Multimodal general intelligence for work and creation. Bridging digital and physical worlds.

Hong Kong
Joined July 2018
SenseTime retweeted
SenseNova U1.5 is here. Exciting to see such a big progress since U1. ๐ŸŽฏ Highly controllable: Complex conditioned generation and precise editing ๐Ÿ–ผ๏ธ High resolution: Stunning 4K output with fine-grained details โšก Highly cost-effective: An 8B-MoT model that rivals the latest commercial models Smaller model. Powerful performance. Limitless creativity.
๐—ฆ๐—ฒ๐—ป๐˜€๐—ฒ๐—ก๐—ผ๐˜ƒ๐—ฎ ๐—จ๐Ÿญ.๐Ÿฑ ๐—Ÿ๐—ถ๐˜๐—ฒ โ€” ๐—ฆ๐—ต๐—ฎ๐—ฟ๐—ฝ๐—ฒ๐—ฟ. ๐— ๐—ผ๐—ฟ๐—ฒ ๐—–๐—ผ๐—ป๐˜๐—ฟ๐—ผ๐—น๐—น๐—ฎ๐—ฏ๐—น๐—ฒ. ๐— ๐—ผ๐—ฟ๐—ฒ ๐—–๐—ผ๐˜€๐˜-๐—˜๐—ณ๐—ณ๐—ถ๐—ฐ๐—ถ๐—ฒ๐—ป๐˜. An ๐—ผ๐—ฝ๐—ฒ๐—ป-๐˜€๐—ผ๐˜‚๐—ฟ๐—ฐ๐—ฒ, lightweight native unified multimodal model for visual understanding, generation & editing. ๐—•๐˜‚๐—ถ๐—น๐˜ ๐—ณ๐—ผ๐—ฟ ๐—ฟ๐—ฒ๐—ฎ๐—น-๐˜„๐—ผ๐—ฟ๐—น๐—ฑ ๐˜ƒ๐—ถ๐˜€๐˜‚๐—ฎ๐—น ๐—ฎ๐—ฟ๐˜๐—ถ๐—ณ๐—ฎ๐—ฐ๐˜ ๐˜„๐—ผ๐—ฟ๐—ธ๐—ณ๐—น๐—ผ๐˜„๐˜€: ๐Ÿ”น๐—ก๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ ๐Ÿฐ๐—ž ๐—ด๐—ฒ๐—ป๐—ฒ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป with better detail, composition & realism ๐Ÿ”น๐—–๐—ผ๐—บ๐—ฝ๐—น๐—ฒ๐˜… ๐—ถ๐—ป๐˜€๐˜๐—ฟ๐˜‚๐—ฐ๐˜๐—ถ๐—ผ๐—ป ๐—ณ๐—ผ๐—น๐—น๐—ผ๐˜„๐—ถ๐—ป๐—ด across subjects, counts, text, layouts & styles ๐Ÿ”น๐—˜๐—ป๐—ต๐—ฎ๐—ป๐—ฐ๐—ฒ๐—ฑ ๐—–๐—ต๐—ถ๐—ป๐—ฒ๐˜€๐—ฒ/๐—˜๐—ป๐—ด๐—น๐—ถ๐˜€๐—ต ๐˜๐—ฒ๐˜…๐˜ ๐—ฟ๐—ฒ๐—ป๐—ฑ๐—ฒ๐—ฟ๐—ถ๐—ป๐—ด & ๐—บ๐˜‚๐—น๐˜๐—ถ-๐˜๐—ฒ๐˜…๐˜ ๐—น๐—ฎ๐˜†๐—ผ๐˜‚๐˜ ๐Ÿ”น๐—ฃ๐—ฟ๐—ฒ๐—ฐ๐—ถ๐˜€๐—ฒ ๐—ถ๐—บ๐—ฎ๐—ด๐—ฒ ๐—ฒ๐—ฑ๐—ถ๐˜๐—ถ๐—ป๐—ด & ๐—ฐ๐—ผ๐—ป๐˜๐—ฟ๐—ผ๐—น with visual markers, bounding boxes & multi-image references Just ๐Ÿด๐—• parameters โ€” outperforming same-size models in instruction following and editing preservation, while ๐—ฐ๐—ผ๐—บ๐—ฝ๐—ฒ๐˜๐—ถ๐—ป๐—ด ๐˜„๐—ถ๐˜๐—ต ๐—น๐—ฎ๐—ฟ๐—ด๐—ฒ ๐—ฐ๐—ผ๐—บ๐—บ๐—ฒ๐—ฟ๐—ฐ๐—ถ๐—ฎ๐—น ๐—บ๐—ผ๐—ฑ๐—ฒ๐—น๐˜€ ๐—ถ๐—ป ๐˜๐—ฒ๐˜…๐˜ ๐—ฟ๐—ฒ๐—ป๐—ฑ๐—ฒ๐—ฟ๐—ถ๐—ป๐—ด ๐—ฎ๐—ป๐—ฑ ๐—ฐ๐—ผ๐—บ๐—ฝ๐—น๐—ฒ๐˜… ๐—น๐—ฎ๐˜†๐—ผ๐˜‚๐˜๐˜€. ๐Ÿ› ๏ธGitHub: github.com/OpenSenseNova/Senโ€ฆ ๐Ÿค—HF: huggingface.co/collections/sโ€ฆ ๐Ÿ‘พDiscord: discord.com/invite/BuTXPHmQuโ€ฆ ๐ŸŽจSenseNova Studio: unify.light-ai.top/
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SenseTime retweeted
The era of specialized vision models is officially over. SenseNova-Vision is here, a single 7B open-source model that handles detection, segmentation, depth, and multi-view geometry through simple natural language prompts. It treats vision as a native foundation-model capability, breaking down research silos and outperforming specialist systems like Vision Banana across the board. Everything is open: weights, code, and a massive 50M-example dataset. Go explore the repo and show some love by dropping a star! ๐Ÿ”— GitHub: github.com/OpenSenseNova/Senโ€ฆ ๐Ÿค— HF: huggingface.co/sensenova/Senโ€ฆ ๐Ÿ“„ Paper: arxiv.org/abs/2607.06560 @SenseTime_AI
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Created this running SenseNova-U1-8B-MoT-Infographic-V3 Q6_K GGUF on an Nvidia L1 GPU. Great for creating comics and infographics
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SenseTime retweeted
Looks like another high-quality model release happened in China yesterday that no one in my timeline is talking about. U1 Pro from SenseTime seems to give GPT image 2 and Seed Dream a run for their money. Feature details in reply.
