EastVoice · AI · 2026-10-21 · Issue #104

Editor's Note: China started the week on plumbing rather than benchmarks. Xiaomi put an open-weight model with a 1M-token window into production, DeepSeek opened the inference stack it uses to serve models at scale, and Ant Group shipped a five-model speech family. Downstream, Meituan already lists more than 350,000 skills in its agent marketplace, and MIIT moved to stop L2 cars from wearing the marker light reserved for L3.

Commentary: The number worth watching this week is not a benchmark score. It is the cost of serving a model after everyone stops looking at the leaderboard.

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I. AI Foundation Models

1. Xiaomi Puts MiMo-V2.6-Pro Into Production With a 1M-Token Window

• Summary: Xiaomi said Monday that MiMo-V2.6-Pro is live on WorkBuddy. The model scores 46 on the Artificial Analysis intelligence index, which Xiaomi calls the best result from an open-weight model, and it ships with a 1M-token context window plus multi-agent task splitting.
• Source: ITHome · 2026-10-20
• Editor's Take: A 1M-token window is table stakes for Chinese flagship models now. What stands out is that it launched inside a productivity app, not on an API pricing page.

2. DeepSeek Open-Sources DeepInfer, the Stack It Uses to Serve Its Own Models

• Summary: After releasing its models, the TileLang compiler and a set of inference operators, DeepSeek said Monday it will open-source DeepInfer, its internal inference framework. The company frames the work around cost: the model sets the capability ceiling, while serving it at scale decides who can actually use it.
• Source: ITHome · 2026-10-20
• Editor's Take: Serving code is the part competitors cannot copy from a weights download. DeepSeek handed that over too.

3. Ant Group Opens a Five-Model Speech Family

• Summary: Ant Group's Ling team open-sourced Ming-3.0, split across three series and five models that cover speech synthesis, audio understanding and dialogue, and speech recognition. Developers can take one task or chain several into a workflow.
• Source: ITHome · 2026-10-20
• Editor's Take: Speech is where Chinese open-source releases have been thinnest. Five models at once closes a gap more than it opens a lead.

4. A New Chinese Intent Model Handles Both Multiple Choice and Fill in the Blank

• Summary: The Xing4.0-29B-Intent model was published, aimed at intent understanding in two shapes. It answers classification-style questions and generation-style ones inside one model instead of splitting them across separate systems.
• Source: AI Era · 2026-10-20
• Editor's Take: Intent handling is the quiet bottleneck for agents. One model covering both query shapes is a plumbing fix worth tracking.

5. Chery Unveils CheryMind, a Vertical Model Built for Physical AI

• Summary: At its Global Innovation Conference on Monday, Chery showed CheryMind, a domain-specific foundation model the company describes as built for physical AI. It lands as Chinese automakers try to own their own model layer rather than rent one.
• Source: ITHome · 2026-10-20
• Editor's Take: Every Chinese carmaker now wants a model with its own name on it. Owning that layer and being good at it are two different projects.

6. ByteDance Rewires Seed, Its Foundation Model Team

• Summary: TMTPost reports a deep restructuring inside Seed, ByteDance's foundation model unit. Evaluation lead Huang Wenhao has left, reportedly to start a company, and several teams are being folded into a larger command structure under Wu Yonghui.
• Source: TMTPost · 2026-10-20
• Editor's Take: Turning a research lab into a large-formation army bets that execution scale beats talent scale. The departures are the counter-argument.

7. The Data-Center Bill Is Hitting a Wall Harder Than Silicon

• Summary: TMTPost traces a shift in Chinese tech earnings calls: analysts now ask when the compute actually arrives rather than how much models improved. Demand growth is running into physical limits on power and delivery, not chip supply alone.
• Source: TMTPost · 2026-10-20
• Editor's Take: Chips were the visible shortage. Power and construction are the slow ones.

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II. AI Software & Applications

1. Meituan and Tencent Both Want an App Store for AI Skills

• Summary: Meituan's AI team launched DeepSkill Market, a marketplace that already lists more than 350,000 skills, from slide building to competitive analysis. Tencent is moving in the same direction, and Huxiu reads the race as a fight over who owns the distribution layer for agent capabilities.
• Source: Huxiu · 2026-10-20
• Editor's Take: Whoever lists the skill takes the cut. That is the whole business model in one line.

