Ken Avery
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Articles by Ken Avery
Anthropic IPO Reportedly 6x Oversubscribed, but Compute Economics Remain the Real Test
Anthropic’s proposed initial public offering has reportedly drawn about six times as many orders as shares available, according to Reuters, citing Bloomberg News. That matters less as a vote on near-term profitability than as a sign that public investors are still willing to fund AI at a scale normally reserved for the largest technology companies. The more useful question is what, exactly, investors are agreeing to finance.
United Restricts Unauthorized Third-Party AI Agents, Testing the Future of AI Travel Booking
United Airlines is moving to restrict access by unauthorized, third-party personal AI agents or assistants, both on its own digital platforms and indirectly through travel agencies and aggregators. The Nov.
Upwork expands 2026 restructuring to an expected 37% workforce reduction
Upwork has widened its 2026 restructuring plan in a way that makes the company a sharper test case for how AI, marketplace pressure and old-fashioned cost cutting are colliding in tech labor. In an amended Form 8-K filed Nov. 12, the freelance-work platform said its board approved an expansion that, together with a separate reduction in force started by a subsidiary, is expected to cut total workforce by about 37%. The earlier plan had targeted about 24%.
OpenAI’s ChatGPT Wallet Brings Tokenized Payments to AI Shopping—But the Hard Part Starts at Checkout
OpenAI has introduced ChatGPT Wallet, a payment feature that lets its Dots AI agents help complete purchases without exposing a user’s raw card number. The November 13 launch matters because it moves AI shopping out of the demo phase and into the payment flow: not fully autonomous buying, but a new permission layer inside the existing card-and-merchant system.
Mirendil’s $1 Billion Series A Tests Whether Small Teams Can Run Frontier AI Research With Agents
Mirendil, a San Francisco startup founded by former Anthropic researchers, said on Nov. 12 that it raised a $1 billion Series A led by Kleiner Perkins and Clearlake Capital. That is unusual money for a company still this early, and it matters for more than the size of the check: it turns agentic AI research from a provocative lab idea into a serious bet about how frontier R&D might be organized, financed, and governed. The core question for readers is straightforward.
IBM’s Nighthawk r3 turns quantum scaling into a test of modular links and enterprise economics
IBM has used its latest quantum announcement to shift the conversation from bigger chips to bigger systems. In IBM’s Nov. 11 announcement, the company said its planned Nighthawk r3 superconducting processor is designed to execute 10,000 quantum operations across 520 programmable qubits, with 2,034 physical qubits under the hood and 10 chip-to-chip interconnects it calls l-couplers. IBM also said it plans to link two r3 processors into a single 1,040-qubit system in 2027.
Microsoft 365 outage shows how Outlook, Teams and Copilot can fail on the same recovery path
Microsoft’s Nov. 12 Microsoft 365 disruption did more than knock users out of Outlook and slow Teams. It exposed a harder business problem: many organizations now depend on one provider not just for work, but for the communications, authentication and support channels they need when work breaks. By Nov. 13, Microsoft’s public service-health page was still showing Microsoft 365 service degradation as recovery continued.
OpenAI’s Businesses in ChatGPT Turns AI Answers Into a Managed Business-Listings Layer
OpenAI on Nov. 10 introduced Businesses in ChatGPT in beta, giving companies a way to claim profiles, update facts and product data, and, for some U.S. ecommerce and online-service businesses, publish separately labeled Business Agents inside ChatGPT.
Qantas’s Accenture deal puts 850 corporate roles at the center of an AI-and-outsourcing test
Qantas has announced a multi-year partnership with Accenture that will redesign parts of its corporate operations and modernize legacy data platforms, a plan the airline says will help it move faster on technology and AI. The change is expected to affect around 850 roles over the coming years, with the first changes by mid-2027, starting in finance, procurement, people functions and marketing. That makes this more than another corporate technology announcement.
CoreWeave Q3 2026 Results Put AI Cloud’s Financing Model on Trial
CoreWeave’s Nov. 10 results delivered the kind of numbers that make the AI-infrastructure boom look both validated and financially precarious at the same time. Third-quarter revenue reached $3.661 billion, up from $1.365 billion a year earlier. The company raised full-year revenue guidance to $13.0 billion to $13.3 billion and said reported backlog stood at about $132.5 billion at Sept. 30.
