Company business, funding and M&A, people, partnerships, lawsuits, regulation and policy, markets and infrastructure.
Big shoutout to all of our partners for making Nemotron 3.5 Super VL their own through post-training 🙌 Here’s what they’ve built 🧵
Seems very important, as tons of people are tweeting about the end of bigger open models from China due to this from MOCOM, but there's a statement intending to make it easier for open source technology. Much hinges on implementation and how "near automatic" approval would work. https://twitter.com/ZilanQian/status/2111073916194013274
Tinker lets customers turn their expertise into cutting-edge models that they own. One year after launch, we look back at what we’ve shipped and what our users are building. https://t.co/fWTOG5U3k1
Meta says it is exploring how AI can accelerate health science research. Medical experts used a human-led research scaffold powered by Muse Spark 1.3 and Muse Wonder, with access to 5M retrospective de-identified electronic health records and publicly available data, to conduct original research and speed hypothesis generation, code execution, and manuscript drafting while retaining authority over scientific decisions. The 10 manuscripts span cardiology, oncology, infectious disease, emergency medicine, and more.
Scimplify raised $25 million in an all-equity strategic round led by Hitachi Ventures to expand its AI-powered specialty chemicals and critical materials business. Its Scinode platform uses specialized AI agents to identify production routes and facilities and track quality and regulatory requirements. Co-founder Sachin Santhosh said the startup plans to allocate around $7.5 million to U.S. expansion and another $2 million to Scinode development.
MemSilicon announced on October 12 that it completed tape-out of MountTai 2026, its first-generation high-density RRAM chip based on the 1TnR approach, with validation underway. The company reports a 28nm CMOS process, a 1T4R structure, 1Gb capacity, 30Mb/mm² density, access latency below 20ns, and on-chip hardware error correction. Its architecture shares one selection transistor across four resistive memory cells to reduce transistor area overhead per cell.
Trillium Labs is hiring for several roles, with near-term starts preferred, to build an open scientific ecosystem for LLMs. The roles include full-time post-training researchers, engineers experienced with open-source libraries such as megatron, MILES, sglang, and Tinker, mission-aligned generalists, nonprofit operations staff, and student researchers. Nathan Lambert says he is also interviewing for MATS and asks applicants to reply, email or DM him, and submit the form on the company website.
AI labs are buying defunct startups’ code and workplace archives through companies such as SimpleClosure and Sunset to train models and build environments where AI agents practice tasks. SimpleClosure’s Asset Hub has handled over 150 deals, while Google bought Spirit Airlines’ decades of data for $10 million this past August. The market raises questions about employee privacy, consent, and pricing, and no company has released tests comparing training results from real-world archives with alternatives.
Why it matters: The sales expose a gap between who generates workplace data and who receives its resale proceeds, with employees’ private information entering transactions that typically benefit creditors and investors.
Robotics and physical AI companies raised nearly USD 48 billion through October 8, 2026, about 1.7 times the total for 2025, according to PitchBook data cited by the Financial Times. Funding increasingly concentrates in leading companies while supporting robot hardware, general-purpose models, training data, and deployment. The report examines paid video collection, robot training facilities, and commercial deployments as ways to gather data, while acknowledging that data quality, task coverage, and transfer across robots also affect learning.
The U.S. Air Force awarded WindBorne Systems a contract worth up to $49 million for atmospheric data collected by its autonomous weather balloons, with $1.7 million ordered so far. The Air Force pays as needed and can request data for specific regions and times. WindBorne operates about 700 balloons globally and also feeds their readings into its AI weather forecasting model; executives say the contract can support fleet expansion and hardware research and development.
Starting October 1, 2026, arXiv limits submissions to two papers per person per calendar month, keeping the existing cap of three active submissions. The platform says AI tools helped push monthly submissions past 40,000, with the cs.AI category growing more than sixfold in two years and nearly 9,000 support tickets generated. Editorial advisory council chair Thomas G. Dietterich calls the rule a temporary fix until moderation tools scale.
Standard Bots, which calls itself "America's largest AI-native industrial robot manufacturer," described its AI stack for industrial robot arms used in machine tending, welding, and assembly. Its largest model is in the low billions of parameters, trained on over a billion images for zero-shot perception, with training in the cloud and inference run on-premises via edge GPUs. The company recently raised $200 million at a $1 billion valuation in a Series C led by General Catalyst and RoboStrategy.
