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BREAKING: SpaceX donates @Starlink kits to help vulnerable children. Lagos State’s Ministry of Youth and Social Development received Starlink devices to improve care services via BEB Global. SpaceX’s wider grant covers 750 kits in 16 countries and 12 months of free internet.

BREAKING: SpaceX says Boca Chica Beach will remain public, outlining major efforts to protect and restore it. • More than 50 tons of trash have been removed through weekly beach cleanups with the City of Starbase. • It has offered to invest tens of millions of dollars to fight beach erosion, restore the shoreline and preserve public access. • Its work with conservation partners has contributed to record sea turtle rescue efforts. • The proposed purchase covers approximately 1,200 acres surrounding the launch facility. Boca Chica Beach and the Texas coastline are excluded. • Around 600 acres would be permanently protected from development to preserve sensitive coastal habitat. • Proceeds from the proposed sale would help Texas invest in new parks and recreation in the Rio Grande Valley. • SpaceX is working with state agencies to improve safety around the launch facility while maintaining public beach access.

GCSA Insight: Critical Security Vulnerability Discovered in a Leading Robotics Manufacturer’s Product, with System-Level Privilege Compromise Verified on Physical Hardware As artificial intelligence and embodied AI technologies continue to advance, robots are evolving from conventional automated machines into intelligent systems capable of perception, decision-making, and autonomous operation. At the same time, cybersecurity risks are extending beyond software and data into the physical world. The security of robotic systems is no longer solely a matter of protecting data and devices; it can also directly affect operational safety, physical environments, and user safety. Recently, the security research team of the Global Cybersecurity Alliance (GCSA) discovered and verified a critical security vulnerability in a product developed by a leading robotics manufacturer. Through in-depth analysis and multiple rounds of testing on physical hardware, the team successfully breached the device’s system security boundaries and obtained the highest level of operating system privileges in a real-world device environment, demonstrating the vulnerability’s actual impact under specific testing conditions. This research encompassed the entire process, from identifying the security flaw and assessing its risks to validating its impact on physical hardware. The findings also highlight significant challenges facing the underlying security mechanisms of embodied AI systems. The research findings and supporting evidence have been formally submitted to the manufacturer. On November 13, 2026, the manufacturer responded by email, preliminarily confirming the existence of the vulnerability and stating that it had initiated internal remediation efforts and an assessment of the scope of affected products. It is important to emphasize that confirmation of a vulnerability does not mean the associated security risks have been eliminated. GCSA will continue to monitor the manufacturer’s assessment of the affected scope, remediation plans, and subsequent security validation, and will update its research findings as new information becomes available. For intelligent systems capable of physical interaction and movement, timely, effective, and verifiable security remediation is particularly important. In accordance with responsible vulnerability disclosure principles, GCSA is currently withholding sensitive information, including the manufacturer’s identity, specific product details, the vulnerability’s underlying mechanisms, and exploitation methods. GCSA is currently seeking guidance from relevant authorities and regulatory bodies regarding the associated security risks. Taking into account the manufacturer’s remediation progress and a comprehensive assessment of potential security implications, GCSA will carefully determine the appropriate arrangements for further disclosure. Subject to appropriate conditions and upon obtaining the consent of the relevant authorities and regulatory bodies, GCSA will publicly release a detailed security insight report, providing the industry with ongoing updates on the research findings and associated risk assessments. The findings of this research are based on specific testing environments and the evidence obtained to date. They do not imply that other product models or similar robotic systems are affected by the same security issue. This security research and validation on physical hardware represent one of GCSA’s initiatives in the field of embodied AI security. GCSA will continue to advance security research, coordinated vulnerability disclosure, and industry collaboration to promote stronger security response mechanisms across the artificial intelligence sector, enhance product security, and strengthen industry trust. 🔗 Read the full report: · Stay Connected with GCSA Follow GCSA's official social media channels for the latest news, product launches, research developments, and ecosystem updates. GCSA Official Telegram Channel: GCSA Official WeChat Account: #GCSAInsight# #GCSACybersecurity# #GCSASecVibe#

