CoreWeave’s third-quarter results lift confidence in AI infrastructure demand. Revenue reached $3.66 billion, up 168% year over year, and the company raised its 2026 revenue forecast to $13 billion–$13.3 billion. It expects about $9 billion in customer prepayments and deposits over the next three months and says it plans to rely mainly on contract-backed financing rather than unsecured debt at current yields. CoreWeave shares rose nearly 13% overnight after losing more than 40% in the previous month amid concern over debt-funded expansion.
The news helped push Asian chip shares and U.S. futures higher. South Korea’s KOSPI gained 1.8%, Japan’s Nikkei 225 rose 1.2%, and Taiwan Semiconductor Manufacturing advanced 2.6%; Nasdaq 100 futures rose roughly 1.7% to nearly 2%. Chinese and Hong Kong benchmarks fell as hotter U.S. inflation lifted Treasury yields and revived rate-increase concerns. Investors are also watching NVIDIA’s upcoming results, further CoreWeave guidance and the Federal Reserve’s decision. Analysts are divided on how durable an AI-stock rally will be, with one Goldman Sachs analyst describing the shares as oversold while warning of few near-term catalysts.
SoftBank Group, a major AI investor, reported a 1.1 trillion yen ($7 billion) loss for the three months through September, compared with a 2.5 trillion yen profit a year earlier. The Associated Press attributed the result to concerns about its AI investments. Sales rose 16% to 2.2 trillion yen, and SoftBank shares had fallen about a third over the past year before rising nearly 14% in Tokyo ahead of the results.
AI adoption is also expanding through education and business operations. Sreenarayanaguru Open University and Kochi-based Saina Human AI signed an agreement on November 6 to provide AI training to more than 100,000 learners under the initiative “Keralam, Let’s Talk AI – Towards an AI-Powered Keralam.” Their first courses are AI Content and Media Production and Applied AI for Modern Professionals; enrolment and schedules will be announced later. Simpro Group launched JustDo, an AI operations agent for trade businesses using Simpro, AroFlo and BigChange in the United States, Australia and the United Kingdom. It accepts typed or spoken requests and documents such as emails, photos, PDFs and spreadsheets, then drafts jobs, quotes and other records for review before saving.
Hyundai Steel selected five AI transformation projects from 198 submissions for recognition at its 2026 results meeting. The work covers raw-material logistics and scrap blending, as well as AI-supported sales strategy, material procurement and coil transfers, and analysis of appropriate purchase prices. Separately, researchers developed two financial forecasting frameworks combining Fuzzy Cognitive Maps with long short-term memory networks. One adapted its maps to new market patterns within 10–15 trading days and scored 7.6 percentage points higher than an LSTM on return-sign accuracy for NASDAQ Composite data. The second builds research-based maps with citations for each connection and recorded 68.9%–85.7% state-directional accuracy in its center-node models.
As AI agents take on more online shopping tasks, retailers face added cybersecurity and data-protection responsibilities. Guidance in one article urges businesses to assess service-provider access to systems and customer data, review payment security, test incident response and consider risks from using AI in cybersecurity, while meeting UK GDPR obligations. A separate December 1, 2026 event will demonstrate an AI agent testing a live web application across multi-step workflows, including combining information disclosure and an IDOR to validate an account-takeover path. The demonstration is set to include customer-defined scope, guardrails, audit trails and replayable evidence. The Secure AI Summit Atlanta 2027 will address enterprise AI security, governance and responsible adoption, with Continuing Professional Education credits available to attendees who participate fully.
The U.S. Department of Energy is also applying AI to protect critical energy infrastructure through its AI-FORTS program. A project developed with Sandia National Laboratories, Communications and Cybersecurity for the Energy Edge (C2E2), reduced energy-system data preparation from about two months to a few hours—a 90% reduction. The team plans to explore large language models for more user-friendly cybersecurity impact assessments, while the department continues research on defending energy systems and the AI technologies they use.
Key Takeaways
- CoreWeave reported $3.66 billion in third-quarter revenue, up 168% year over year, and raised its 2026 forecast to $13 billion–$13.3 billion.
- CoreWeave expects about $9 billion in customer prepayments and deposits over the next three months and plans to favor contract-backed financing over unsecured debt at current yields.
- CoreWeave’s results boosted Asian chip stocks and Nasdaq 100 futures, while Chinese and Hong Kong markets declined amid higher U.S. inflation and renewed rate concerns; investors are watching NVIDIA’s results and Federal Reserve decisions.
- SoftBank Group posted a quarterly loss of 1.1 trillion yen ($7 billion), with the Associated Press citing concerns about its AI investments; sales increased 16% to 2.2 trillion yen.
- SGOU and Saina Human AI plan AI training for more than 100,000 learners, beginning with courses in AI Content and Media Production and Applied AI for Modern Professionals.
- Simpro’s JustDo drafts operational records from plain-language requests and attached documents for users of Simpro, AroFlo and BigChange, with a preview before anything is saved.