TypeSafe announced its Series AI round, and Sequoia disclosed that the company crossed $100M ARR in its first week, three weeks after launch, according to this AINews roundup. The same issue reports several vendors shipping typed decision models on one day, including OpenAI's Decisions API on GPT-6 Luna at $0.10/M input tokens and Perplexity's pplx-decider-v1.1-27b claiming 94.5% on Decision Bench.
Mifeng Technology launched Mifengpai, which it calls the world's first full-category high-quality physical AI data crowdsourcing platform, at a Shanghai event on September 23. The platform pairs MEgo capture devices and the MEgo Engine processing platform with a collector network, and covers 22 categories, over 5,000 task types and more than 50,000 real scenarios. The company also announced a robot trainer program and a 100 million yuan subsidy plan.
As of March this year, China's daily average Token call volume exceeded 140 trillion, and large-scale inference is driving SSDs to extend from capacity and persistent storage toward the compute side. Samsung demonstrated a Z-NAND architecture, placing model weights in Z-NAND and keeping KV Cache in DRAM; large North American internet companies have begun replacing some HDDs with high-capacity QLC SSDs. Data management is also shifting from fallback-style tiering to proactive tiering at the outset of system design and dynamic scheduling during operation.
TypeSafe AI completed an $870 million funding round weeks after the launch of Jev, reaching a $7.5 billion valuation, led by Andreessen Horowitz with participation from Sequoia and existing investor DCVC.
This week, OpenAI suddenly released nearly 400 AI-generated mathematical results, spread across more than 700 manuscripts and covering directions including combinatorics, geometry, number theory, theoretical computer science, algebra, topology, probability and statistical mechanics, and mathematical physics.
Why it matters: Through first-hand reactions from dozens of mathematicians, this presents the impact of OpenAI's one-time release of nearly 400 results on the academic ecosystem and researchers' career paths.
In October 2026, a 10-person lab founded by former ByteDance intern Tian Keyu secured a $30 million investment from 5Y Capital and IDG at a $200 million valuation, with plans to release a foundation model for robotics, autonomous driving, and interactive video in 2027.
One year after launching the ZeroFlap optical module, Credo is pushing product bandwidth from 800G to 1.6T. Its latest-generation all-DSP module, Cardinal 802, for the first time combines the 200G/lane Cardinal DSP, the Kfir200 SiPho PIC obtained through the acquisition of DustPhotonics, and the PILOT diagnostic platform.
Help keep science open. Try Paper Pages: https://hf.co/papers
Tsinghua-affiliated Naive AI, registered as Beijing Zhiyan Huisheng Technology Co., Ltd., completed three funding rounds totaling $400 million in seven months. Its post-money valuation is $1.42 billion, with investors including Tencent, Boyu, Sequoia China, IDG, and Matrix Partners.
Li Jianxiong, the first PhD student at Tsinghua University's Institute for AI Industry Research (AIR), founded embodied AI company BASAL Intelligence. 5Y Capital led the round, with Ivy Capital, Linear Capital, and Huashan Capital participating. Tsinghua AIR associate professor Zhan Xianyuan is the chief scientist.
At its Huawei Connect conference, Huawei launched OceanStor M900. Nvidia has also introduced CMX Context Memory Storage. Both move reusable KV cache from inference into tiered external storage, trading storage for compute to reduce costs.
Biohub, a nonprofit backed by Mark Zuckerberg and Priscilla Chan, is coordinating an $1.8 billion effort covering data, lab equipment, and compute. The goal is to train AI models that can predict cell behavior and accelerate drug development.
Healthleap raised $38 million across seed and Series A rounds. The $8 million seed round was co-led by Sequoia Capital and First Round Capital, and the $30 million Series A was led by Hummingbird Ventures.
Google DeepMind, Meta, and AI drug-discovery startup Isomorphic Labs jointly invested $300 million in Biohub, the nonprofit biomedical research organization founded by Mark Zuckerberg and his wife. The funding will support AI datasets that let researchers pose, predict, and answer biological questions digitally.
Cloud provider Lambda is raising up to $4 billion at a $14.5 billion pre-money valuation in a round led by Coatue Management and Blackstone. It could be the company's last private financing before a planned 2027 IPO.