๐—จ๐—ป๐˜ƒ๐—ฒ๐—ถ๐—น๐—ถ๐—ป๐—ด ๐—ฆ๐—ฒ๐—ป๐˜€๐—ฒ๐—ก๐—ผ๐˜ƒ๐—ฎ ๐—จ1 ๐—ฃ๐—ฟ๐—ผ SenseTimeโ€™s flagship native multimodal foundation model. Built on the ๐—ก๐—˜๐—ข-๐—จ๐—ป๐—ถ๐—ณ๐˜† ๐—ฎ๐—ฟ๐—ฐ๐—ต๐—ถ๐˜๐—ฒ๐—ฐ๐˜๐˜‚๐—ฟ๐—ฒ, U1 Pro unifies ๐˜‚๐—ป๐—ฑ๐—ฒ๐—ฟ๐˜€๐˜๐—ฎ๐—ป๐—ฑ๐—ถ๐—ป๐—ด, ๐—ด๐—ฒ๐—ป๐—ฒ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป, ๐—ฎ๐—ป๐—ฑ ๐—ฎ๐—ฐ๐˜๐—ถ๐—ผ๐—ป with ๐—ป๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—ถ๐—ป๐˜๐—ฒ๐—ฟ๐—น๐—ฒ๐—ฎ๐˜ƒ๐—ฒ๐—ฑ ๐˜ƒ๐—ถ๐˜€๐—ถ๐—ผ๐—ป-๐—น๐—ฎ๐—ป๐—ด๐˜‚๐—ฎ๐—ด๐—ฒ ๐˜๐—ต๐—ถ๐—ป๐—ธ๐—ถ๐—ป๐—ด. The unification of these capabilities lays a ๐—ฐ๐—ฟ๐˜‚๐—ฐ๐—ถ๐—ฎ๐—น ๐—ณ๐—ผ๐˜‚๐—ป๐—ฑ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—ณ๐—ผ๐—ฟ ๐—ฐ๐—ผ๐—บ๐—ฝ๐—น๐—ฒ๐˜… ๐˜ƒ๐—ถ๐˜€๐˜‚๐—ฎ๐—น ๐—ฐ๐—ฟ๐—ฒ๐—ฎ๐˜๐—ถ๐—ผ๐—ป. Over years, AI image creation has evolved from visuals that look right, to details that feel real. U1 Pro takes the next step by ๐—ฏ๐—ฟ๐—ถ๐—ป๐—ด๐—ถ๐—ป๐—ด ๐—ฝ๐—ฟ๐—ผ๐—ณ๐—ฒ๐˜€๐˜€๐—ถ๐—ผ๐—ป๐—ฎ๐—น ๐—ฑ๐—ฒ๐˜€๐—ถ๐—ด๐—ป ๐—ฎ๐—ฒ๐˜€๐˜๐—ต๐—ฒ๐˜๐—ถ๐—ฐ๐˜€ ๐˜๐—ผ ๐˜๐—ต๐—ฒ ๐—ถ๐—บ๐—ฎ๐—ด๐—ฒ as a whole. Key upgrades over SenseNova U1 Lite: โœจ Native ๐—น๐—ผ๐—ป๐—ด-๐—ต๐—ผ๐—ฟ๐—ถ๐˜‡๐—ผ๐—ป ๐—ถ๐—ป๐˜๐—ฒ๐—ฟ๐—น๐—ฒ๐—ฎ๐˜ƒ๐—ฒ๐—ฑ ๐—ฟ๐—ฒ๐—ฎ๐˜€๐—ผ๐—ป๐—ถ๐—ป๐—ด across dozens of rounds in an ๐—”๐—ด๐—ฒ๐—ป๐˜๐—ถ๐—ฐ ๐—š๐—ฒ๐—ป๐—ฒ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—Ÿ๐—ผ๐—ผ๐—ฝ โœจ Enhanced capabilities in ๐—ถ๐—ป๐˜๐—ฒ๐—ด๐—ฟ๐—ฎ๐˜๐—ถ๐—ป๐—ด ๐—ฎ๐—ป๐—ฑ ๐—ฎ๐—ป๐—ฎ๐—น๐˜†๐˜‡๐—ถ๐—ป๐—ด ๐˜๐—ฒ๐˜…๐˜๐˜‚๐—ฎ๐—น ๐—ฎ๐—ป๐—ฑ ๐˜ƒ๐—ถ๐˜€๐˜‚๐—ฎ๐—น ๐—ถ๐—ป๐—ณ๐—ผ๐—ฟ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป โœจ ๐—ฅ๐—ฒ๐—น๐—ถ๐—ฎ๐—ฏ๐—น๐—ฒ ๐—ฐ๐—ผ๐—ป๐˜๐—ฟ๐—ผ๐—น ๐—ผ๐˜ƒ๐—ฒ๐—ฟ ๐˜๐—ฒ๐˜…๐˜ ๐—ฎ๐—ป๐—ฑ ๐—ถ๐—บ๐—ฎ๐—ด๐—ฒ ๐—ฑ๐—ฒ๐˜๐—ฎ๐—ถ๐—น๐˜€, with a very low error rate in rendered texts โœจ Up to 8๐—ž ๐—ป๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—ฟ๐—ฒ๐˜€๐—ผ๐—น๐˜‚๐˜๐—ถ๐—ผ๐—ป output โœจ Enables ๐˜‚๐—น๐˜๐—ฟ๐—ฎ-๐˜„๐—ถ๐—ฑ๐—ฒ and ๐˜‚๐—น๐˜๐—ฟ๐—ฎ-๐˜๐—ฎ๐—น๐—น image creation From ๐—ฏ๐˜‚๐˜€๐—ถ๐—ป๐—ฒ๐˜€๐˜€ ๐—ฝ๐—ฟ๐—ฒ๐˜€๐—ฒ๐—ป๐˜๐—ฎ๐˜๐—ถ๐—ผ๐—ป๐˜€ and ๐—ฏ๐—ฟ๐—ฎ๐—ป๐—ฑ ๐—บ๐—ฎ๐—ฟ๐—ธ๐—ฒ๐˜๐—ถ๐—ป๐—ด to ๐—ฒ๐—ฑ๐˜‚๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป, ๐—ฝ๐˜‚๐—ฏ๐—น๐—ถ๐˜€๐—ต๐—ถ๐—ป๐—ด, ๐—ณ๐—ถ๐—น๐—บ, ๐—ฎ๐—ป๐—ถ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป, and ๐—ฑ๐—ถ๐—ด๐—ถ๐˜๐—ฎ๐—น ๐—ฐ๐—ผ๐—ป๐˜๐—ฒ๐—ป๐˜ ๐—ฐ๐—ฟ๐—ฒ๐—ฎ๐˜๐—ถ๐—ผ๐—ป, U1 Pro empowers creators across industries. ๐Ÿ’ป Preview (invite-only) available now. ๐Ÿ“… Official launch with API + pricing: August 2026. โœจNewly Addedโœจ ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป ๐—บ๐—ผ๐—ฟ๐—ฒ ๐—ฎ๐—ฏ๐—ผ๐˜‚๐˜ ๐—ผ๐˜‚๐—ฟ ๐—ฆ๐—ฒ๐—ป๐˜€๐—ฒ๐—ก๐—ผ๐˜ƒ๐—ฎ ๐—จ1 ๐—ฆ๐—ฒ๐—ฟ๐—ถ๐—ฒ๐˜€: github.com/OpenSenseNova/Senโ€ฆ
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SenseTime retweeted
SenseNova U1 Pro is SenseTime's flagship multimodal model โ€” trained at significantly larger scale than U1 Lite, with delivery-ready image creation that rivals top international models.
