@TheInclusionAI

AI Lab @AntGroup, we envision AGI as humanity's shared milestone. Our Language Model @AntLingAGI and LLaDA, Embodied AI @robbyant_brain, OSS projects @AReaL_AI.

Joined March 2025
🤗 Meet our healthcare-enhanced MoE model, @AntLingAGI Ling-3.0-flash-Sante! Built for real-world healthcare research and workflows, with strengthened capabilities in deep research, multi-agent collaboration, and tool use. Sante shows a significant improvement on professional healthcare tasks, and provides stronger complex medical reasoning. 📊 Open source and open weights: 🔗 huggingface.co/inclusionAI/L… 🔗 modelscope.cn/models/inclusi…
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Introducing @AntLingAGI Ling-3.1-flash-1019 🚀 It scores 44 on the Artificial Analysis Intelligence Index, up from 41 for Ling-3.1-flash. Gains in agentic work: AA-Briefcase ~1400→1524 Elo and AutomationBench-AA 62%→68%. API access and open weights coming soon. Stay tuned👀
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Thanks to everyone at InclusionAI Tech Night during #OpenSourceAIWeek. We talked medical benchmarks, usable open models, and agent systems in the real world. Thanks to our wonderful speakers and community partners for making this night happen! @sgl_project @open_intel_fdn @ZenMuxAI
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InclusionAI retweeted
SGLang-Omni supports @TheInclusionAI's Ming-3.0 on day 0! 🎙️ Ming-3.0-asr-tiny — Chinese/English ASR with dialect support 🔊 Ming-3.0-tts-tiny — voice cloning in 7 languages 🧠 Ming-3.0-audio-flash — 126B-A6.5B MoE for audio understanding and reasoning Cookbooks👇
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Meet the Ming-3.0 speech families: ✅ Ming-3.0-tts for stories, narration & voice assistants ✅ Ming-3.0-audio for meetings, interviews & voice-driven services, offering a more efficient deployment option ✅ Ming-3.0-asr for customer calls, voice search & domain terms. 4.41% average error across four ASR categories. Try out on Hugging Face & ModelScope! huggingface.co/inclusionAI #opensource #inclusionAI
Today, we're open-sourcing 5 Ming-3.0 models across 3 speech families. - Ming-3.0-tts: 0.5B voice design & paralinguistic cues; Tiny 7.9B A1.3B long-form speech. - Ming-3.0-audio: Flash 126B A6.5B understanding & tools; Tiny 9.3B A2.7B efficient dialogue. - Ming-3.0-asr: Tiny 8.6B A2B dialects & context.
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Build for real work, Ling-3.1-flash is now open source. ~560B total params, ~25B active/token, up to 1M-token context. Across work, ⌨️coding & 💪healthcare: 1,673 Elo on GDPVal-AA v2.1, 75.16 on FrontierSWE, and 65.35 on HealthBench Professional. 🤗Hugging Face: huggingface.co/inclusionAI/L… 🤖ModelScope: modelscope.cn/models/inclusi… #opensource #inclusionAI #LLM
Ling-3.1-flash is now open source: ~560B total parameters, ~25B active per token and up to 1M context. Built for real work, it can turn a rough brief into a page, mobile UI or interactive prototype teams can review and refine. See the demo.