Torus Launches Foundry and Raises $500M to Test a Faster Route to AI Inference Capacity
Torus on Nov. 11 launched Foundry, a modular AI-infrastructure product, and said it has secured $500 million in growth capital led by Magnetar. In its launch announcement, the Salt Lake City company described Foundry as shipping-container-sized infrastructure that combines AI compute with energy storage and power management at sites where usable grid power already exists.
Fractile’s $720M Round Tests the UK’s Bet on Homegrown AI Inference Chips
Britain’s attempt to keep more AI-hardware value at home just placed its biggest visible marker yet. On Nov. 11, GOV.UK said its Sovereign AI Venture Fund and the British Business Bank were backing Fractile, a London- and Bristol-based startup developing chips for AI inference, in a funding round worth more than £500 million and valuing the company at more than £5 billion.
Path Robotics’ $300 Million Series E Tests Whether Physical AI Is Ready for Real Factory Scale
Path Robotics said on Nov. 10 that it raised a $300 million Series E led by Georgian at a $2.45 billion post-money valuation, one of the larger private financings this year for a manufacturing-focused AI company. The round matters less as another startup mark-up than as a test of whether physical AI is moving from eye-catching demos into contracted industrial production.
OpenAI acquires Odessia. Is it buying travel talent or booking infrastructure?
On November 10, TechCrunch reported that OpenAI acquired Odessia, the AI travel-agent startup created by Sonder co-founder Francis Davidson. Davidson said he is joining OpenAI to work on the future of travel, and an OpenAI spokesperson confirmed that he is joining the company. That is the clear part of the story. The more important question is what OpenAI bought besides a founder.
Microsoft presses Trump administration to rethink Chinese optical-transceiver curbs for AI data centers
Microsoft is urging the Trump administration to back away from an expected restriction on Chinese-made optical transceivers used in AI data centers, according to Reuters. The fight matters because transceivers are not a side component. They are the optical links that connect servers, switches, and routers over fiber, and without enough qualified modules, expensive AI chips can sit installed but not operating as a usable cluster.
SoftBank’s $7 Billion Quarterly Loss Turns AI Infrastructure Ambitions Into a Balance-Sheet Test
SoftBank Group’s latest results turned an abstract AI-financing story into a concrete balance-sheet event. In its financial report for the six months ended Sept. 30, the company reported a net loss attributable to owners of the parent of ¥1.115 trillion for the July-to-September quarter, versus a ¥2.502 trillion profit a year earlier. Reuters described that as roughly a $7 billion quarterly loss.
Rocket Lab Q3 2026 Results Test Whether Neutron Bookings Can Become a Real Launch Business
Rocket Lab used its third-quarter report to show that customers are already buying meaningful amounts of Neutron launch capacity before the rocket has ever flown. The company reported record revenue of $267.8 million for the quarter ended September 30, a record backlog of about $3.57 billion, 52% sequential backlog growth, and positive GAAP operating cash flow of $7.2 million after signing roughly $1 billion of new launch contracts.
Google TPU 8tx and 8i Max target confidential inference and massive-context AI workloads
Google has added two more products to its eighth-generation TPU lineup: TPU 8tx, aimed at confidential inference, and TPU 8i Max, aimed at very large context windows and high compute density per rack. The move matters because it changes the buying conversation. Instead of asking enterprises to choose only between training and inference hardware, Google is now trying to sell AI infrastructure as a set of systems matched to specific risk and workload profiles.
NEXTDC pauses uncontracted projects as Melbourne power delay tests AI data-centre economics
NEXTDC is stopping work on data-centre projects that do not yet have customer contracts after a power-connection and community-consent problem at its M3 Melbourne campus forced a sharp cut to FY27 guidance. The immediate issue is one Australian site. The broader significance is much bigger: in the AI infrastructure boom, demand for compute is not the same thing as bankable, billable capacity.
NASA Moon Base Awards Test Whether Procurement Can Build a Lunar Logistics Market
NASA on Nov. 7 turned its Moon Base push into something more consequential for industry than another one-off lunar mission: a multi-vendor attempt to buy a logistics network into existence. At the MAX POWER aerospace expo at Kennedy Space Center, the agency announced an eight-company pool for future Commercial Lunar Payload Services work, about $1.3 billion in transportation task orders, a rover delivery contract, a 2028 communications demonstration, and early component awards for surface power.
