, low-step generation. Civitai: [Preview-Turbo](https://civitai.red/models/3031179?modelVersionId=3444861) · Files: [`Preview-Turbo/`](https://huggingface.co/SeeSee21/SeeMoss-Genesis/tree/main/Preview-Turbo)
+
+- **🚀 Settings:** CFG 1 · 4–8 steps (**8 recommended**) · Shift 5 · euler / simple · Skip Layer Guidance off
+- **🔬 Optional Detail Refiner (group 07 in my workflows):** latent upscale 1.5× · 8 steps · CFG 1 · denoise 0.5
+- **Files:** `moss_anime_turbo_sft_{BF16, fp8_scaled, int8_convrot, mxfp8, nvfp4, int4_convrot}.safetensors` → `models/diffusion_models/`
+
+**Version note (Civitai):** Turbo distilled Preview of SeeMoss-Genesis. All six files: BF16, fp8_scaled, int8_convrot, mxfp8, nvfp4, int4_convrot. **Settings:** CFG 1, 4-8 steps (8 recommended), euler / simple, Shift 5. **Optional Detail Refiner:** Latent Upscale 1.5x, 8 steps, CFG 1, denoise 0.5. Needs the same **Text Encoder** and **VAE** versions as Preview. Files go in `models/diffusion_models/`.
+
+### 🖼️ Turbo (Preview-Turbo) gallery
+
+All images below were posted to the **Preview-Turbo** version on Civitai.
+
+|  |  |  |
+| :---: | :---: | :---: |
+| ![Turbo preview 1](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/turbo/turbo_1.jpg) | ![Turbo preview 2](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/turbo/turbo_2.jpg) | ![Turbo preview 3](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/turbo/turbo_3.jpg) |
+| ![Turbo preview 4](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/turbo/turbo_4.jpg) | ![Turbo preview 5](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/turbo/turbo_5.jpg) | ![Turbo preview 6](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/turbo/turbo_6.jpg) |
+| ![Turbo preview 7](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/turbo/turbo_7.jpg) | ![Turbo preview 8](https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/images/turbo/turbo_8.jpg) |  |
+
+---
 
 ## ✨ What is SeeMoss-Genesis?
 
@@ -136,15 +579,7 @@ SeeMoss-Genesis can now follow the **pose and composition of a reference picture
 - **Resolution:** around 1–2 megapixels, for example 1024×1024 or 832×1472 portrait. Width and height must be multiples of 16.
 - **Text encoder:** qwen3.5_9b_w4a8_gptq (CLIP type **moss_image**) · **VAE:** flux2-vae_small. Both are included in this repository (`Text-Encoder/`, `VAE/`).
 
-**🧩 Workflows** (in `workflows/`, from [SeeMoss-Genesis Workflows](https://civitai.red/models/3031981/seemoss-genesis-workflows)):
-
-- **Ultimate v1.0** (`workflows/seemossGenesis_ultimateV10.json`) — text-to-image with optional Prompt Enhancer, content mode switch, LoRA loader, Detail Refiner and Tiled Upscale.
-- **Bounding Box Editor v1.0** (`workflows/SeeMoss-Genesis-Bounding-Boxes-v1.0.json`) — draw boxes for characters, objects and text, and MOSS-Image builds the scene to your layout. Turbo by default.
-- **Image Edit v1.0** (`workflows/SeeMoss-Genesis-Image-Edit-v1.0.json`) — edit existing pictures with a short instruction (MOSS-Image Edit LoRA): outfit, hair colour, season, accessories.
-- **ControlNet v1.0** (`workflows/SeeMoss-Genesis-ControlNet-v1.0.json`) — follow the pose and composition of a reference picture (depth control, optional colour map for the room layout).
-
-All include notes with download links and target folders for every file, and save PNGs with Civitai-readable metadata.
-*Hugging Face copies: the content mode switch defaults to SFW and the optional NSFW prompt-enhancer system prompt text was removed; everything else is unchanged.*
+*Details per model: see [🟢 Standard](#🟢-standard-model-preview) and [🚀 Turbo](#🚀-turbo-model-preview-turbo) above; workflows: see [🧩 Workflows](#🧩-workflows).*
 
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