๐—จ๐—ป๐˜ƒ๐—ฒ๐—ถ๐—น๐—ถ๐—ป๐—ด ๐—ฆ๐—ฒ๐—ป๐˜€๐—ฒ๐—ก๐—ผ๐˜ƒ๐—ฎ ๐—จ1 ๐—ฃ๐—ฟ๐—ผ SenseTimeโ€™s flagship native multimodal foundation model. Built on the ๐—ก๐—˜๐—ข-๐—จ๐—ป๐—ถ๐—ณ๐˜† ๐—ฎ๐—ฟ๐—ฐ๐—ต๐—ถ๐˜๐—ฒ๐—ฐ๐˜๐˜‚๐—ฟ๐—ฒ, U1 Pro unifies ๐˜‚๐—ป๐—ฑ๐—ฒ๐—ฟ๐˜€๐˜๐—ฎ๐—ป๐—ฑ๐—ถ๐—ป๐—ด, ๐—ด๐—ฒ๐—ป๐—ฒ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป, ๐—ฎ๐—ป๐—ฑ ๐—ฎ๐—ฐ๐˜๐—ถ๐—ผ๐—ป with ๐—ป๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—ถ๐—ป๐˜๐—ฒ๐—ฟ๐—น๐—ฒ๐—ฎ๐˜ƒ๐—ฒ๐—ฑ ๐˜ƒ๐—ถ๐˜€๐—ถ๐—ผ๐—ป-๐—น๐—ฎ๐—ป๐—ด๐˜‚๐—ฎ๐—ด๐—ฒ ๐˜๐—ต๐—ถ๐—ป๐—ธ๐—ถ๐—ป๐—ด. The unification of these capabilities lays a ๐—ฐ๐—ฟ๐˜‚๐—ฐ๐—ถ๐—ฎ๐—น ๐—ณ๐—ผ๐˜‚๐—ป๐—ฑ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—ณ๐—ผ๐—ฟ ๐—ฐ๐—ผ๐—บ๐—ฝ๐—น๐—ฒ๐˜… ๐˜ƒ๐—ถ๐˜€๐˜‚๐—ฎ๐—น ๐—ฐ๐—ฟ๐—ฒ๐—ฎ๐˜๐—ถ๐—ผ๐—ป. Over years, AI image creation has evolved from visuals that look right, to details that feel real. U1 Pro takes the next step by ๐—ฏ๐—ฟ๐—ถ๐—ป๐—ด๐—ถ๐—ป๐—ด ๐—ฝ๐—ฟ๐—ผ๐—ณ๐—ฒ๐˜€๐˜€๐—ถ๐—ผ๐—ป๐—ฎ๐—น ๐—ฑ๐—ฒ๐˜€๐—ถ๐—ด๐—ป ๐—ฎ๐—ฒ๐˜€๐˜๐—ต๐—ฒ๐˜๐—ถ๐—ฐ๐˜€ ๐˜๐—ผ ๐˜๐—ต๐—ฒ ๐—ถ๐—บ๐—ฎ๐—ด๐—ฒ as a whole. Key upgrades over SenseNova U1 Lite: โœจ Native ๐—น๐—ผ๐—ป๐—ด-๐—ต๐—ผ๐—ฟ๐—ถ๐˜‡๐—ผ๐—ป ๐—ถ๐—ป๐˜๐—ฒ๐—ฟ๐—น๐—ฒ๐—ฎ๐˜ƒ๐—ฒ๐—ฑ ๐—ฟ๐—ฒ๐—ฎ๐˜€๐—ผ๐—ป๐—ถ๐—ป๐—ด across dozens of rounds in an ๐—”๐—ด๐—ฒ๐—ป๐˜๐—ถ๐—ฐ ๐—š๐—ฒ๐—ป๐—ฒ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—Ÿ๐—ผ๐—ผ๐—ฝ โœจ Enhanced capabilities in ๐—ถ๐—ป๐˜๐—ฒ๐—ด๐—ฟ๐—ฎ๐˜๐—ถ๐—ป๐—ด ๐—ฎ๐—ป๐—ฑ ๐—ฎ๐—ป๐—ฎ๐—น๐˜†๐˜‡๐—ถ๐—ป๐—ด ๐˜๐—ฒ๐˜…๐˜๐˜‚๐—ฎ๐—น ๐—ฎ๐—ป๐—ฑ ๐˜ƒ๐—ถ๐˜€๐˜‚๐—ฎ๐—น ๐—ถ๐—ป๐—ณ๐—ผ๐—ฟ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป โœจ ๐—ฅ๐—ฒ๐—น๐—ถ๐—ฎ๐—ฏ๐—น๐—ฒ ๐—ฐ๐—ผ๐—ป๐˜๐—ฟ๐—ผ๐—น ๐—ผ๐˜ƒ๐—ฒ๐—ฟ ๐˜๐—ฒ๐˜…๐˜ ๐—ฎ๐—ป๐—ฑ ๐—ถ๐—บ๐—ฎ๐—ด๐—ฒ ๐—ฑ๐—ฒ๐˜๐—ฎ๐—ถ๐—น๐˜€, with a very low error rate in rendered texts โœจ Up to 8๐—ž ๐—ป๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—ฟ๐—ฒ๐˜€๐—ผ๐—น๐˜‚๐˜๐—ถ๐—ผ๐—ป output โœจ Enables ๐˜‚๐—น๐˜๐—ฟ๐—ฎ-๐˜„๐—ถ๐—ฑ๐—ฒ and ๐˜‚๐—น๐˜๐—ฟ๐—ฎ-๐˜๐—ฎ๐—น๐—น image creation From ๐—ฏ๐˜‚๐˜€๐—ถ๐—ป๐—ฒ๐˜€๐˜€ ๐—ฝ๐—ฟ๐—ฒ๐˜€๐—ฒ๐—ป๐˜๐—ฎ๐˜๐—ถ๐—ผ๐—ป๐˜€ and ๐—ฏ๐—ฟ๐—ฎ๐—ป๐—ฑ ๐—บ๐—ฎ๐—ฟ๐—ธ๐—ฒ๐˜๐—ถ๐—ป๐—ด to ๐—ฒ๐—ฑ๐˜‚๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป, ๐—ฝ๐˜‚๐—ฏ๐—น๐—ถ๐˜€๐—ต๐—ถ๐—ป๐—ด, ๐—ณ๐—ถ๐—น๐—บ, ๐—ฎ๐—ป๐—ถ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป, and ๐—ฑ๐—ถ๐—ด๐—ถ๐˜๐—ฎ๐—น ๐—ฐ๐—ผ๐—ป๐˜๐—ฒ๐—ป๐˜ ๐—ฐ๐—ฟ๐—ฒ๐—ฎ๐˜๐—ถ๐—ผ๐—ป, U1 Pro empowers creators across industries. ๐Ÿ’ป Preview (invite-only) available now. ๐Ÿ“… Official launch with API + pricing: August 2026. โœจNewly Addedโœจ ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป ๐—บ๐—ผ๐—ฟ๐—ฒ ๐—ฎ๐—ฏ๐—ผ๐˜‚๐˜ ๐—ผ๐˜‚๐—ฟ ๐—ฆ๐—ฒ๐—ป๐˜€๐—ฒ๐—ก๐—ผ๐˜ƒ๐—ฎ ๐—จ1 ๐—ฆ๐—ฒ๐—ฟ๐—ถ๐—ฒ๐˜€: github.com/OpenSenseNova/Senโ€ฆ
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SenseTime retweeted
Corporate infographics, commercial posters, educational illustrations, animation storyboards. SenseNova U1 Pro's delivery-grade quality makes it applicable across all of these.