- Hyundai Steel selected five AI projects focused on manufacturing logistics and scrap blending, sales strategy, procurement, coil transfers and purchase-price analysis.
- Researchers’ Fuzzy Cognitive Map and LSTM forecasting frameworks showed adaptive market-pattern learning and reported accuracy results on NASDAQ Composite data.
- Retailers are urged to review AI-related data access, payment security and incident response; a scheduled Pentera demo will show an AI agent testing web-application exploits with scope controls and audit evidence.
- DOE’s C2E2 project cut energy-system data preparation time by 90%, from about two months to a few hours, and plans to explore large language models for cybersecurity impact assessments.
CoreWeave earnings lift Asian AI and chip stocks
Asian technology stocks rose Wednesday after AI cloud provider CoreWeave reported stronger than expected earnings and raised its 2026 revenue forecast. CoreWeave reported third quarter revenue of $3.66 billion, up 168% from a year earlier, and its shares climbed nearly 13% overnight. South Korea, Japan and Taiwan saw gains in several chip stocks, while Chinese and Hong Kong technology shares fell after hotter U.S. inflation raised concerns about higher interest rates. CoreWeave’s shares had lost more than 40% in the previous month amid concerns about its debt funded expansion.
CoreWeave results boost Asian chip stocks as China shares slip
Asian technology stocks rose Wednesday after AI cloud provider CoreWeave beat third quarter revenue expectations and raised its 2026 outlook. The company reported $3.66 billion in third quarter revenue, up 168% from a year earlier, and its shares jumped nearly 13% overnight. South Korea’s KOSPI gained 1.8%, Japan’s Nikkei 225 rose 1.2%, and Taiwan Semiconductor Manufacturing added 2.6%. By contrast, China’s CSI 300 and Shanghai Composite each fell 0.2%, while Hong Kong’s Hang Seng dropped 0.9%, as hotter U.S. inflation pushed Treasury yields higher and renewed concerns about interest rate increases.
Nasdaq futures rebound as CoreWeave earnings revive AI demand
Nasdaq 100 futures rose about 1.7% on November 11, 2026, after CoreWeave’s stronger than expected earnings lifted AI stocks. The rebound followed losses on November 10, when the Nasdaq Composite fell 0.74%, the S&P 500 declined 0.38%, and the Dow Jones Industrial Average lost 0.30%. Investors are weighing AI infrastructure demand against expectations of Federal Reserve rate increases after hotter than expected October inflation. Goldman Sachs, JPMorgan and Morgan Stanley are broadly positive on earnings, while Citigroup is more cautious. The article says future gains will depend on earnings, interest rates, NVIDIA’s upcoming results, further CoreWeave guidance and the Fed’s decision.
CoreWeave earnings spark rally in chip and AI stocks
Nasdaq 100 futures jumped nearly 2% Wednesday as CoreWeave’s third quarter results renewed confidence in AI stocks. CoreWeave reported $3.66 billion in revenue, up 168% year over year, and raised its 2026 forecast to $13 billion to $13.3 billion. The company expects about $9 billion in customer prepayments and deposits over the next three months and plans to rely mainly on contract backed financing rather than unsecured debt at current yields. Several chip and data center companies gained before the market opened, while Berenberg’s Ulrich Urbahn said investors were buying back shares at lower valuations. Goldman Sachs analyst James Schneider called AI stocks oversold but warned that a lasting rally could lack catalysts before year end.
SGOU and Saina Human AI plan training for over one lakh learners
SGOU and Saina Human AI signed a memorandum of understanding to provide AI training to over one lakh learners. The first courses will be AI Content and Media Production and Applied AI for Modern Professionals. The partners plan to offer more programmes later. The university will announce enrolment details and course schedules separately.
SGOU and Saina Human AI plan AI training for over 100,000 learners
Sreenarayanaguru Open University (SGOU) signed an agreement with Kochi-based Saina Human AI to expand AI education for more than one lakh learners. The agreement was signed on November 6 at SGOU’s headquarters in Kureepuzha, Kollam, as part of the initiative “Keralam, Let’s Talk AI – Towards an AI-Powered Keralam.” The partnership will cover skill development, AI-integrated learning, industry collaboration and AI solutions for education. Its first two courses will be AI Content and Media Production and Applied AI for Modern Professionals, with enrollment and course dates to be announced later.
Simpro launches JustDo AI assistant for trade businesses
Simpro Group launched JustDo, an AI operations agent for trade businesses using Simpro, AroFlo and BigChange in the United States, Australia and the United Kingdom. Staff can give it requests in plain English by typing or speaking, or attach emails, photos, PDFs and spreadsheets. It can prepare draft jobs, quotes, purchase orders and other records, then show a preview before anything is saved. Simpro says the tool aims to reduce office paperwork and help existing teams process work faster, not replace employees. The rollout covers Simpro Lightning, BigChange Lightning and AroFlo Lightning, and the product uses a credit-based model.