San Francisco startup Mirror Particle is building a foundation model from scratch to simulate human behavior and why it changes. It argues that using LLM role-play to predict group behavior is fundamentally ineffective. Its model combines customer data with current events, popular culture, and social media to track 'real behavior' rather than survey responses, and explains the motivations and constraints behind recommendations.
NVIDIA's State of AI in Telecommunications report found that 89% of respondents consider open models and software important to their company's AI strategy. NVIDIA released Nemotron 3 Large Telco Model (LTM), a 30-billion-parameter model fine-tuned by AdaptKey on open telecom datasets, and published the full fine-tuning workflow.
We are very proud of the impact of all our work using AI to accelerate science and medicine and benefit society.
DeepSeek's elastic computing team is hiring extensively, particularly for senior engineers, and published a technical article titled 'DeepSeek Elastic Computing (DSec): Sandbox Infrastructure for Large-Scale Agent Training'.
Napster co-founder Sean Parker is rebuilding Stability AI as an AI tools company for music professionals. Two years ago he participated in an $80 million rescue financing for the image-generation startup; he has now announced its new direction with CEO Prem Akkaraju.
NVIDIA says AI factory return on investment depends on three factors: output capacity, useful life, and demand. Its platform uses full-stack co-design to maximize throughput per megawatt. SemiAnalysis AgentX data show Vera Rubin NVL72 delivers more than 30 times the throughput per megawatt of GB300 NVL72 and, on DeepSeek V4 Pro, can reduce cost per million tokens by up to 45 times.
CoreWeave announced that NVIDIA Vera Rubin NVL72 systems and Spectrum-X 102.4T Ethernet are available on CoreWeave Cloud, making it one of the first cloud providers to deliver the platform. Cognition is the first customer to run Vera Rubin in production.
Why it matters: CoreWeave launched Vera Rubin NVL72 and published measured Devin throughput, offering a view of compute costs for agentic coding workloads.
At a special launch event at the 2026 World Manufacturing Convention, Gotion High-Tech introduced three offerings: the Xingchen high-power battery for low-altitude flight, an integrated new-energy logistics solution for China, Europe, and Africa, and the GotionGuard-ZERO zero-carbon digital energy cloud platform.
Visual tactile sensing is more than a simple 'camera plus silicone' setup: the density of tactile information depends on camera resolution. A 640×480 image represents 300,000 tactile information points; Yimu Technology can capture 240,000, compared with about 12,000 tactile points on a human fingertip.
Shutu Technology raised nearly RMB 100 million in a Pre-A round co-led by CDH Baifu and Kunpeng Fund, with Guangzhou Industrial Investment and Yihe Capital participating. Existing investor Trend Investment also made an oversubscribed follow-on investment. This is the company's third funding round in one month. The money will support R&D and validation for tactile-data representation training, iterate the SynaTac product line, and accelerate applications in robot contact-policy training and on-device deployment.
Consumer embodied-AI company Knowin Intelligence has raised hundreds of millions of yuan in an Angel+++ round led by a JD.com-affiliated fund, with follow-on investment from Zhengxingu Capital, Nanshan Strategic Emerging Industries Investment, and Walden International. Total funding since founding exceeds RMB 1 billion. Its GLOW generative embodied model achieved a 62.2% average success rate across 18 RoboDojo simulation tasks, 40 percentage points above the GPT-6 (Robocurve) baseline; it ranked first among the listed single-policy models on LIBERO-Pro with 86.7%.
AMD announced an all-stock acquisition of Fei-Fei Li's World Labs for $8.2 billion. The deal is expected to close by the end of 2026, subject to regulatory approval. After closing, Li will join AMD as executive vice president and chief scientist, reporting directly to Lisa Su; co-founders Justin Johnson and Ben Mildenhall will continue leading the team as it joins AMD.
Why it matters: The full deal details and the companies' year-and-a-half collaboration are laid out, helping readers understand why a chipmaker would acquire a spatial-intelligence team.
China's Ministry of Industry and Information Technology is considering easing restrictions by asking Alibaba and ByteDance to submit plans to buy Nvidia RTX Pro 5500 chips; ByteDance is reportedly planning an order of one million. The report says Jensen Huang has become Trump's most influential adviser on technology issues, and U.S. Treasury Secretary Scott Bessent said Trump and Huang are fully aligned. Some experts worry Nvidia's profit motive is influencing U.S. AI safety policy. Nvidia says these are outdated gaming chips released nearly five years ago and that easing restrictions would only benefit U.S. companies burdened by the limits.