๐—จ๐—ป๐˜ƒ๐—ฒ๐—ถ๐—น๐—ถ๐—ป๐—ด ๐—ฆ๐—ฒ๐—ป๐˜€๐—ฒ๐—ก๐—ผ๐˜ƒ๐—ฎ ๐—จ1 ๐—ฃ๐—ฟ๐—ผ SenseTimeโ€™s flagship native multimodal foundation model. Built on the ๐—ก๐—˜๐—ข-๐—จ๐—ป๐—ถ๐—ณ๐˜† ๐—ฎ๐—ฟ๐—ฐ๐—ต๐—ถ๐˜๐—ฒ๐—ฐ๐˜๐˜‚๐—ฟ๐—ฒ, U1 Pro unifies ๐˜‚๐—ป๐—ฑ๐—ฒ๐—ฟ๐˜€๐˜๐—ฎ๐—ป๐—ฑ๐—ถ๐—ป๐—ด, ๐—ด๐—ฒ๐—ป๐—ฒ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป, ๐—ฎ๐—ป๐—ฑ ๐—ฎ๐—ฐ๐˜๐—ถ๐—ผ๐—ป with ๐—ป๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—ถ๐—ป๐˜๐—ฒ๐—ฟ๐—น๐—ฒ๐—ฎ๐˜ƒ๐—ฒ๐—ฑ ๐˜ƒ๐—ถ๐˜€๐—ถ๐—ผ๐—ป-๐—น๐—ฎ๐—ป๐—ด๐˜‚๐—ฎ๐—ด๐—ฒ ๐˜๐—ต๐—ถ๐—ป๐—ธ๐—ถ๐—ป๐—ด. The unification of these capabilities lays a ๐—ฐ๐—ฟ๐˜‚๐—ฐ๐—ถ๐—ฎ๐—น ๐—ณ๐—ผ๐˜‚๐—ป๐—ฑ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—ณ๐—ผ๐—ฟ ๐—ฐ๐—ผ๐—บ๐—ฝ๐—น๐—ฒ๐˜… ๐˜ƒ๐—ถ๐˜€๐˜‚๐—ฎ๐—น ๐—ฐ๐—ฟ๐—ฒ๐—ฎ๐˜๐—ถ๐—ผ๐—ป. Over years, AI image creation has evolved from visuals that look right, to details that feel real. U1 Pro takes the next step by ๐—ฏ๐—ฟ๐—ถ๐—ป๐—ด๐—ถ๐—ป๐—ด ๐—ฝ๐—ฟ๐—ผ๐—ณ๐—ฒ๐˜€๐˜€๐—ถ๐—ผ๐—ป๐—ฎ๐—น ๐—ฑ๐—ฒ๐˜€๐—ถ๐—ด๐—ป ๐—ฎ๐—ฒ๐˜€๐˜๐—ต๐—ฒ๐˜๐—ถ๐—ฐ๐˜€ ๐˜๐—ผ ๐˜๐—ต๐—ฒ ๐—ถ๐—บ๐—ฎ๐—ด๐—ฒ as a whole. Key upgrades over SenseNova U1 Lite: โœจ Native ๐—น๐—ผ๐—ป๐—ด-๐—ต๐—ผ๐—ฟ๐—ถ๐˜‡๐—ผ๐—ป ๐—ถ๐—ป๐˜๐—ฒ๐—ฟ๐—น๐—ฒ๐—ฎ๐˜ƒ๐—ฒ๐—ฑ ๐—ฟ๐—ฒ๐—ฎ๐˜€๐—ผ๐—ป๐—ถ๐—ป๐—ด across dozens of rounds in an ๐—”๐—ด๐—ฒ๐—ป๐˜๐—ถ๐—ฐ ๐—š๐—ฒ๐—ป๐—ฒ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—Ÿ๐—ผ๐—ผ๐—ฝ โœจ Enhanced capabilities in ๐—ถ๐—ป๐˜๐—ฒ๐—ด๐—ฟ๐—ฎ๐˜๐—ถ๐—ป๐—ด ๐—ฎ๐—ป๐—ฑ ๐—ฎ๐—ป๐—ฎ๐—น๐˜†๐˜‡๐—ถ๐—ป๐—ด ๐˜๐—ฒ๐˜…๐˜๐˜‚๐—ฎ๐—น ๐—ฎ๐—ป๐—ฑ ๐˜ƒ๐—ถ๐˜€๐˜‚๐—ฎ๐—น ๐—ถ๐—ป๐—ณ๐—ผ๐—ฟ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป โœจ ๐—ฅ๐—ฒ๐—น๐—ถ๐—ฎ๐—ฏ๐—น๐—ฒ ๐—ฐ๐—ผ๐—ป๐˜๐—ฟ๐—ผ๐—น ๐—ผ๐˜ƒ๐—ฒ๐—ฟ ๐˜๐—ฒ๐˜…๐˜ ๐—ฎ๐—ป๐—ฑ ๐—ถ๐—บ๐—ฎ๐—ด๐—ฒ ๐—ฑ๐—ฒ๐˜๐—ฎ๐—ถ๐—น๐˜€, with a very low error rate in rendered texts โœจ Up to 8๐—ž ๐—ป๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—ฟ๐—ฒ๐˜€๐—ผ๐—น๐˜‚๐˜๐—ถ๐—ผ๐—ป output โœจ Enables ๐˜‚๐—น๐˜๐—ฟ๐—ฎ-๐˜„๐—ถ๐—ฑ๐—ฒ and ๐˜‚๐—น๐˜๐—ฟ๐—ฎ-๐˜๐—ฎ๐—น๐—น image creation From ๐—ฏ๐˜‚๐˜€๐—ถ๐—ป๐—ฒ๐˜€๐˜€ ๐—ฝ๐—ฟ๐—ฒ๐˜€๐—ฒ๐—ป๐˜๐—ฎ๐˜๐—ถ๐—ผ๐—ป๐˜€ and ๐—ฏ๐—ฟ๐—ฎ๐—ป๐—ฑ ๐—บ๐—ฎ๐—ฟ๐—ธ๐—ฒ๐˜๐—ถ๐—ป๐—ด to ๐—ฒ๐—ฑ๐˜‚๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป, ๐—ฝ๐˜‚๐—ฏ๐—น๐—ถ๐˜€๐—ต๐—ถ๐—ป๐—ด, ๐—ณ๐—ถ๐—น๐—บ, ๐—ฎ๐—ป๐—ถ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป, and ๐—ฑ๐—ถ๐—ด๐—ถ๐˜๐—ฎ๐—น ๐—ฐ๐—ผ๐—ป๐˜๐—ฒ๐—ป๐˜ ๐—ฐ๐—ฟ๐—ฒ๐—ฎ๐˜๐—ถ๐—ผ๐—ป, U1 Pro empowers creators across industries. ๐Ÿ’ป Preview (invite-only) available now. ๐Ÿ“… Official launch with API + pricing: August 2026. โœจNewly Addedโœจ ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป ๐—บ๐—ผ๐—ฟ๐—ฒ ๐—ฎ๐—ฏ๐—ผ๐˜‚๐˜ ๐—ผ๐˜‚๐—ฟ ๐—ฆ๐—ฒ๐—ป๐˜€๐—ฒ๐—ก๐—ผ๐˜ƒ๐—ฎ ๐—จ1 ๐—ฆ๐—ฒ๐—ฟ๐—ถ๐—ฒ๐˜€: github.com/OpenSenseNova/Senโ€ฆ
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SenseNova U1 Pro natively supports long-horizon interleaved reasoning across dozens of rounds in an Agentic Generation Loop. That's a fundamentally different operating mode.
