🔥 New week, New 𝗦𝗲𝗻𝘀𝗲𝗡𝗼𝘃𝗮-𝗨𝟭 Drop — and this one goes Deep!🔥

📄 𝗧𝗵𝗲 𝗳𝘂𝗹𝗹 𝗧𝗲𝗰𝗵𝗻𝗶𝗰𝗮𝗹 𝗥𝗲𝗽𝗼𝗿𝘁 𝗶𝘀 𝗢𝗨𝗧 — the most detailed disclosure yet of how to build a frontier Native Multimodal Model.

Inside:
✨ Near-lossless visual interface (no VEs, no VAEs)
✨ Native Multimodal Unified Modeling
✨ Joint AR + pixel-space flow matching training
✨ Native Mixture-of-Transformers backbone
✨ 6-stage training recipe + RL post-training + distillation

If you work on NMM, this is the playbook.

🤗 One more thing: 𝗦𝗲𝗻𝘀𝗲𝗡𝗼𝘃𝗮-𝗨𝟭-𝗔𝟯𝗕-𝗠𝗼𝗧 (𝟯𝟴𝗕-𝗔𝟯𝗕 𝗠𝗼𝗘) 𝘄𝗲𝗶𝗴𝗵𝘁𝘀 𝗮𝗿𝗲 𝗻𝗼𝘄 𝗼𝗽𝗲𝗻-𝘀𝗼𝘂𝗿𝗰𝗲𝗱 — a RARE native unified model on an MoE backbone (Only 3B active! Lightning Fast⚡)

📄 Tech Report: https://arxiv.org/abs/2605.12500
🤗 Daily Papers (Vote & Discuss): https://huggingface.co/papers/2605.12500
🤗 Models: https://huggingface.co/collections/sensenova/sensenova-u1
💻 Code: https://github.com/OpenSenseNova/SenseNova-U1
🎮 Demo: https://unify.light-ai.top
👾 Discord: https://discord.com/invite/BuTXPHmQub