SpaceX has just unveiled a massive new $50 billion Supercomputing Campus that they want to build in Cochise County, Arizona. All info: • Up to 6 GW across the 9 supercomputing buildings • Construction starts 2027 • Size of each supercomputing building: ~493,000 square feet. • Total supercomputing building space: 4.44 million square feet, excluding support facilities. • SSVEC residential customers are projected to see electricity bill reductions of 10–40%. • Up to 24 GWh of grid-connected battery storage to provide backup power, stabilize the regional electric grid, support local voltage, and absorb fluctuations in electricity demand. Among the largest planned battery installations in the United States. • Additional solar generation in the region is planned to supply renewable electricity during the day and reduce demand on the local grid. • No dedicated on-site power plant or fuel storage yard is planned. • Each supercomputing building will have 10 MW of natural-gas-powered standby generation for critical equipment, operating only during utility outages and periodic testing. • No gas turbines will be installed at the site. • SpaceX plans to fund $3.6 billion in grid infrastructure upgrades, transferred to AEPCO at no cost to its members. • Up to $260 million annually in additional benefits for cooperative members at full buildout, on top of residential bill reductions. • Up to $200 million annually for cooperative members statewide, in addition to SSVEC benefits. • The supercomputers will use dry cooling with a closed-loop water circulation system rather than evaporative cooling. • SpaceX projects zero ongoing industrial water consumption. • The cooling system will be filled initially, with water reused for up to 10 years. • SpaceX estimates annual water usage equivalent to approximately 20–30 Arizona residential homes. • Projected annual water use would be less than 2.5% of a single center-pivot irrigation system's annual consumption. • Permanent jobs: Approximately 1,000. • Construction jobs: Approximately 5,500. • Annual property tax revenue: Up to $103 million in estimated new annual revenue. • Regional economic benefits: SpaceX says its investment will support public education, infrastructure, essential local services, and economic development. • Local suppliers: SpaceX is encouraging suppliers to participate in construction and development of the campus. • Noise mitigation: Equipment will be positioned away from neighboring properties where possible, with setbacks and additional screening to reduce noise. • Nighttime lighting: Outdoor lighting will remain off unless work is underway, with active lights shielded and directed downward. • Dark-sky protection: The campus will comply with Cochise County's dark-sky requirements to limit light pollution. • Nighttime construction: SpaceX says it will seek waivers when nighttime construction lighting is necessary. • Wildlife protection: The campus is being designed with consideration for the region's sandhill crane wintering habitat. This campus's purpose is to build one of the world's most advanced AI supercomputing campuses to train SpaceX's superintelligence models and support scientific and engineering breakthroughs. Learn more:

Development of the Starbase supercompute site is creating an opportunity to address decades of environmental neglect. Portions of the property were used for unauthorized dumping dating back to the 1960s. We're undertaking cleanup efforts to remove decades of accumulated debris, including scrap metal, discarded appliances, old tanks, fiberglass insulation, construction materials, and thousands of illegally dumped tires

Key takeaways on Nvidia CEO Jensen Huang’s resignation: 1. Near term, the bad news is priced in: For the stock market, this could be a one-time clearing event. Huang has now fully cut ties with Nvidia, so Congress summoning him and any follow-up investigations should have less impact on Nvidia’s stock from here. As for how Huang’s next moves might affect Nvidia, it’s too early to call before the investigation results are out. 2. Google’s TPU is likely the biggest beneficiary: With Nvidia facing succession uncertainty, Google’s TPU has a chance to win more trust from customers and the supply chain. Its key partners, MediaTek and Broadcom, could be the market’s near-term focus. 3. Succession impact shows up in 2028 at the earliest: CFO Colette Kress is now interim CEO. The formal CEO transition and the organizational changes that come with it will likely start affecting Nvidia’s product development and competitiveness in 2028 at the earliest. 4. Capacity pre-booking and spec upgrades are the key focus for supply chain checks: Huang’s product strategy pushed the supply chain hard in two ways: capacity pre-booking and spec upgrades. It’s critical to watch for any changes in capacity expansion and new tech development across the supply chain. These are among the core reasons Nvidia’s supply chain trades at high P/E multiples. 5. China demand and export controls: The share of Nvidia’s AI chip revenue that ultimately ends up with Chinese buyers may be higher than what the company has officially stated. That’s why some investors worry Nvidia’s revenue will drop sharply once the US government tightens export controls. But China’s end demand won’t disappear because of export controls. Even under tighter rules, as long as overseas resale channels exist, Chinese buyers may still pay the premium, even at several times the price, and get Nvidia chips/racks through indirect routes.