๐—จ๐—ป๐˜ƒ๐—ฒ๐—ถ๐—น๐—ถ๐—ป๐—ด ๐—ฆ๐—ฒ๐—ป๐˜€๐—ฒ๐—ก๐—ผ๐˜ƒ๐—ฎ ๐—จ1 ๐—ฃ๐—ฟ๐—ผ SenseTimeโ€™s flagship native multimodal foundation model. Built on the ๐—ก๐—˜๐—ข-๐—จ๐—ป๐—ถ๐—ณ๐˜† ๐—ฎ๐—ฟ๐—ฐ๐—ต๐—ถ๐˜๐—ฒ๐—ฐ๐˜๐˜‚๐—ฟ๐—ฒ, U1 Pro unifies ๐˜‚๐—ป๐—ฑ๐—ฒ๐—ฟ๐˜€๐˜๐—ฎ๐—ป๐—ฑ๐—ถ๐—ป๐—ด, ๐—ด๐—ฒ๐—ป๐—ฒ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป, ๐—ฎ๐—ป๐—ฑ ๐—ฎ๐—ฐ๐˜๐—ถ๐—ผ๐—ป with ๐—ป๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—ถ๐—ป๐˜๐—ฒ๐—ฟ๐—น๐—ฒ๐—ฎ๐˜ƒ๐—ฒ๐—ฑ ๐˜ƒ๐—ถ๐˜€๐—ถ๐—ผ๐—ป-๐—น๐—ฎ๐—ป๐—ด๐˜‚๐—ฎ๐—ด๐—ฒ ๐˜๐—ต๐—ถ๐—ป๐—ธ๐—ถ๐—ป๐—ด. The unification of these capabilities lays a ๐—ฐ๐—ฟ๐˜‚๐—ฐ๐—ถ๐—ฎ๐—น ๐—ณ๐—ผ๐˜‚๐—ป๐—ฑ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—ณ๐—ผ๐—ฟ ๐—ฐ๐—ผ๐—บ๐—ฝ๐—น๐—ฒ๐˜… ๐˜ƒ๐—ถ๐˜€๐˜‚๐—ฎ๐—น ๐—ฐ๐—ฟ๐—ฒ๐—ฎ๐˜๐—ถ๐—ผ๐—ป. Over years, AI image creation has evolved from visuals that look right, to details that feel real. U1 Pro takes the next step by ๐—ฏ๐—ฟ๐—ถ๐—ป๐—ด๐—ถ๐—ป๐—ด ๐—ฝ๐—ฟ๐—ผ๐—ณ๐—ฒ๐˜€๐˜€๐—ถ๐—ผ๐—ป๐—ฎ๐—น ๐—ฑ๐—ฒ๐˜€๐—ถ๐—ด๐—ป ๐—ฎ๐—ฒ๐˜€๐˜๐—ต๐—ฒ๐˜๐—ถ๐—ฐ๐˜€ ๐˜๐—ผ ๐˜๐—ต๐—ฒ ๐—ถ๐—บ๐—ฎ๐—ด๐—ฒ as a whole. Key upgrades over SenseNova U1 Lite: โœจ Native ๐—น๐—ผ๐—ป๐—ด-๐—ต๐—ผ๐—ฟ๐—ถ๐˜‡๐—ผ๐—ป ๐—ถ๐—ป๐˜๐—ฒ๐—ฟ๐—น๐—ฒ๐—ฎ๐˜ƒ๐—ฒ๐—ฑ ๐—ฟ๐—ฒ๐—ฎ๐˜€๐—ผ๐—ป๐—ถ๐—ป๐—ด across dozens of rounds in an ๐—”๐—ด๐—ฒ๐—ป๐˜๐—ถ๐—ฐ ๐—š๐—ฒ๐—ป๐—ฒ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—Ÿ๐—ผ๐—ผ๐—ฝ โœจ Enhanced capabilities in ๐—ถ๐—ป๐˜๐—ฒ๐—ด๐—ฟ๐—ฎ๐˜๐—ถ๐—ป๐—ด ๐—ฎ๐—ป๐—ฑ ๐—ฎ๐—ป๐—ฎ๐—น๐˜†๐˜‡๐—ถ๐—ป๐—ด ๐˜๐—ฒ๐˜…๐˜๐˜‚๐—ฎ๐—น ๐—ฎ๐—ป๐—ฑ ๐˜ƒ๐—ถ๐˜€๐˜‚๐—ฎ๐—น ๐—ถ๐—ป๐—ณ๐—ผ๐—ฟ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป โœจ ๐—ฅ๐—ฒ๐—น๐—ถ๐—ฎ๐—ฏ๐—น๐—ฒ ๐—ฐ๐—ผ๐—ป๐˜๐—ฟ๐—ผ๐—น ๐—ผ๐˜ƒ๐—ฒ๐—ฟ ๐˜๐—ฒ๐˜…๐˜ ๐—ฎ๐—ป๐—ฑ ๐—ถ๐—บ๐—ฎ๐—ด๐—ฒ ๐—ฑ๐—ฒ๐˜๐—ฎ๐—ถ๐—น๐˜€, with a very low error rate in rendered texts โœจ Up to 8๐—ž ๐—ป๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—ฟ๐—ฒ๐˜€๐—ผ๐—น๐˜‚๐˜๐—ถ๐—ผ๐—ป output โœจ Enables ๐˜‚๐—น๐˜๐—ฟ๐—ฎ-๐˜„๐—ถ๐—ฑ๐—ฒ and ๐˜‚๐—น๐˜๐—ฟ๐—ฎ-๐˜๐—ฎ๐—น๐—น image creation From ๐—ฏ๐˜‚๐˜€๐—ถ๐—ป๐—ฒ๐˜€๐˜€ ๐—ฝ๐—ฟ๐—ฒ๐˜€๐—ฒ๐—ป๐˜๐—ฎ๐˜๐—ถ๐—ผ๐—ป๐˜€ and ๐—ฏ๐—ฟ๐—ฎ๐—ป๐—ฑ ๐—บ๐—ฎ๐—ฟ๐—ธ๐—ฒ๐˜๐—ถ๐—ป๐—ด to ๐—ฒ๐—ฑ๐˜‚๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป, ๐—ฝ๐˜‚๐—ฏ๐—น๐—ถ๐˜€๐—ต๐—ถ๐—ป๐—ด, ๐—ณ๐—ถ๐—น๐—บ, ๐—ฎ๐—ป๐—ถ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป, and ๐—ฑ๐—ถ๐—ด๐—ถ๐˜๐—ฎ๐—น ๐—ฐ๐—ผ๐—ป๐˜๐—ฒ๐—ป๐˜ ๐—ฐ๐—ฟ๐—ฒ๐—ฎ๐˜๐—ถ๐—ผ๐—ป, U1 Pro empowers creators across industries. ๐Ÿ’ป Preview (invite-only) available now. ๐Ÿ“… Official launch with API + pricing: August 2026. โœจNewly Addedโœจ ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป ๐—บ๐—ผ๐—ฟ๐—ฒ ๐—ฎ๐—ฏ๐—ผ๐˜‚๐˜ ๐—ผ๐˜‚๐—ฟ ๐—ฆ๐—ฒ๐—ป๐˜€๐—ฒ๐—ก๐—ผ๐˜ƒ๐—ฎ ๐—จ1 ๐—ฆ๐—ฒ๐—ฟ๐—ถ๐—ฒ๐˜€: github.com/OpenSenseNova/Senโ€ฆ
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SenseTime retweeted
An important step towards emergent intelligence from visual learning. SenseNova-Vision just dropped, which unifies a wide range of vision tasks into a single generative model. Not only achieving competitive performance on all these tasks, but more importantly showing the capability of doing unseen and complex vision tasks.
