diff --git a/TODO.md b/TODO.md
index 35cfcda8b..b522a9011 100644
--- a/TODO.md
+++ b/TODO.md
@@ -58,11 +58,13 @@ TODO: Investigate which models are diffusers-compatible and prioritize!
 
 ### Image-Edit
 
+- [JoyAI Image Edit](https://huggingface.co/jdopensource/JoyAI-Image-Edit)
 - [Bria FIBO-Edit](https://huggingface.co/briaai/Fibo-Edit-RMBG): Fully JSON-based instruction-following image editing framework
 - [Meituan LongCat-Image-Edit-Turbo](https://huggingface.co/meituan-longcat/LongCat-Image-Edit-Turbo):6B instruction-following image editing with high visual consistency
 - [VIBE Image-Edit](https://huggingface.co/iitolstykh/VIBE-Image-Edit): (Sana+Qwen-VL)Fast visual instruction-based image editing framework
 - [LucyEdit](https://github.com/huggingface/diffusers/pull/12340):Instruction-guided video editing while preserving motion and identity
 - [Step1X-Edit](https://github.com/stepfun-ai/Step1X-Edit):Multimodal image editing decoding MLLM tokens via DiT
+- [Step1X-Edit-v1p2](https://huggingface.co/stepfun-ai/Step1X-Edit-v1p2)
 - [OneReward](https://github.com/bytedance/OneReward):Reinforcement learning grounded generative reward model for image editing
 - [ByteDance DreamO](https://huggingface.co/ByteDance/DreamO): image customization framework for IP adaptation and virtual try-on
 - [nVidia Cosmos-Transfer-2.5](https://github.com/huggingface/diffusers/pull/13066)
@@ -82,7 +84,7 @@ TODO: Investigate which models are diffusers-compatible and prioritize!
 - [HunyuanVideo-Avatar / HunyuanCustom](https://huggingface.co/tencent/HunyuanVideo-Avatar): (HunyuanVideo)MM-DiT based dynamic emotion-controllable dialogue generation
 - [Sana Image→Video (Sana-I2V)](https://github.com/huggingface/diffusers/pull/12634#issuecomment-3540534268): (Sana)Compact Linear DiT framework for efficient high-resolution video
 - [Wan-2.2 S2V (diffusers PR)](https://github.com/huggingface/diffusers/pull/12258): (Wan2.2)Audio-driven cinematic speech-to-video generation
-- [LongCat-Video](https://huggingface.co/meituan-longcat/LongCat-Video): Unified framework for minutes-long coherent video generation via Block Sparse Attention
+- [Meituan LongCat-Video](https://huggingface.co/meituan-longcat/LongCat-Video): Unified framework for minutes-long coherent video generation via Block Sparse Attention
 - [LTXVideo / LTXVideo LongMulti (diffusers PR)](https://github.com/huggingface/diffusers/pull/12614): Real-time DiT-based generation with production-ready camera controls
 - [DiffSynth-Studio (ModelScope)](https://github.com/modelscope/DiffSynth-Studio): (Wan2.2)Comprehensive training and quantization tools for Wan video models
 - [Phantom (Phantom HuMo)](https://github.com/Phantom-video/Phantom): Human-centric video generation framework focus on subject ID consistency