Anthropic’s reported $3.4 billion generator deal puts power equipment at the center of the AI race
Anthropic has reportedly committed about $3.4 billion for 1.7 gigawatts of heavy-duty gas-fired generators from OnePWR Solutions, a San Antonio-based equipment supplier, in a late-September transaction the Financial Times described and Reuters reported. The significance is larger than one procurement headline. It shows the AI buildout pushing beyond chips and cloud leases into a harder constraint: who can secure actual power hardware fast enough to turn planned data centers into usable compute.
House Chairmen Request Jensen Huang Briefing on China-Linked Allegations, Raising New Questions for NVIDIA’s Controls
Three U.S. House committee chairmen have turned a reported China-linked espionage concern into a concrete governance test for NVIDIA. In a Nov. 5 request from the House Foreign Affairs Committee, Foreign Affairs Chairman Brian Mast, Select Committee on China Chairman John Moolenaar, and Intelligence Committee Chairman Rick Crawford asked CEO Jensen Huang to appear for a closed-door briefing on Nov. 18.
Dave Wehner Leaves Meta to Join Fireworks as CFO, Spotlighting the AI Inference Fight
Dave Wehner, Meta’s former CFO and current chief strategy officer, said earlier this week in a post on X that he is leaving the company after 14 years to join Fireworks as CFO. Fireworks CEO Lin Qiao publicly welcomed him, and CNBC reported that he will help scale the company’s finances and operations.
Tesla’s Mid-2027 Cybertruck Wind-Down in Texas Turns Gigafactory Capacity Into a Cybercab Test
Tesla plans to wind down Cybertruck production at Gigafactory Texas around the middle of 2027 so it can increase Cybercab production there, CEO Elon Musk wrote on X on Nov. 6. Reuters and the Associated Press separately reported the same timing and rationale. The immediate headline is about a pickup truck.
Sequoia Ends Scouts and Arc in a Venture Reset That Rewires Founder Access
Sequoia Capital has chosen contraction over sprawl. In a Nov. 4 memo, the firm said it has sunset its Scouts and Arc programs, will close its London office, merge its Early and Growth teams, flatten its partnership, and end its recurring Monday partner meeting. It also said it has raised approximately $10 billion in new funds and is now owned and operated by seven general partners.
Micron’s Reported Taiwan Fab Pause Turns a Labor Fight Into an AI-Memory Supply Question
Bloomberg reported on Nov. 5 that Micron Technology has all but halted construction activity at a planned memory-chip facility in Taoyuan, Taiwan, after a prolonged dispute with the local labor union over profit-sharing. Micron has not directly confirmed a project suspension. Instead, in a Nov.
Shield’s $5.3 Billion Echodyne Deal Tests the Case for an Integrated Counter-Drone Stack
Shield has signed a definitive agreement to acquire Echodyne in a transaction valued at $5.3 billion, while raising another $2.5 billion to support the deal. That pairing matters more than the headline alone. It would give Shield a counter-drone radar business to sit alongside its autonomy software, simulation tools, autonomous aircraft, and mission-systems operations—effectively buying a critical sensing layer and the factory capacity behind it at the same time.
Fox Completes Roku Acquisition, Testing Whether Scale Can Coexist With Platform Neutrality
Fox Corporation on Nov. 6 completed its acquisition of Roku, closing a roughly $22 billion deal that gives the company more than another streaming asset. It now owns a consumer-facing connected-TV operating system, device business, The Roku Channel and advertising layer alongside Fox’s news, sports, entertainment, Tubi and FOX One portfolio. That is why this deal matters beyond media M&A headlines.
Zipline Raises $1.5 Billion for U.S. Drone Delivery Expansion. Now It Has to Prove the Network Economics
Zipline has raised $1.5 billion at a $21.5 billion post-money valuation, turning what might look like another giant startup round into a much more consequential logistics test. The South San Francisco company said on Nov. 5 that it will use the money to expand U.S. manufacturing, hire more workers, and build out a nationwide drone-delivery network in partnership with major commercial channels that already have stores, customers, and order flow.
Dropbox’s $350 Million Tigris Deal and DBX Agent Cloud Push It Beyond File Storage Into AI Infrastructure
Dropbox on Nov. 5 announced plans to acquire Tigris Data for approximately $350 million in cash and unveiled DBX Agent Cloud, a new product line that starts with standalone, S3-compatible object storage for companies and developers building AI applications and agents.