๐—ข๐—ฝ๐—ฒ๐—ป-๐˜€๐—ผ๐˜‚๐—ฟ๐—ฐ๐—ถ๐—ป๐—ด ๐—ฆ๐—ฒ๐—ป๐˜€๐—ฒ๐—ก๐—ผ๐˜ƒ๐—ฎ-๐—ฉ๐—ถ๐˜€๐—ถ๐—ผ๐—ป-7๐—•-๐— ๐—ผ๐—ง โ€” ๐—ผ๐—ป๐—ฒ ๐—บ๐—ผ๐—ฑ๐—ฒ๐—น, ๐—ฎ๐—น๐—น ๐—บ๐—ฎ๐—ท๐—ผ๐—ฟ ๐˜ƒ๐—ถ๐˜€๐—ถ๐—ผ๐—ป ๐˜๐—ฎ๐˜€๐—ธ๐˜€. Reimagines CV as multimodal generation. Steerable by language or visual prompts. ๐—ก๐—ผ ๐˜๐—ฎ๐˜€๐—ธ-๐˜€๐—ฝ๐—ฒ๐—ฐ๐—ถ๐—ณ๐—ถ๐—ฐ ๐—ต๐—ฒ๐—ฎ๐—ฑ๐˜€ โ€” ๐˜€๐˜๐—ถ๐—น๐—น ๐—ฆ๐—ข๐—ง๐—”, ๐˜€๐˜‚๐—ฟ๐—ฝ๐—ฎ๐˜€๐˜€๐—ถ๐—ป๐—ด ๐—š๐—ผ๐—ผ๐—ด๐—น๐—ฒ ๐——๐—ฒ๐—ฒ๐—ฝ๐— ๐—ถ๐—ป๐—ฑ'๐˜€ ๐—ฉ๐—ถ๐˜€๐—ถ๐—ผ๐—ป ๐—•๐—ฎ๐—ป๐—ฎ๐—ป๐—ฎ ๐—ผ๐—ป ๐˜€๐—ฒ๐—ด๐—บ๐—ฒ๐—ป๐˜๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—ฎ๐—ป๐—ฑ ๐—ฑ๐—ฒ๐—ป๐˜€๐—ฒ ๐—ด๐—ฒ๐—ผ๐—บ๐—ฒ๐˜๐—ฟ๐˜†. ๐Ÿ“Š ๐˜ƒ๐˜€. ๐—ฉ๐—ถ๐˜€๐—ถ๐—ผ๐—ป ๐—•๐—ฎ๐—ป๐—ฎ๐—ป๐—ฎ (๐—š๐—ผ๐—ผ๐—ด๐—น๐—ฒ ๐——๐—ฒ๐—ฒ๐—ฝ๐— ๐—ถ๐—ป๐—ฑ): ๐Ÿ”นReferring segmentation (RefCOCOg cIoU): 80.3 vs 73.8 ๐Ÿ”นSemantic segmentation (Cityscapes mIoU): 71.2 vs 69.9 ๐Ÿ”นDepth estimation (NYUv2 ฮด1): 98.1 vs 94.8 ๐Ÿ”นSurface normal (NYUv2 mean error): 14.4 vs 17.8 Built on a decade of SenseTime's CV leadership โ€” #1 in China's Vision AI market for 10 consecutive years, and named a Tech Innovator in global GenAI CV by Gartner. ๐—ฉ๐—ถ๐˜€๐—ถ๐—ผ๐—ป, ๐—ป๐—ผ๐˜„ ๐—ป๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ ๐˜๐—ผ ๐—ณ๐—ผ๐˜‚๐—ป๐—ฑ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—บ๐—ผ๐—ฑ๐—ฒ๐—น๐˜€. New tasks, defined by instruction โ€” not by new model heads.
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SenseTime retweeted
SenseNova U1 now has an infographic enhanced model and an arXiv-style paper rendering from open source which is genuinely significant. Dense two column layouts, small text, citations. Run it yourself: huggingface.co/sensenova/Senโ€ฆ
๐Ÿค Paid partnership
๐—›๐—ผ๐˜„ ๐—ผ๐˜‚๐—ฟ ๐˜‚๐—ฝ๐—ด๐—ฟ๐—ฎ๐—ฑ๐—ฒ๐—ฑ ๐—ถ๐—ป๐—ณ๐—ผ๐—ด๐—ฟ๐—ฎ๐—ฝ๐—ต๐—ถ๐—ฐ ๐—ด๐—ฒ๐—ป๐—ฒ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—บ๐—ผ๐—ฑ๐—ฒ๐—น โ€” ๐—ฆ๐—ฒ๐—ป๐˜€๐—ฒ๐—ก๐—ผ๐˜ƒ๐—ฎ-๐—จ๐Ÿญ-๐Ÿด๐—•-๐— ๐—ผ๐—ง-๐—œ๐—ป๐—ณ๐—ผ๐—ด๐—ฟ๐—ฎ๐—ฝ๐—ต๐—ถ๐—ฐ โ€” ๐—ฑ๐—ฒ๐—น๐—ถ๐˜ƒ๐—ฒ๐—ฟ๐˜€ ๐—ฒ๐˜ƒ๐—ฒ๐—ป ๐˜€๐˜๐—ฟ๐—ผ๐—ป๐—ด๐—ฒ๐—ฟ ๐—ฐ๐—ฎ๐—ฝ๐—ฎ๐—ฏ๐—ถ๐—น๐—ถ๐˜๐—ถ๐—ฒ๐˜€ ๐Ÿ’ช โ€ข ๐—ง๐—ฒ๐˜…๐˜ ๐—ฎ๐—ฐ๐—ฐ๐˜‚๐—ฟ๐—ฎ๐—ฐ๐˜† & ๐—ฟ๐—ฒ๐—ฎ๐—ฑ๐—ฎ๐—ฏ๐—ถ๐—น๐—ถ๐˜๐˜† enhanced โ€” reduced repetition, avoided unnatural enlargement, and stronger support for small fonts โ€ข ๐—Ÿ๐—ฎ๐˜†๐—ผ๐˜‚๐˜ ๐—ฐ๐—ผ๐—ป๐˜€๐—ถ๐˜€๐˜๐—ฒ๐—ป๐—ฐ๐˜† & ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป๐—ฎ๐—น๐—ถ๐˜๐˜† improved, with more stable backgrounds โ€ข ๐—–๐—ต๐—ฎ๐—ฟ๐˜ & ๐—ฑ๐—ถ๐—ฎ๐—ด๐—ฟ๐—ฎ๐—บ ๐—พ๐˜‚๐—ฎ๐—น๐—ถ๐˜๐˜† elevated โ€ข ๐—”๐—ฐ๐—ฎ๐—ฑ๐—ฒ๐—บ๐—ถ๐—ฐ ๐—ฟ๐—ฒ๐—ป๐—ฑ๐—ฒ๐—ฟ๐—ถ๐—ป๐—ด supported Try it out: ๐Ÿฅฐ huggingface.co/sensenova/Senโ€ฆ ๐Ÿ–ผ Showcases: github.com/OpenSenseNova/Senโ€ฆ ๐Ÿ‘พ Discord: discord.gg/BuTXPHmQub @huggingface @github
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๐ŸŽฏ Generate nearly NanoBanana2 quality infographics at home for free. An open-source Infographics LLM recently dropped to run locally. ๐Ÿ’ป ๐Ÿ“Š SenseNova-U1-8B-MoT-Infographic (Apache 2.0) just landed on ModelScope today. This 8B native unified MoT model (NEO-unify architecture) was fine-tuned specifically for dense visual communication: โœ… BizGenEval Hard/Easy: 46.6 / 65.4 โœ… IGenBench Q-ACC: 69.5 (+18.2 over base) โœ… IGenBench I-ACC: 17.0 (+12.8 over base) It beats GPT-Image-1.5 and Qwen-Image-2.0 on multiple infographic metrics while staying competitive with top commercial models. ๐Ÿ–ผ๏ธ 100+ styles โ€ข complex layouts โ€ข dense small text โ€ข charts โ€ข arXiv-style pages โ€ข posters โ€ข resumes ๐Ÿ’ป Runs locally on ~10-12 GB VRAM (Q4 GGUF + balanced mode - this is an estimate) ๐Ÿš€ Also works great with LightLLM + LightX2V