Adaptive AI models improve financial forecasting with causal insights
Researchers developed two forecasting frameworks that combine Fuzzy Cognitive Maps (FCMs) with long short-term memory networks. Framework I builds an FCM from live price series and economic indicators, then updates its connections as new data arrives. On NASDAQ Composite data, it matched the LSTM model on state-directional accuracy and scored 7.6 percentage points higher on return-sign accuracy. Its adaptive maps adjusted to new market patterns within 10 to 15 trading days. Framework II uses a language model to build a research-based FCM with a verifiable citation for every connection, and its center-node models scored 68.9% to 85.7% on state-directional accuracy.
Hyundai Steel names five leading AI transformation projects
Hyundai Steel selected five projects at its 2026 AX Results Sharing Meeting, held at the research center of its Dangjin steel mill. A call for projects received 198 submissions, and the company displayed 48 before holding presentations and demonstrations for 15. Two manufacturing projects focused on improving raw-material logistics and scrap blending. Three business projects used AI for sales strategy, automated material procurement and coil transfers, and analysis of appropriate purchase prices. Hyundai Steel said the meeting aims to share successful work and improve productivity and manufacturing competitiveness.
SoftBank Group reports quarterly loss as AI investment worries grow
Tokyo-based SoftBank Group reported a loss of 1.1 trillion yen, or $7 billion, for the three months through September, compared with a profit of 2.5 trillion yen a year earlier. Quarterly sales rose 16% to 2.2 trillion yen from 1.9 trillion yen. The Associated Press reported that concerns about the company’s investments in artificial intelligence hurt its results. SoftBank shares had lost about a third of their value over the past year, but closed nearly 14% higher in Tokyo on Tuesday before the results were released.
AI shopping raises new cybersecurity challenges for retailers
AI agents can make decisions, use other systems and handle more parts of online shopping, creating new cybersecurity and data protection concerns for retailers. UK GDPR requires organisations to protect personal data with suitable technical and organisational measures, and retailers should review risks from service providers that can access their systems or customer information. They should also check payment security, test incident response plans and assess risks if they use AI for cybersecurity. The article says retailers should understand their risks, use appropriate controls, test them and prepare for incidents as AI becomes more common in ecommerce.
Live demo shows an AI agent testing a web app for real exploits
A live event on December 1, 2026, at 11:00 AM ET will show an AI agent testing a running web application. The demonstration will show how it can manipulate system state, sequence requests and adapt payloads across multi-step workflows, rather than simply follow a scanner checklist. It will also show how the agent can combine an information disclosure issue with an IDOR to validate an account takeover path. The event will demonstrate customer-defined scope, guardrails, an audit trail and replayable evidence for developers. It is scheduled for 60 minutes and will be hosted by Pentera’s VP of Research and a Product Manager.
Secure AI Summit Atlanta 2027 focuses on enterprise risks and governance
The Secure AI Summit Atlanta 2027 will bring together senior technology, cybersecurity, AI, data and business leaders to discuss enterprise AI. The event will cover AI security risks, governance, risk management, responsible adoption and enterprise strategy. Participants can hear from industry experts, take part in discussions and connect with peers through networking sessions. Attendees who participate fully can earn Continuing Professional Education credits.
DOE research uses AI to strengthen cybersecurity for energy systems
The Department of Energy is advancing AI research to address cyber threats to critical infrastructure through its AI-FORTS program. The program focuses on securing energy infrastructure from AI-enabled threats, using AI to improve cyber defenses and protecting AI technologies used in energy systems. One project, Communications and Cybersecurity for the Energy Edge, or C2E2, was developed through CESER’s partnership with Sandia National Laboratories. C2E2 cut energy-system data preparation from about two months to a few hours, reducing the time needed by 90%. The team plans to explore large language models for user-friendly cybersecurity impact assessments, while the department continues research and collaboration to protect U.S. energy infrastructure.
Sources
- Asian AI stocks rise as CoreWeave jumps 13% after earnings beat
- Asian AI stocks rise as CoreWeave jumps 13% after earnings beat
- Nasdaq Futures forecast: AI stocks rebound as Goldman Sachs, JPMorgan and Morgan Stanley assess market outlook
- MU, AMD, AVGO, Other Chip Stocks Surge As CoreWeave Earnings Reignite AI Trade
- SGOU, Saina Human AI sign MoU to offer AI training to over one lakh learners
- SGOU, Saina Human AI sign MoU to offer AI training to over one lakh learners
- Simpro launches JustDo AI agent for trade businesses
- Online-Adaptive Fuzzy Cognitive Maps for Neuro-symbolic Financial Forecasting
- Hyundai Steel Honors 5 Top AI Projects From Raw Materials to Sales
- Japanese investor SoftBank Group sinks into losses as company's AI hopes falter
- AI is changing online shopping. Is cyber security keeping pace?
- Watch An AI Attacker Pentest A Web App Live
- Secure AI Summit Atlanta 2027
- DOE Advances AI Cybersecurity for Critical Infrastructure
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