Strong results and a higher outlook from AI cloud provider CoreWeave renewed investor enthusiasm for AI on Wednesday. CoreWeave expects to become profitable in 2028, helping ease concerns about whether demand can support its debt-funded expansion. Its shares rose 16% in U.S. premarket trading, Nasdaq futures gained 1.6% and S&P 500 futures rose 0.7%. Technology shares also led gains in Asia and Europe; the STOXX 600 was up 0.4% and near its August record, despite expectations of further Federal Reserve rate increases.
CoreWeave CEO Mike Intrator canceled a planned share sale after the company beat revenue expectations and raised its outlook. The company reports a $132.5 billion backlog, but must build data centers, buy GPUs and deliver services to turn those commitments into revenue. Intrator told CNBC CoreWeave would be fine even if Democrats swept the midterms and policy changed; his decision to retain his shares was presented as confidence in the company’s growth and ability to meet its commitments.
AI expert Kai-Fu Lee argues in a new book that companies should redesign operations around AI rather than simply add tools. He urges leaders to integrate AI into core workflows and decisions, combining it with company data and expertise, and to assess projects by measurable effects on the bottom line. Lee expects smaller teams, clear ownership of results and systems that surface knowledge across company files and employees. He advises executives to use AI themselves before focusing on wider business changes.
Several companies announced new AI products and infrastructure plans. Helsing plans to unveil AI targeting software for Germany’s armed forces that could offer an alternative to Palantir’s Maven system. Quake AI, RUM Group’s infrastructure business, plans to use NVIDIA Minerva to monitor AI factory operations by combining data from GPUs, networks, storage, schedulers and workloads to detect anomalies, diagnose likely causes and anticipate failures. RUM says it operates more than 22,000 GPUs and plans NVIDIA Vera Rubin deployments in 2027.
HyperBench has launched a platform that connects hardware and software engineering workflows, mapping repositories, components, interfaces, protocols and test evidence into a system graph for AI agents. Its workflow records test failures, assigns fixes across repositories, retests hardware and drafts pull requests for review. The company reports 20% higher correctness and faster debugging than vanilla Claude and Codex in a system-level reasoning benchmark.
Bay announced a $37 million Series A on November 10, 2026, led by Battery Ventures, bringing its total funding to $50 million. Investors include Micron Ventures, Microsoft’s M12 and Wiz CEO Assaf Rappaport. Bay’s platform reviews AI-agent actions in the context of a full session and can allow or block them in milliseconds across models and frameworks. The company says deployment takes under five minutes and requires no persistent endpoint agent, kernel driver or network proxy. It reports customers including Micron, Peloton, ClickUp and Wix, and plans to expand its teams and sales in the U.S. and Europe.
In AI research and governance, a study comparing TabPFN-3.5 with tuned gradient-boosted trees across five public telecom churn datasets found higher expected maximum profit for TabPFN-3.5 on Cell2Cell (1.9%) and the Iranian dataset (7.6%). It also led across all 10 Orange splits by 14.3%, but that result was not statistically significant after correction. Researchers caution that the reused datasets do not represent independent operators and cite the model-weights license as the main barrier to production. Separately, the Cloud Security Alliance launched STAR for AI Level 2, adding independent governance checks and automated analysis to its STAR framework. Qualification routes draw on ISO/IEC 27001:2022, ISO/IEC 42001:2023 and the AI Controls Matrix, and all require a Valid-AI-ted AI-CAIQ submission; a separate attestation route builds on SOC 2.
The supplied report on Bell County district courts describes a busy week of felony cases: a woman received 10 years of probation after a second-degree felony conviction stemming from an argument in Killeen that left her boyfriend cut and bleeding. Police also reported a stabbing, a drug seizure after a traffic stop and identification of a stabbing victim. Prosecutors dropped three capital felony charges against Marvin Louis Guy, who was convicted in 2023 of murdering a Killeen SWAT team leader.
Key Takeaways
- CoreWeave’s strong results and outlook lifted technology shares globally; the company expects profitability in 2028.