๐Ÿ“ข๐Ÿ“ข ๐—œ๐—ป๐˜๐—ฟ๐—ผ๐—ฑ๐˜‚๐—ฐ๐—ถ๐—ป๐—ด ๐—ฎ๐—ป ๐—ฒ๐—ป๐—ต๐—ฎ๐—ป๐—ฐ๐—ฒ๐—ฑ ๐—บ๐—ผ๐—ฑ๐—ฒ๐—น ๐—ณ๐—ผ๐—ฟ ๐—ถ๐—ป๐—ณ๐—ผ๐—ด๐—ฟ๐—ฎ๐—ฝ๐—ต๐—ถ๐—ฐ ๐—ด๐—ฒ๐—ป๐—ฒ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป! ๐Ÿ“Š Posters, charts, recipe cards, postcards โ€” even arXiv-style pages โ€” all from ๐—ฆ๐—ฒ๐—ป๐˜€๐—ฒ๐—ก๐—ผ๐˜ƒ๐—ฎ-๐—จ๐Ÿญ-๐Ÿด๐—•-๐— ๐—ผ๐—ง-๐—œ๐—ป๐—ณ๐—ผ๐—ด๐—ฟ๐—ฎ๐—ฝ๐—ต๐—ถ๐—ฐ. ๐Ÿš€ +6.8 / +18.2 on BizGenEval (hard) / IGenBench (Q-ACC) over base U1, plus 100+ diverse showcases. ๐Ÿค— huggingface.co/sensenova/Senโ€ฆ ๐Ÿ–ผ๏ธShowcases: github.com/OpenSenseNova/Senโ€ฆ Try it out โ€” we'd love to see what you build! @huggingface
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SenseTime retweeted
6/n SenseNova U1-8B-MoT is around 2x faster than Qwen-Image-2.0 / Seedream-4.5 while staying in the same rough quality band Much faster generation, while staying close to Qwen-Image-2.0 and Seedream-4.5 on quality.
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SenseTime retweeted
๐Ÿšจ BREAKING: SenseTime open-sourced SenseNova U1, the first truly unified multimodal model in one architecture. No VAE, no visual encoder, no adapter mess. Pure pixel-word reasoning. The 8B variant is now beating 20B+ competitors on both speed and quality :
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SenseTime retweeted
Meet SenseNova U1: @SenseTime_AI groundbreaking native unified multimodal model! Built on the NEO-unify architecture, it fuses language & vision into one monolithic framework for seamless understanding & generation. Experience the future of AI today!
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SenseTime retweeted
While everyone is scaling up VE/VAE, SenseNova U1 goes VEโ€‘free + MoT. Full tech report now public. And SenseNova-U1-A3B-MoT (38B-A3B MoE) weights are now open-sourced.
๐Ÿ”ฅ New week, New ๐—ฆ๐—ฒ๐—ป๐˜€๐—ฒ๐—ก๐—ผ๐˜ƒ๐—ฎ-๐—จ๐Ÿญ Drop โ€” and this one goes Deep!๐Ÿ”ฅ ๐Ÿ“„ ๐—ง๐—ต๐—ฒ ๐—ณ๐˜‚๐—น๐—น ๐—ง๐—ฒ๐—ฐ๐—ต๐—ป๐—ถ๐—ฐ๐—ฎ๐—น ๐—ฅ๐—ฒ๐—ฝ๐—ผ๐—ฟ๐˜ ๐—ถ๐˜€ ๐—ข๐—จ๐—ง โ€” the most detailed disclosure yet of how to build a frontier Native Multimodal Model. Inside: โœจ Near-lossless visual interface (no VEs, no VAEs) โœจ Native Multimodal Unified Modeling โœจ Joint AR + pixel-space flow matching training โœจ Native Mixture-of-Transformers backbone โœจ 6-stage training recipe + RL post-training + distillation If you work on NMM, this is the playbook. ๐Ÿค— One more thing: ๐—ฆ๐—ฒ๐—ป๐˜€๐—ฒ๐—ก๐—ผ๐˜ƒ๐—ฎ-๐—จ๐Ÿญ-๐—”๐Ÿฏ๐—•-๐— ๐—ผ๐—ง (๐Ÿฏ๐Ÿด๐—•-๐—”๐Ÿฏ๐—• ๐— ๐—ผ๐—˜) ๐˜„๐—ฒ๐—ถ๐—ด๐—ต๐˜๐˜€ ๐—ฎ๐—ฟ๐—ฒ ๐—ป๐—ผ๐˜„ ๐—ผ๐—ฝ๐—ฒ๐—ป-๐˜€๐—ผ๐˜‚๐—ฟ๐—ฐ๐—ฒ๐—ฑ โ€” a RARE native unified model on an MoE backbone (Only 3B active! Lightning Fastโšก) ๐Ÿ“„ Tech Report: arxiv.org/abs/2605.12500 ๐Ÿค— Daily Papers (Vote & Discuss): huggingface.co/papers/2605.1โ€ฆ ๐Ÿค— Models: huggingface.co/collections/sโ€ฆ ๐Ÿ’ป Code: github.com/OpenSenseNova/Senโ€ฆ ๐ŸŽฎ Demo: unify.light-ai.top ๐Ÿ‘พ Discord: discord.com/invite/BuTXPHmQuโ€ฆ
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Most multimodal models still treat text and images like separate problems. One part reads. Another part reasons. Another part generates. SenseNova U1 is trying something different: one unified model where language and vision work inside the same architecture.