Jacek from DEGEN shares his perspective on how rapidly AI is changing software development and what that could mean for the future. “Jacek has seen the progress firsthand. Work that once required hiring separate developers to build an iOS app could now be handled by a single engineer using modern AI tools. The pace of improvement over the last 18 months has been remarkable.” “He believes AI could eventually become far more capable than humans across almost every type of work. Looking ahead, he sees two possible paths: humans adapting to a world led by advanced AI or integrating more closely with it. Either way, he believes this transformation is coming much sooner than many expect.”

Gemini 4 Argon greatly accelerated the development of Gemini Robotics 2.5. It acted as a simulation engine, teaching robotics new skills that are usually dependent on massive amounts of physical data. Gemini Robotics 2.5 is now rolling out to our robotics partners. Learn more.

Suiball Refund Announcement Thank you to everyone who supported us on this journey. We set out to build a secure hardware device that was more than just a hardware wallet: one fully native to Sui. We did it. Suiball went into manufacturing, and we were ready to ship the first batch to our supporters. After a wave of recent hardware wallet attacks across the industry, the Sui Foundation decided the risk of backing a hardware wallet project was too high right now. We understand that decision. Sui puts the security of its users and ecosystem first. Still, after years of intense development and a finished, working product, it's hard to say that we have to close Suiball down. That's the nature of building an ambitious startup. We had the right intentions and the right capabilities, but this one wasn't meant to be. How refunds work: 🔹 On-chain pre-orders (~80% of orders): You'll get your refund in USDC, airdropped straight to the wallet that holds your soul bound pre-order NFT. You don't need to do anything. This will happen within the next week. 🔹 Credit card pre-orders: You'll get an email asking for a Sui wallet address. Your refund will be airdropped there in USDC. We'll run a second airdrop once addresses come in. 🔒 All the personal information you gave us for device delivery, including your name, email, shipping address, and phone number, will be permanently deleted once refunds are complete. We won't keep any records. ⚠ We will never ask for your seed phrase, private key, or any payment. Only reply to emails from info@citadelwallet.io Suiball will officially close once all refunds are complete. Thank you for believing in us.

之前推荐过几篇 Agent Eval 相关的文章，今天再推荐一篇 LangChain 最新的《What Is Eval-Driven Development》，这篇讲得挺实用，很适合正在做 Agent 和 Harness 的朋友。 文章主要介绍 Eval-Driven Development（EDD），核心思路是把 Eval 融入 Agent 的日常开发。 先定义什么算成功，写好 Eval、跑 Baseline，再修改 Prompt、Tool 或 Harness，通过相同的任务对比效果。 文中有个挺有意思的例子。 给知识库 Agent 新增 create_ticket 工具后，整体 Eval 分数提高了，结果它连「VPN 怎么连接」这种普通咨询都开始创建故障工单。 通过 Trace 排查才发现，工具描述太宽泛，导致 Agent 错误调用了工具。 这也说明不能只看 Eval 平均分。一次改动可能让新任务表现更好，却破坏原本正常的功能。除了最终结果，还需要检查执行轨迹，并保留独立测试集，避免反复优化导致过拟合。 这套思路很值得借鉴，尤其是现在大家都在不断调整 Skill、Prompt 和 Harness。 新增一个 Skill、修改一段 Workflow，甚至删掉旧 Harness，都应该通过 Eval 判断是否真的有效。 感觉 Eval-Driven Development 很值得成为 Agent 开发中的常规习惯，每次迭代都能有据可依。 原文：