2. AgiBot Backs a RISC-V Chip Startup for Embodied AI

• Summary: Xinji Wuxian / 芯际无限, a Shanghai RISC-V chip developer, closed a Pre-A round led by AgiBot alongside the Anhui automotive innovation centre, Guoyuan Capital and Hefei Baohe Ventures. The money is earmarked for a full-stack RISC-V chip for embodied intelligence.
• Source: Huxiu · 2026-10-20
• Editor's Take: A robot maker funding its own chip line is the second half of a story Chinese humanoid companies started telling last year.

3. StepFun Is Selling an AI Phone, Not an AI Feature

• Summary: STEPX Neo, the first phone from StepFun's terminal unit, went on sale this week at ¥3,999, built on a Snapdragon 8 Gen 5 platform with 16GB of memory, 256GB of storage and a 6.36-inch 120Hz OLED display.
• Source: TMTPost · 2026-10-20
• Editor's Take: A model company selling hardware is a distribution decision, not a product one. A phone is the cheapest channel it could find.

4. Meshy Ships Local 3D Editing

• Summary: Meshy released Meshy Edit, which lets a user select one region of a 3D model, describe the change in a sentence and get a new model in about a minute, with everything outside the selection left as it was. It runs on a new in-house model.
• Source: QbitAI · 2026-10-20
• Editor's Take: Local editing is what turns 3D generation from a toy into a pipeline step.

5. Huawei's ADS Software Will No Longer Be Subsidised by Carmakers

• Summary: Yinwang, the Huawei vehicle unit, will reportedly stop letting carmakers subsidise the cost of ADS driver-assistance software for buyers. The stated reason is that ongoing subscription revenue is what funds the development team.
• Source: ITHome · 2026-10-20
• Editor's Take: "Free for the first few years" was a customer acquisition line item. Someone has to pay the engineers after the promotion ends.

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III. Humanoid Robots

1. Unitree's Own Filing Warns About the Sector's Valuation

• Summary: Unitree published a stock trading anomaly notice stating that the humanoid robot industry is still in early commercialisation, with uncertainty across technology maturity, downstream demand and supply-chain readiness. The company issued the warning about its own sector.
• Source: ITHome · 2026-10-20
• Editor's Take: A company telling investors its own sector is early, after a run like Unitree's, is the most honest sentence in the valuation debate.

2. The First Robot Unicorns Are Queuing for Bankruptcy

• Summary: Huxiu counts more than 20 once-celebrated robotics companies that have folded and asks whether the sector's first bankruptcy wave has arrived.
• Source: Huxiu · 2026-10-20
• Editor's Take: A demo is a fundraising product. It is not a revenue product.

3. Dyna Robotics, 300 Days Later: "The World's Most Boring Robot"

• Summary: In a follow-up interview, Dyna Robotics calls itself the most boring robot company around, and argues that is the point. Its machines fold laundry, wash, dry and put things away. After roughly 300 days of real deployments the team says it has found its own scaling law.
• Source: Huxiu · 2026-10-20
• Editor's Take: Boring tasks have repeat customers. That is why they matter more than the videos.

4. Tactile Sensing Is Already a Public-Market Story

• Summary: Pashini AI filed for IPO coaching with the Beijing branch of the CSRC on September 20, and Tashan Technology, which also works on robot tactile perception, completed its shareholding reform the next day. Humanoid robots have not scaled, and the sensor suppliers are lining up to list anyway.
• Source: Huxiu · 2026-10-20
• Editor's Take: Sensors ship before humanoids do. The supply chain gets paid during the hype and after it.

5. Zhijia Technology Files for a Hong Kong IPO With Nine Years of Losses

• Summary: Zhijia Technology / 迦智科技 submitted a prospectus for a Hong Kong listing. Revenue has grown, but the company has stayed unprofitable: about ¥400 million of losses across three and a half reporting years, and more than ¥600 million cumulatively over the nine years since founding. In 2023 and 2024, revenue did not cover combined sales, administrative and R&D expenses.
• Source: TMTPost · 2026-10-20
• Editor's Take: Warehouse robotics has real revenue and no profit. The prospectus says which market is actually buying.

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IV. Autonomous Driving

1. China's First Natively Designed Robotaxi Prototype Rolls Off the Line

• Summary: Cao Cao Mobility said the first engineering prototype of what it calls China's first natively developed Robotaxi, built with Geely and other partners, has left the line, moving the project into vehicle-level validation on a production-grade design.
• Source: ITHome · 2026-10-20
• Editor's Take: "Natively developed" is the phrase to watch. Retrofitted Robotaxis are a fleet business. Native ones are a platform business.