- CoreWeave CEO Mike Intrator canceled a planned share sale as the company reported a $132.5 billion backlog, which requires substantial infrastructure and service delivery to convert into revenue.
- Kai-Fu Lee says businesses should embed AI in core workflows, pair it with company knowledge and measure its impact on the bottom line.
- Helsing plans AI targeting software for Germany’s armed forces as a potential alternative to Palantir’s Maven.
- Quake AI plans to deploy NVIDIA Minerva; RUM Group says it operates more than 22,000 GPUs and plans NVIDIA Vera Rubin deployments in 2027.
- HyperBench says its hardware-and-software engineering platform scored 20% higher in correctness and debugged faster than vanilla Claude and Codex in a system-level benchmark.
- Bay raised $37 million in a Series A led by Battery Ventures, bringing total funding to $50 million; Microsoft’s M12 participated.
- Bay says its product can allow or block AI-agent actions in milliseconds and deploys in under five minutes without a persistent endpoint agent, kernel driver or network proxy.
- TabPFN-3.5 exceeded tuned trees on two telecom churn datasets, but researchers flag limits to generalization and the model-weights license as a production barrier.
- The Cloud Security Alliance introduced STAR for AI Level 2, while the Bell County report covers court cases, police incidents and dropped charges against Marvin Louis Guy.
CoreWeave results lift stocks as AI optimism returns
Stocks rose on Wednesday as investors focused on renewed excitement about artificial intelligence after strong results from CoreWeave, an AI infrastructure firm. They looked past expectations of further Federal Reserve interest rate rises. European shares gained, with the STOXX 600 up 0.4% by 0924 GMT and close to its August record. Technology stocks also led gains across Asia.
CoreWeave results boost technology shares around the world
Technology stocks lifted world shares on Wednesday as investors responded to renewed optimism about artificial intelligence after strong results from cloud computing firm CoreWeave. Investors looked past growing expectations of further Federal Reserve tightening. The article reports that technology shares led gains in global markets.
CoreWeave outlook sparks gains in stocks and AI shares
Stocks rose on Wednesday as investors focused on renewed excitement about AI after CoreWeave reported strong results. The company said it expected to become profitable in 2028, easing concerns about whether demand could support its debt-funded expansion. CoreWeave shares rose 16% in US premarket trading. Nasdaq futures climbed 1.6%, while S&P 500 futures gained 0.7%; European shares and technology stocks in Asia also advanced.
Kai-Fu Lee says companies must rebuild around AI
AI expert Kai-Fu Lee says companies need to redesign how they operate, rather than simply add AI tools. In his new book, he urges leaders to build AI into core workflows and decisions, and combine it with company data and expertise to create value. Lee says CEOs must lead this business change and judge projects by their measurable effect on the bottom line. He expects smaller teams, clear ownership of results and AI systems that help uncover knowledge spread across company files and employees. Lee recommends that executives start by using AI themselves, then focus on the business.
CoreWeave CEO drops planned share sale after strong results
CoreWeave CEO Mike Intrator canceled a planned share sale after the AI cloud provider beat revenue expectations and raised its outlook. The article says CoreWeave has a $132.5 billion backlog and must build data centers, buy GPUs and deliver services to turn those commitments into revenue. Intrator also told CNBC the company would be fine despite a Democratic midterm sweep and concerns about policy changes. The article presents his decision to keep his shares as a sign of confidence in the company’s growth and ability to meet its commitments.
TabPFN model raises telecom churn profits on two datasets
Researchers compared four tabular foundation models, including TabPFN-3.5, with Optuna-tuned gradient-boosted trees on five public telecom churn datasets. Across 10 seeded splits, TabPFN-3.5 earned significantly more expected maximum profit than the best tuned tree model on the Cell2Cell dataset by 1.9% and the Iranian dataset by 7.6%. It also led on all 10 Orange splits by 14.3%, but that result was not statistically significant after correction. The findings do not represent independent telecom operators because the splits reused the same datasets. The researchers said the license for the TabPFN-3.5 weights, License v1.0, is the main barrier to production use.
Helsing to reveal AI targeting software for German armed forces
AI defense company Helsing plans to unveil an AI-based targeting software solution on Wednesday. The software could offer the German Armed Forces an alternative to Palantir’s Maven system, made by US company Palantir.