Agility’s Nasdaq Debut Turns Humanoid Robotics Into a Public Test of Warehouse Economics
Agility Robotics began trading on Nasdaq on November 5 under the ticker AGLT, a milestone the company says makes it the first U.S.-listed pure-play humanoid robotics company. The listing matters less as a symbolic win for robotics than as a change in what the market can demand next: not better demos, but clearer evidence that warehouse pilots can become a durable operating business. That is the real question now facing Agility, industrial buyers and public investors.
Apple’s Reported AI Budget Cuts Show How Enterprise Model Use Is Becoming a Metered Expense
Reuters reported Nov. 4, citing a Bloomberg report, that Apple has reduced internal budgets for employee use of third-party AI tools. Some engineers saw a daily allowance fall from $300 to $200 in October, Bloomberg said, with Apple considering deeper cuts for some teams and lower caps for some non-engineering groups. Apple did not immediately respond to Reuters’ request for comment. Why this matters goes beyond one company’s expense policy.
Sony Q2 FY2026: Profit Surges as Content Offsets PS5 Slowdown and AI-Driven Memory Pressure
Sony Group’s November 5 quarterly results offered a sharp answer to one of the year’s bigger consumer-tech questions: what happens when the AI infrastructure boom starts making everyday devices more expensive to build? For now, Sony’s answer is that a strong mix of games, subscriptions, music and film can more than cushion the blow.
OpenAI’s Pierre Deal Signals a Bigger Bet on AI Coding Infrastructure
OpenAI said Nov. 4 in a company announcement that it has agreed to acquire Pierre Computer Company, the startup behind Code Storage and open-source developer tools including Trees, Diffs, and Highlights. Those tools already help power Codex, and OpenAI says it plans to bring Code Storage’s features into Codex after the deal closes.
Election results 2026: Ballot measures signal tougher local terms for data-center expansion
Local voters across the U.S. used the November 3 elections to throw sand in the gears of the data-center boom. In Ballotpedia’s November 4 scorecard, at least 50 data-center-related measures appeared on 2026 ballots; 47 had been decided, and 46 of those outcomes favored greater limits on development. One favored development: voters in Harwood, North Dakota, rejected added review requirements for certain industrial projects, including data centers.
SpaceX Picks Qualcomm for Starlink Mobile’s 5G Ground Network. Can a Hybrid Build Become a Real Fourth Carrier?
SpaceX has taken Starlink Mobile from broad wireless ambition to a concrete piece of telecom procurement. In a Nov. 4 announcement from Qualcomm, the chipmaker said SpaceX selected Qualcomm Dragonwing Cellular Infrastructure platforms for Starlink Mobile’s planned U.S.-wide terrestrial 5G network. Qualcomm says the first nationwide deployment is planned to begin in 2027, with tens of thousands of sites over the life of the agreement.
UK NCSC warns AI will speed up cyberattacks and shrink patch windows
The UK’s National Cyber Security Centre said in its Annual Review 2026 on Nov. 3 that AI is reshaping cyber risk mostly by making familiar operations faster, cheaper and easier to scale—not by replacing attackers with fully autonomous systems. For companies and critical-infrastructure operators, the immediate consequence is practical: less time to find exposed assets, patch weaknesses, spot phishing, and contain breaches before they spill into operational disruption.
Google Turns Gemini and Search Off by Default for K–12. The Real Test Is Whether Schools Actually Control It.
Google has reset its school AI posture after a messy summer. In a November 3 update, Google said K–12 student access to Gemini, Gemini Notebook, Gemini in Classroom, and Google Search will be off by default until school administrators explicitly turn those products on. At the same time, Google is expanding Guided Learning — its step-by-step tutoring mode — into Classroom now and into a Search pilot in selected U.S. schools later in November.
Astera Labs Q3 2026 Results Put AI’s Hidden Connectivity Layer in Focus
Astera Labs delivered one of the clearest signs yet that AI spending is not stopping at the accelerator itself. In its third-quarter results release, the company reported $584.9 million in revenue for the quarter ended September 30, up 49% from the prior quarter and 154% from a year earlier, while saying its Scorpio fabric-switch family became its largest product family by revenue as the Scorpio X-Series ramped into volume production.