2. MIIT Moves to Reserve the Blue Light for L3 and Above

• Summary: MIIT's equipment industry department published a draft rule on vehicle exterior lighting that would bar any car without an L3 or higher autonomous driving system from mounting an ADS marker lamp. L2 cars have been using the blue light anyway, and several carmakers reportedly received word of the change in July.
• Source: ITHome · 2026-10-20
• Editor's Take: The light was doing marketing work for L2 systems. Regulators noticed before drivers did.

3. Black Sesame Books Its First AI-Compute Order, About ¥300 Million

• Summary: Black Sesame Technologies signed a framework contract worth about ¥300 million with an unnamed listed Chinese company for AI compute products built on its own chips, with roughly ¥250 million of purchases expected in the first year. It is the company's first order outside intelligent driving.
• Source: TMTPost · 2026-10-20
• Editor's Take: A driving-chip company selling compute into other industries is either diversification or a hedge. The contract terms will tell you which.

4. XPeng Delivers Its First MONA L03 in France

• Summary: XPeng handed over the first MONA L03 in France, with chairman and CEO He Xiaopeng at the delivery. Europe is now a retail market for the company's entry-level line.
• Source: ITHome · 2026-10-20
• Editor's Take: Deliveries, not press conferences, are the number that matters for Chinese EV expansion into Europe.

5. AITO Will Build Its Overseas Cars With Bosch

• Summary: Seres' premium brand AITO plans a "BOSCH Inside" co-development model with Bosch for overseas models, according to a group vice-president. AITO said at the Paris auto show on October 12 that it will enter Europe in autumn 2027.
• Source: ITHome · 2026-10-20
• Editor's Take: Selling into Europe with a Bosch badge is the fastest route past software trust and homologation questions.

6. Neolix Raises Close to $400 Million, State AI Fund Said to Lead

• Summary: Unmanned delivery vehicle maker Neolix / 新石器 closed an E round of nearly $400 million, with the state-backed National AI Industry Investment Fund reported as lead investor. The company says the money funds global expansion and scaled commercial deployment.
• Source: ITHome · 2026-10-20
• Editor's Take: State capital writing the largest cheque in unmanned delivery says which autonomy market China intends to lead.

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V. World Models / Physical AI

1. VAST Open-Sources the Chain From a Sentence to a Playable World

• Summary: The Chinese 3D-generation company VAST open-sourced its full pipeline, from a text prompt through to a world that can be played in. The release covers the whole chain rather than a single model checkpoint.
• Source: ifanr · 2026-10-20
• Editor's Take: Shipping the pipeline instead of the weights is how a smaller company buys ecosystem position.

2. A Post-Training Method That Skips the Real Robot

• Summary: Qiyuan Robotics chief scientist Dong Hao and his Peking University team released HIL-UMI, aimed at post-training embodied models without tying every iteration to a physical machine. Dong's framing is that pre-training sets the floor and post-training sets the ceiling, which is where real-world success rates are decided.
• Source: Leiphone · 2026-10-20
• Editor's Take: Every embodied company is bottlenecked on the same thing, the cost of trying again on real hardware.

3. Wang Xingxing's "One or Two Years", Examined

• Summary: At the Shanghai industrial fair roundtable on October 12, Unitree founder Wang Xingxing said embodied AI's "ChatGPT moment" could arrive within one or two years, suggesting GPT-7 might crack the problem. TMTPost works through what that promise assumes about data, hardware and evaluation.
• Source: TMTPost · 2026-10-20
• Editor's Take: A timeline from someone selling the hardware is worth reading as a demand roadmap, not a capability forecast.

4. Shandong Wants Climbing-Assist Robots on Mountain Trails

• Summary: Shandong's provincial tourism plan for the 15th Five-Year period calls for exploring "embodied AI plus tourism", including support for deploying climbing-assist robots at mountain scenic areas inside a wider AI-in-tourism ecosystem.
• Source: ITHome · 2026-10-20
• Editor's Take: Provincial tourism plans are where Chinese robotics demand gets scheduled. Climbing assistance is a service contract with a named customer.

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物界前沿 | EastVoice · 27 items: 7 foundation models, 5 software, 5 humanoid, 6 autonomous driving, 4 world models / physical AI.