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InclusionAI retweeted
The FIRST Robbyant Embodied AI Challenge is live. 🤖🌍 We're inviting builders worldwide to push embodied intelligence forward — real hardware, real environments, real impact. 🦾 Be part of history in the making. Prizes. Recognition. The frontier. 🏆 Learn more & register → tianchi.aliyun.com/competiti… #EmbodiedAI #Robotics
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Speaker lineup’s here 👀 More names are on the way! Join InclusionAI Tech Night during #OpenSourceAIWeek for candid talks on open models, AI benchmarks, and real-world agents, plus Token Shots and networking! 📍 San Francisco 🗓 Oct 18 · 4–8 PM 🎟 luma.com/xs9sn0lp
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Thanks to the SGLang community for joining InclusionAI Tech Night as a Community Partner! 🎉 See you in San Francisco on Sun, Oct 18 for candid conversations on open models, AI benchmarks, and agent systems. RSVP: luma.com/xs9sn0lp
Where to find #SGLang at Open Source AI Week: Sun Oct 18 · InclusionAI Tech Night, SF Tue Oct 20 · SGLang x LinkedIn Meetup, Sunnyvale Tue Oct 20 · AI Infra Night at PyTorchCon, San Jose Links below. opensourceaiweek.com @open_intel_fdn #OpenSourceAIWeek #OpenIntelligence 1️⃣ Sun Oct 18 · InclusionAI Tech Night: Your AI Reality Check in SF, hosted by Ant Open Source and inclusionAI. Request to join: luma.com/xs9sn0lp 2️⃣ Tue Oct 20 · SGLang x LinkedIn Meetup in Sunnyvale. Talks on LLM serving, including how LinkedIn runs SGLang in production. Limited spots, request to join: luma.com/zbp6a1e1 3️⃣ Tue Oct 20 · AI Infra Night #PyTorchCon in San Jose with dstack and Crusoe. GPU and infra folks, after the conference day. Request to join: luma.com/6j69xyal
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Can we trust what the AI benchmarks says? Can an agent system be smarter than its best model? Join inclusionAI at #OpenSourceAIWeek 2026 for tech talks, happy-hour drinks, food, and Token Shots 🍸 Bay Area · RSVP: luma.com/xs9sn0lp
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🥳 Meet our brand new model family, Ming-Image-0.1-Design! 1️⃣ Ming-Image-0.1-Design is a 6B text-to-image model for UI, infographics, posters, and other text-rich visual designs, while 2️⃣ Ming-Image-0.1-Design-Layer converts flattened graphics into 2–9 independently editable RGBA layers. We would also like to introduce you 2 open-source Agent Skills: the Ling UI Design Skill and the Image-to-Editable-PPT Skill. #inclusionAI #opensource #ImageModel Download and try out now🤗: 🔗Hugging Face huggingface.co/inclusionAI/M… huggingface.co/inclusionAI/M… 🔗ModelScope modelscope.cn/models/inclusi… modelscope.cn/models/inclusi…
We’re open-sourcing the Ming-Image-0.1-Design family: • Ming-Image-0.1-Design, 6B • Ming-Image-0.1-Design-Layer, 6B • Two open-source Agent Skills: the Ling UI Design Skill and the Image-to-Editable-PPT Skill Ming-Image-0.1-Design ranks #1 among open-weight models on Artificial Analysis’s UI/UX Design leaderboard. 🧵
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Make financial AI more accessible and verifiable➡️meet Ling-3.0-flash-Fin FinFIRST!✨ 💡With open weights, teams can deploy Ling-3.0-flash-Fin privately, connect it to search, Python, databases and spreadsheets, and adapt it to their own financial workflows. 🔧FinFIRST is an open benchmark for financial search agents. V1 includes 123 expert-authored tasks, 701 atomic criteria and 12,300 rubric points for tracing evidence, sources and calculations. #OpenSourceAI #inclusionAI #LLM #FinancialAI 🔗Ling-3.0-flash-Fin: huggingface.co/inclusionAI/L… 🔗FinFIRST dataset: huggingface.co/datasets/incl…
We’re open-sourcing Ling-3.0-flash-Fin, a finance-enhanced model for real-world workflows, and FinFIRST, an expert-built benchmark for financial search agents. Two open releases, one goal: making financial AI more accessible and verifiable.
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We are excited to introduce LLaDA-Image and LLaDA-Image-Turbo. Highlights: 🎨 High-quality generation for photorealistic images, posters, ads, and bilingual typography 🪄 One 6B DiT unifies text-to-image generation and instruction-guided editing Both backone and Image-Gen are diffusion models, trained in a unified framework. ⚡ Fast 2-4-step inference with LLaDA-Image-Turbo
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High-quality text-to-image pre-training need not begin with image-text pairs. 👉LLaDA-Image builds its visual generative prior from images. Of ~220M cumulative generation-training samples, >90% use image-only supervision; paired data handles later language alignment. Image-only data builds the visual world; image-text pairs connect language to it. Both backone and Image-Gen are diffusion models, trained in a unified framework.
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On Qwen-Image-Bench, LLaDA-Image scores 53.53 on the English track and 53.38 on the Chinese track, advance rankings on both among the open-source models listed in the technical report. Generation and editing share one backbone. The same model family offers two deployment profiles: Base prioritizes full quality, while Turbo prioritizes inference speed. #OpenSourceAI #dLLM #inclusionAI Try out and explore LLaDA-Image, the open release includes Base and Turbo weights, training and inference code, and the complete training recipes: 🤗 Hugging Face: huggingface.co/collections/i… 💻 Code: github.com/inclusionAI/LLaDA… 📄 Technical Report: arxiv.org/pdf/2609.03796
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