ByteDance Seed
| ByteDance Seed | |
|---|---|
| 字节跳动种子团队 | |
| Type | Research division |
| Industry | Artificial intelligence |
| Founded | Early 2023
|
| Headquarters | Beijing, China |
| Key people | Wu Yonghui (Head of Foundational Research) Zhu Wenjia (Head of Applications) Li Hang (Head of Research, AI Lab Director) Xiang Liang (Applied Machine Learning Lead) |
| Parent | ByteDance |
| Owner | ByteDance |
| Products | Seed 1.5-VL Seed 1.6 Seed-Thinking-v1.5 Seedance 1.0 Seedream 3.0/4.0 SeedEdit 3.0 Seed-Prover BFS-Prover Seed-OSS-36B Seed Diffusion Seed Music BAGEL UI-TARS-1.5
|
| Website | seed.bytedance.com |
ByteDance Seed (Chinese: 字节跳动种子团队), also known as the Seed Team, is the artificial intelligence research division of ByteDance, established in early 2023 following the success of OpenAI's ChatGPT.[1] The division is dedicated to discovering new approaches to general intelligence and pushing the boundaries of AI through foundational research and development of industry-leading AI foundation models.[2]
History
ByteDance Seed was established in early 2023 as ByteDance's response to the rapid advancement in large language models sparked by ChatGPT's release in November 2022.[1] Initially known as the Doubao Seed Team, it was created to develop foundational AI models and explore new approaches to achieving artificial general intelligence.[3]
In October 2024, ByteDance established a joint research center with Tsinghua University's Institute for Artificial Intelligence Research (AIR) to advance industry-academia collaboration on large models.[4]
In January 2025, Reuters reported that ByteDance planned to spend more than US$12 billion on AI chips and compute infrastructure in 2025, partly via domestic suppliers, aimed at foundation-model training. While not specific to Seed, this investment underpins the company's broader model development efforts.[5]
In February 2025, ByteDance underwent a significant restructuring of the Seed division, recruiting Wu Yonghui, a former Google Fellow and Google DeepMind Vice President of Research, to lead foundational research efforts.[6] This restructuring came amid competitive pressure from DeepSeek, whose models had surpassed ByteDance's Doubao in daily active users by late January 2025.[1]
In September 2025, the team issued million-level stock options to employees to incentivize performance amid the AI talent war.[7]
Organization and Leadership
The Seed team operates research laboratories in China, Singapore, the United States, and other locations globally.[2] The division reports directly to ByteDance CEO Liang Rubo.[6]
Key Leadership
- Wu Yonghui - Head of Foundational Research (joined February 2025). Wu spent 17 years at Google, including roles at Google Brain (2014-2023) and as Vice President of Research at Google DeepMind. He holds a PhD in computer science from the University of California, Riverside.[6][8]
- Zhu Wenjia - Head of Applications. Following the 2025 restructuring, Zhu focuses on model application work while remaining part of the Seed department.[9]
- Li Hang - Head of Research and Director of AI Lab[1]
- Xiang Liang - Head of Applied Machine Learning, led development of Doubao large language model[1]
- Huang Wenhao - Co-founder of 01.ai, joined ByteDance in 2024[1]
Research Areas
ByteDance Seed's research spans multiple AI domains:[2]
- Large language models (LLMs)
- Computer vision and vision-language models
- Speech recognition and synthesis
- Multimodal interaction and world models
- AI for Science
- Robotics
- Responsible AI
- AI infrastructure
- Automatic theorem proving
Products and Models
Large Language Models
| Model Name | Release Date | Key Features |
|---|---|---|
| Seed 1.5 | 2025 | Superior performance in knowledge, code generation, and reasoning tasks[10] |
| Seed 1.6 | 2025 | Integrates multimodal capabilities with "adaptive thinking" balancing model performance with reasoning capability[10] |
| Seed-Thinking-v1.5 | April 2025 | Mixture-of-Experts model achieving 86.7 on AIME 2024 and 77.3 on GPQA benchmarks[11] |
| Seed-OSS-36B | August 2025 | Open-source LLM (Apache-2.0 license) designed for long-context reasoning and multilingual tasks, three variants released[12][13] |
| Seed Diffusion | June 2025 | Large-scale diffusion language model achieving inference speed of 2,146 tokens/s, 5.4x improvement over autoregressive models[10] |
Vision-Language Models
Seed 1.5-VL is a flagship vision-language foundation model composed of a 532M-parameter vision encoder and a Mixture of Experts (MoE) LLM with 20B active parameters.[14] Key achievements include:
- State-of-the-art performance on 38 out of 60 public benchmarks[14]
- Superior performance in GUI control and gameplay compared to OpenAI CUA and Claude 3.7[14]
- Available via Volcano Engine API (Model ID: doubao-1-5-thinking-vision-pro-250428)[15]
Video Generation Models
Seedance 1.0 is a multi-task video generation model capable of:[16]
- Creating 1080p videos with smooth motion and cinematic aesthetics
- Native multi-shot storytelling with consistent visual style across transitions
- Text-to-video and image-to-video generation
- Support for diverse stylistic expressions from photorealism to animation
Image Generation Models
| Model Name | Features |
|---|---|
| Seedream 3.0 | Native high-resolution bilingual (Chinese/English) text-to-image model with 94% text rendering accuracy[17] |
| Seedream 4.0 | Advanced image generation with 4K resolution support, faster inference speed, reported superiority over Google's Nano Banana (Gemini 2.5 Flash Image)[18][19] |
| SeedEdit 3.0 | Image editing model supporting complex visual manipulations through natural language prompts with detail-preserving edits and consistent lighting[20][21] |
Specialized Models
- Seed-Prover - Lemma-style whole-proof reasoning model for mathematical theorem proving, achieving 78.1% success on formalized IMO problems, solved 5 out of 6 problems in the 2025 International Mathematical Olympiad (IMO) Grand Challenge[10][22]
- BFS-Prover - Theorem proving LLMs with open models at 7B and 32B parameters (V1-7B, V2-7B/32B), targeting verifiable formal proofs in Lean and lemma-first reasoning strategies[23]
- Seed-LiveInterpret 2.0 - End-to-end simultaneous interpretation model with ultra-low latency and voice cloning capabilities[10]
- BAGEL - Open-source foundational model supporting multimodal understanding and generation of texts, images, and videos[2]
- UI-TARS-1.5 - Open-source multimodal agent for diverse tasks in virtual environments[2]
- Seed Music - AI music and audio generation model for generative audio capabilities[10]
- Sa2VA - Model marrying SAM2 with LLaVA for dense grounded understanding of images and videos[24]
Applications and Platforms
ByteDance Seed's models power over 50 real-world applications,[25] including:
- Doubao (豆包) - ByteDance's flagship AI chatbot and assistant platform in China
- Coze - AI chatbot and application development platform for creating custom AI agents
- Jimeng (即梦) - Text-to-image and video generation application launched in 2024[26]
- Volcano Engine (Volcengine) - ByteDance's enterprise cloud platform providing API access to Seed models
- Feishu/Lark - Enterprise collaboration platforms
- CapCut - Video editing application
Research Programs
Seed Edge Research Program
The Seed Edge Research Program focuses on exploring the frontiers of intelligence and tackling long-term research challenges in AI toward establishing general intelligence.[27]
Top Seed Talent Program
An initiative to attract and develop top AI research talent globally, recruiting top PhDs and interns from universities.[28]
Open Source Initiatives
ByteDance Seed maintains an active presence on GitHub with 36 repositories as of 2025[25] and Hugging Face with multiple public model releases.[23] Notable open-source projects include:
- Seed1.5-VL vision-language model
- Seed-OSS-36B large language models
- BFS-Prover theorem proving models
- Trae Agent - LLM-based agent for software engineering tasks[29]
- Various research benchmarks and evaluation tools
Competition and Market Position
ByteDance Seed operates in a highly competitive AI landscape, facing competition from:
- Domestic Chinese competitors: DeepSeek, Baidu, Alibaba, Tencent
- International competitors: OpenAI, Google DeepMind, Anthropic
The division's restructuring in February 2025 was partly attributed to competitive pressure from DeepSeek, whose reasoning models had gained significant market share in China.[1] ByteDance CEO Liang Rubo acknowledged that the company had been slow to follow up on technical directions like chain-of-thought reasoning after OpenAI's o1 model release.[1]
Collaborations
ByteDance Seed actively collaborates with academic and industry partners. The joint research center with Tsinghua University's AIR focuses on advancing large model technologies through shared resources and expertise.[4] The division has also established partnerships with various institutions globally as part of its talent development and research initiatives.