HyperBench launches AI agents for hardware and software engineering
HyperBench, a Y Combinator-backed platform for developing hardware and software together, has launched. Founders Justin Leong and Ivan G. created it to help engineers trace integration failures across separate hardware and software workflows. The platform maps code repositories, hardware parts, interfaces, protocols and test evidence into one system graph, giving AI agents context about how components work together. HyperBench reported 20% higher correctness and faster debugging than vanilla Claude and Codex in a system-level reasoning benchmark. Its workflow traces problems, records failures on a test bench, assigns fixes across repositories and retests changes on hardware before producing draft pull requests for review.
Quake AI plans to use NVIDIA Minerva for data center operations
Quake AI, RUM Group’s AI infrastructure business, plans to deploy NVIDIA Minerva, a platform designed to support AI factory uptime and performance. NVIDIA named Quake AI among the companies planning to use the system. Minerva combines data from GPUs, networks, storage, schedulers and AI workloads to help detect unusual activity, find likely causes and anticipate failures. RUM Group CEO Chris Pavlovski said the company operates more than 22,000 GPUs and plans NVIDIA Vera Rubin deployments in 2027. Quake AI provides bare-metal GPU infrastructure for AI training and inference.
Cloud Security Alliance adds verified AI governance certification
The Cloud Security Alliance has launched STAR for AI Level 2, a certification that adds independent checks of AI governance to its existing STAR framework. It combines certification with automated analysis through CSA’s Valid-AI-ted for AI process and aligns with the AI Controls Matrix. Organisations can qualify through three routes using ISO/IEC 27001:2022, ISO/IEC 42001:2023 and the AI Controls Matrix, depending on their existing certifications. Every route requires a Valid-AI-ted AI-CAIQ submission. CSA also offers a separate attestation route that builds on SOC 2 and checks the design and operation of AI controls.
Court cases keep Bell County district courts busy
Bell County’s four district courts handled a busy week of felony cases. A woman was found guilty of a second-degree felony after an argument in Killeen left her boyfriend cut and bleeding, and she received 10 years of probation. Killeen police also reported a stabbing, a drug seizure following a traffic stop, and the identification of a stabbing victim. The Bell County District Attorney’s Office dropped three capital felony charges against Marvin Louis Guy, who was convicted in 2023 of murdering a Killeen SWAT team leader.
Bay raises $37 million to secure enterprise AI agents
Tel Aviv based startup Bay announced on November 10, 2026, that it raised a $37 million Series A led by Battery Ventures, bringing its total funding to $50 million. The round included Micron Ventures, Microsoft’s M12 venture fund and Wiz CEO Assaf Rappaport, and followed a $13 million seed round co-led by YL Ventures and Striker. Bay’s platform reviews each AI agent action in the context of its full session and can allow or block it in milliseconds, while working across different models and agent frameworks. The company says deployment takes under five minutes and needs no persistent endpoint agent, kernel driver or network proxy. Bay reports dozens of enterprise customers, including Micron, Peloton, ClickUp and Wix, and plans to use the funding to expand its teams and sales in the United States and Europe.
Sources
- Stocks gain as CoreWeave reignites AI trade
- Tech lifts world stocks as CoreWeave revives AI trade
- Stocks gain as CoreWeave reignites AI trade
- Why companies must become AI native: A Q&A with Kai-Fu Lee
- CoreWeave CEO Cancels Share Sale After Earnings Beat
- Tabular Foundation Models vs Tuned Gradient Boosting for Telecom Churn: A Profit- and Calibration-Aware Evaluation
- Artificial Intelligence: Helsing unveils a potential competitor to Palantir’s Maven system
- Ex-OpenAI and Anduril engineers build AI agents for hardware-software development
- Quake AI Plans to Deploy NVIDIA Minerva to Strengthen AI Factory Operations
- Cloud Security Alliance launches verified AI assurance level
- Rebounding AI stocks lift Wall Street
- Bay Raises $37M Series A to Scale Enterprise AI Agent Security
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