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SenseTime retweeted
AK
@_akhaliqMay 13
SenseNova-U1 Unifying Multimodal Understanding and Generation with NEO-unify Architecture
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open source nano-banana now on @huggingface? SenseNova U1 is an open source unified image-text understanding & generation model (like Nano Banana/GPT-Image) by @SenseTime_AI 8B parameter unified generation model, of course, I built a Spaces demo for it ๐Ÿ‘‡
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SenseTime retweeted
SenseNova U1็”จComfyUIใƒŽใƒผใƒ‰ๅ…ฌ้–‹ใ€‚ 8ใ‚นใƒ†ใƒƒใƒ—LoRAๅฏพๅฟœใงๆŽจ่ซ–ๆ•ฐๅ‰Šๆธ›ใ€็”ŸๆˆๅŠน็އใฎๅ‘ไธŠใ€‚ ใ‚ทใ‚นใƒ†ใƒ RAM๏ผˆๆŽจๅฅจ36GBไปฅไธŠ๏ผ‰ใ‚’ๅคงใใๆถˆ่ฒปใ™ใ‚‹่จญ่จˆใ€‚ VRAM16GB่ถ…ใฏprefetch_count=0ใงๅฎ‰ๅฎšๅŒ–ใ€‚ #SenseNova #ComfyUI URLใฏใƒชใƒ—โฌ‡๏ธ
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SenseTime retweeted
Unified multimodal pipelines like this bring content creation closer to real workflows. Take a look and star github.com/OpenSenseNova/Senโ€ฆ
๐—ฆ๐—ฒ๐—ป๐˜€๐—ฒ๐—ก๐—ผ๐˜ƒ๐—ฎ ๐—จ1 ๐—Ÿ๐—ถ๐˜๐—ฒ ๐—ฆ๐—ฒ๐—ฟ๐—ถ๐—ฒ๐˜€ ๐—ถ๐˜€ ๐—ป๐—ผ๐˜„ ๐—ผ๐—ฝ๐—ฒ๐—ป ๐˜€๐—ผ๐˜‚๐—ฟ๐—ฐ๐—ฒ! Built on the ๐—ก๐—˜๐—ข-๐˜‚๐—ป๐—ถ๐—ณ๐˜† ๐—ฎ๐—ฟ๐—ฐ๐—ต๐—ถ๐˜๐—ฒ๐—ฐ๐˜๐˜‚๐—ฟ๐—ฒ, it natively unifies multimodal understanding and generation, delivering: โ€ข๐—ฆ๐—ข๐—ง๐—” ๐—˜๐—ณ๐—ณ๐—ถ๐—ฐ๐—ถ๐—ฒ๐—ป๐—ฐ๐˜† ๐—”๐—บ๐—ผ๐—ป๐—ด ๐—ข๐—ฝ๐—ฒ๐—ป-๐—ฆ๐—ผ๐˜‚๐—ฟ๐—ฐ๐—ฒ ๐— ๐—ผ๐—ฑ๐—ฒ๐—น๐˜€: Compact models (8B & A3B) delivering commercial-grade performance and exceptional cost efficiency. Leading performance among open-source models across a wide range of understanding, reasoning, and generation benchmarks. โ€ข๐—ก๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—œ๐—บ๐—ฎ๐—ด๐—ฒโ€“๐—ง๐—ฒ๐˜…๐˜ ๐—œ๐—ป๐˜๐—ฒ๐—ฟ๐—น๐—ฒ๐—ฎ๐˜ƒ๐—ฒ๐—ฑ ๐—š๐—ฒ๐—ป๐—ฒ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป: Generate coherent interleaved text and images in a single flow using one model; ideal for practical applications like guides, where visuals turn complex information into intuitive insights. โ€ข๐—›๐—ถ๐—ด๐—ต-๐——๐—ฒ๐—ป๐˜€๐—ถ๐˜๐˜† ๐—œ๐—ป๐—ณ๐—ผ๐—ฟ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—ฅ๐—ฒ๐—ป๐—ฑ๐—ฒ๐—ฟ๐—ถ๐—ป๐—ด: Strong capabilities in dense visual communication, generating richly structured layouts for knowledge illustrations, posters, PPTs, comics and other information-rich formats. ๐—›๐˜‚๐—ด๐—ด๐—ถ๐—ป๐—ด ๐—™๐—ฎ๐—ฐ๐—ฒ: huggingface.co/collections/sโ€ฆ ๐—š๐—ถ๐˜๐—›๐˜‚๐—ฏ: github.com/OpenSenseNova/Senโ€ฆ ๐——๐—ถ๐˜€๐—ฐ๐—ผ๐—ฟ๐—ฑ: discord.gg/cxkwXWjpย  @huggingface @github
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SenseTime retweeted
This honestly feels like an open source GPT-Image 2 alternative Except it actually handles structured outputs like posters and slides better Explore it and give it a star github.com/OpenSenseNova/Senโ€ฆ
๐—ฆ๐—ฒ๐—ป๐˜€๐—ฒ๐—ก๐—ผ๐˜ƒ๐—ฎ ๐—จ1 ๐—Ÿ๐—ถ๐˜๐—ฒ ๐—ฆ๐—ฒ๐—ฟ๐—ถ๐—ฒ๐˜€ ๐—ถ๐˜€ ๐—ป๐—ผ๐˜„ ๐—ผ๐—ฝ๐—ฒ๐—ป ๐˜€๐—ผ๐˜‚๐—ฟ๐—ฐ๐—ฒ! Built on the ๐—ก๐—˜๐—ข-๐˜‚๐—ป๐—ถ๐—ณ๐˜† ๐—ฎ๐—ฟ๐—ฐ๐—ต๐—ถ๐˜๐—ฒ๐—ฐ๐˜๐˜‚๐—ฟ๐—ฒ, it natively unifies multimodal understanding and generation, delivering: โ€ข๐—ฆ๐—ข๐—ง๐—” ๐—˜๐—ณ๐—ณ๐—ถ๐—ฐ๐—ถ๐—ฒ๐—ป๐—ฐ๐˜† ๐—”๐—บ๐—ผ๐—ป๐—ด ๐—ข๐—ฝ๐—ฒ๐—ป-๐—ฆ๐—ผ๐˜‚๐—ฟ๐—ฐ๐—ฒ ๐— ๐—ผ๐—ฑ๐—ฒ๐—น๐˜€: Compact models (8B & A3B) delivering commercial-grade performance and exceptional cost efficiency. Leading performance among open-source models across a wide range of understanding, reasoning, and generation benchmarks. โ€ข๐—ก๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—œ๐—บ๐—ฎ๐—ด๐—ฒโ€“๐—ง๐—ฒ๐˜…๐˜ ๐—œ๐—ป๐˜๐—ฒ๐—ฟ๐—น๐—ฒ๐—ฎ๐˜ƒ๐—ฒ๐—ฑ ๐—š๐—ฒ๐—ป๐—ฒ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป: Generate coherent interleaved text and images in a single flow using one model; ideal for practical applications like guides, where visuals turn complex information into intuitive insights. โ€ข๐—›๐—ถ๐—ด๐—ต-๐——๐—ฒ๐—ป๐˜€๐—ถ๐˜๐˜† ๐—œ๐—ป๐—ณ๐—ผ๐—ฟ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—ฅ๐—ฒ๐—ป๐—ฑ๐—ฒ๐—ฟ๐—ถ๐—ป๐—ด: Strong capabilities in dense visual communication, generating richly structured layouts for knowledge illustrations, posters, PPTs, comics and other information-rich formats. ๐—›๐˜‚๐—ด๐—ด๐—ถ๐—ป๐—ด ๐—™๐—ฎ๐—ฐ๐—ฒ: huggingface.co/collections/sโ€ฆ ๐—š๐—ถ๐˜๐—›๐˜‚๐—ฏ: github.com/OpenSenseNova/Senโ€ฆ ๐——๐—ถ๐˜€๐—ฐ๐—ผ๐—ฟ๐—ฑ: discord.gg/cxkwXWjpย  @huggingface @github
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