See Also
- ByteDance
- Doubao
- Large language models
- Artificial intelligence in China
- Video generation
- Text-to-image model
- Automatic theorem proving
- Multimodal learning
- Hugging Face
- ArXiv
References
- ↑ 1.0 1.1 1.2 1.3 1.4 1.5 1.6 1.7 South China Morning Post. "ByteDance restructures AI division, hiring new expert from Google amid DeepSeek pressure". February 23, 2025. https://www.scmp.com/tech/big-tech/article/3299731/bytedance-restructures-ai-division-hiring-new-expert-google-amid-deepseek-pressure
- ↑ 2.0 2.1 2.2 2.3 2.4 ByteDance Seed Official Website. "Discovering new approaches to general intelligence". https://seed.bytedance.com/en/
- ↑ AIBase. "Head of ByteDance's Visual Large Model, Yang Jianchao". https://www.aibase.com/news/www.aibase.com/news/19776
- ↑ 4.0 4.1 ByteDance Seed. "ByteDance and Tsinghua AIR Establish Joint Research Center to Advance Industry-Academia Research Collaboration on Large Models". October 2024. https://seed.bytedance.com/en/blog/bytedance-and-tsinghua-air-establish-joint-research-center-to-advance-industry-academia-research-collaboration-on-large-models
- ↑ Reuters. "TikTok owner ByteDance plans to spend $12 billion on AI chips in 2025". January 22, 2025. https://www.reuters.com/technology/artificial-intelligence/tiktok-owner-bytedance-plans-spend-12-bln-ai-chips-2025-ft-reports-2025-01-22/
- ↑ 6.0 6.1 6.2 South China Morning Post. "Veteran Google AI researcher joins Chinese TikTok owner ByteDance in leadership role". February 18, 2025. https://www.scmp.com/tech/big-tech/article/3299146/veteran-google-ai-researcher-joins-tiktok-owner-bytedance-lead-foundational-research
- ↑ iTiger. "ByteDance's Seed Division Issues Million-Level Stock Options as AI Talent War Intensifies". September 2025. https://www.itiger.com/news/1123979222
- ↑ TechNode. "Former Google DeepMind VP joins ByteDance as Seed team research lead". February 24, 2025. https://technode.com/2025/02/24/former-google-deepmind-vp-joins-bytedance-as-seed-team-research-lead/
- ↑ Pandaily. "ByteDance Adjusts AI Department 'Seed', Yonghui Wu Becomes New Head". February 21, 2025. https://pandaily.com/bytedance-adjusts-ai-department-seed-yonghui-wu-becomes-new-head/
- ↑ 10.0 10.1 10.2 10.3 10.4 10.5 ByteDance Seed Research Page. https://seed.bytedance.com/en/research
- ↑ arXiv. "Seed-Thinking-v1.5 Technical Report". April 2025. https://arxiv.org/abs/2504.13914
- ↑ Hugging Face. "ByteDance-Seed/Seed-OSS-36B-Instruct". August 2025. https://huggingface.co/ByteDance-Seed/Seed-OSS-36B-Instruct
- ↑ South China Morning Post. "ByteDance unleashes open-source model to challenge AI systems from DeepSeek, Alibaba Cloud". August 21, 2025. https://www.scmp.com/tech/big-tech/article/3322655/bytedance-unleashes-open-source-model-challenge-ai-systems-deepseek-alibaba-cloud
- ↑ 14.0 14.1 14.2 arXiv. "Seed1.5-VL Technical Report". May 11, 2025. https://arxiv.org/abs/2505.07062
- ↑ GitHub - ByteDance-Seed/Seed1.5-VL. https://github.com/ByteDance-Seed/Seed1.5-VL
- ↑ ByteDance Seed - Seedance. https://seed.bytedance.com/en/seedance
- ↑ AIBase. "ByteDance Releases Seedream 3.0 Text-to-Image Model Technical Report". https://www.aibase.com/news/17208
- ↑ TechRadar. "Seedream 4.0 is the best AI image generator I've ever seen - and it's terrifying". September 2025. https://www.techradar.com/ai-platforms-assistants/tiktok-creators-new-ai-image-generator-is-the-best-ive-ever-seen-and-its-terrifying
- ↑ Times of India. "ByteDance launches Seedream 4.0". September 2025. https://timesofindia.indiatimes.com/technology/tech-news/bytedance-launches-nano-banana-rival-seedream-4-0-next-gen-ai-images-highlights-and-advantages/articleshow/123836794.cms
- ↑ TMTPOST. "ByteDance's Volcano Engine Supercharges AI Offerings". https://en.tmtpost.com/post/7645516
- ↑ Medium. "Bytedance SeedEdit 3.0 test: AI image editing with superior detail consistency". June 2025. https://medium.com/@302.AI/bytedance-seededit-3-0-test-ai-image-editing-with-superior-detail-consistency-b9e940c8b51d
- ↑ Medium. "ByteDance's New AI Just Solved 5 of 6 IMO Grand Challenge Problems". 2025. https://medium.com/towards-explainable-ai/bytedances-new-ai-just-solved-5-of-6-imo-grand-challenge-problems-this-is-a-paradigm-shift-2624e1fef1e1
- ↑ 23.0 23.1 Hugging Face. "ByteDance-Seed BFS-Prover models". https://huggingface.co/ByteDance-Seed
- ↑ Hugging Face. "ByteDance organization page". https://huggingface.co/ByteDance
- ↑ 25.0 25.1 GitHub - ByteDance-Seed Organization Page. https://github.com/ByteDance-Seed
- ↑ South China Morning Post. "TikTok owner ByteDance revs up nascent market for Sora-style services with Jimeng AI app". August 7, 2024. https://www.scmp.com/tech/tech-trends/article/3273577/tiktok-owner-bytedance-revs-nascent-market-sora-style-services-jimeng-ai-app
- ↑ ByteDance Seed - Seed Edge. https://seed.bytedance.com/en/seed-edge
- ↑ ByteDance Seed - Top Seed Talent Program. https://seed.bytedance.com/en/topseed
- ↑ GitHub - bytedance/trae-agent. https://github.com/bytedance/trae-agent