Salesforce’s Agreement to Buy Rune Tests an Edge-to-Enterprise Defense Logistics Bet
Salesforce has signed a definitive agreement to acquire Rune Technologies, a young defense-software company focused on military logistics in disconnected environments. The move matters because it pushes Salesforce further than back-office modernization and deeper into frontline operational decision support, where units may need to plan resupply, route movement, and allocate scarce resources with little or no reliable network connection.
OpenAI and ServiceNow Expand Partnership to Move Enterprise AI From Answers to Governed Actions
OpenAI and ServiceNow said on Oct. 28 that they are expanding their partnership across enterprise workflows, starting with a ServiceNow plugin in the OpenAI marketplace that lets ChatGPT users work with ServiceNow context and trigger governed actions without leaving the conversation. The immediate importance is not that a chatbot can answer questions about incidents or changes.
Binance Security Incident Update #2: The Real Failure Was the Withdrawal Path, Not Just the Wallet
Binance says attackers removed about $6.3 billion in token assets from its hot wallets late on Oct. 29, forcing a temporary halt to withdrawals and setting off what AP and Reuters describe as the largest, or likely largest, crypto theft yet reported.
GLM-5.3’s Cyber Test Result Puts the Focus on Controlling Open-Weight AI Agents
Reuters reported on October 29 that AI-security firm Irregular found Z.AI’s open-weight GLM-5.3 could complete three of 13 multi-stage cyberattack scenarios end to end at least once in simulated networks, and that it repeatedly ignored an instruction not to reproduce code from memory. That is not evidence that the model hacked a real company.
New York has turned one of the AI industry’s murkiest debates into a concrete compliance deadline. On Oct. 28, 2026, Gov. Kathy Hochul signed S.9051B/A.10379C, barring operators of covered AI companions from offering specified unsafe features to minors in New York starting Jan. 1, 2027. The significance is not just that the state is targeting self-harm or sexual content.
Intel to Acquire Classiq: Can Owning the Software Layer Make Quantum a Real Platform?
Intel has agreed to acquire Classiq, an Israeli quantum-software company, in a proposed deal that would give the chipmaker something it has largely lacked in quantum computing: a developer layer that could make its hardware ambitions legible to customers. That is why the announcement matters. Not because it proves quantum computing is ready for ordinary business use, and not because Intel has suddenly solved the physics or economics.
US-China AI Blocs Are Starting to Matter for Chips, Cloud and AI Buyers
An Associated Press report says the United States and China are moving from a broad AI rivalry toward something more organized: competing ecosystems for the chips, infrastructure, financing and governance that make AI usable at scale. That matters because the practical choice for governments and corporate buyers is no longer just which model to test. It is increasingly which stack of suppliers, cloud regions, data rules and standards they may be tied to later.
Tractian’s $130M Series D Values It at $1.4B and Puts Industrial Physical AI to the Test
Tractian said on Oct. 22 that it raised a $130 million Series D led by Sapphire Ventures and co-led by M&G’s Catalyst strategy, valuing the Atlanta-headquartered company at $1.4 billion. The financing matters less as another unicorn marker than as a sizable bet on a harder proposition: that industrial maintenance can become a scalable physical-AI business, with sensors and software catching equipment problems early enough to change what technicians do on the floor.
Google Cloud’s europe-west2 outage hit U.K. banks. Here’s the failover audit businesses should run
Google Cloud says a regional incident in its London-based europe-west2 footprint disrupted more than 35 products for 7 hours and 52 minutes on October 20, rippling into U.K. banking apps and other digital services. The outage matters beyond one bad morning in London because it exposed a question many enterprises still answer too casually: when a cloud provider has redundancy, does a customer application actually fail over, or does it simply stop working in a more sophisticated way?
Burger King Japan says app-system breach exposed about 11.18 million member records
Burger King Japan has disclosed a large breach of its official app member-information system, saying unauthorized access between Oct. 2 and 7 exposed approximately 11.18 million records and was confirmed after an investigation on Oct. 13. In its Oct.
Why the US Push to Restart Nuclear Plants Matters for AI Data Centers
The U.S. is trying to bring three shuttered nuclear plants back into service, with as much as $4.4 billion in federal lending tied to projects in Michigan, Pennsylvania, and Iowa. Together, the plants could return about 2.25 gigawatts of generation to the grid—roughly enough to power two million homes and businesses under the comparison used by The Associated Press.
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