TSMC Revenue Surges 50% on AI Chip Demand

Key Takeaways

• TSMC September revenue hit NT$511.86 billion, up over 50% year-over-year, driven by AI chip demand with 3nm and 5nm processes in short supply.
• Goldman Sachs upgraded Palantir to buy with a $230 price target, citing demand for sovereign AI and bespoke applications as key growth drivers.
• Anthropic launched OSS Scanner, a free AI-powered security scanning service for open source projects using Claude Mythos with no human review.
• Ironclad's new AI agents use past contract data for business context, with 88% of customers planning to expand their use.
• Cujo AI and F-Secure partnered to combine home network security with endpoint protection for service providers.
• Upstart expanded AI-powered lending to Credit Union of Denver and Commonwealth Credit Union, broadening access to affordable credit.
• A new framework reduced AI theme churn by 86 to 88% for customer feedback analysis compared to raw generation.
• Neural decoding study found contextual priors can increase error confidence without improving accuracy, though separate scoring improved results to 74.5%.
• McDonald's is using AI to set menu prices, risking customer alienation and potential antitrust scrutiny.
• Shakira's foundation partnered with Amazon and Laboratoria to train one million Latin American women in AI and tech by 2028.

Cujo AI and F-Secure partner for cross-device cybersecurity

Cujo AI and F-Secure are partnering to protect users across home broadband, mobile networks, and connected devices. The collaboration combines Cujo AI's network security with F-Secure's endpoint protection. It aims to give service providers one cohesive way to keep consumers safe at home and on the go.

CUJO AI and F-Secure launch strategic security partnership

CUJO AI and F-Secure announced a strategic partnership on October 8, 2026. The companies will combine home network security with endpoint and scam protection. Their goal is to help service providers deliver a seamless security experience across home and mobile environments.

F-Secure and CUJO AI unite to protect CSP customers

F-Secure and CUJO AI joined forces to offer joint protection to the world's largest Tier-1 Communications Service Providers. Their combined offering brings together home network security, device intelligence, and endpoint security into one experience. The partnership addresses growing scam threats accelerated by artificial intelligence.

Goldman Sachs upgrades Palantir stock on AI growth

Goldman Sachs upgraded Palantir Technologies to buy from neutral with a $230 price target. Analyst Gabriela Borges says Palantir has an edge through its forward deployed engineering model. She believes enterprises are in early stages of applying AI, creating significant upside for the company.

Goldman Sachs sees big AI gains for Palantir stock

Goldman Sachs upgraded Palantir stock to buy and set a $230 price target, about 18% above its recent close. The stock was within $8 of a record high after the upgrade. Analyst Gabriela Borges cited demand for sovereign AI and bespoke applications as key growth drivers.

Upstart Partners with Credit Unions for AI-Powered Loans

Credit Union of Denver announced a partnership with Upstart Holdings to offer AI-powered personal loans. The goal is to broaden access to affordable credit while keeping a relationship-focused approach. Upstart is also expanding work with Commonwealth Credit Union. This shows growing credit union reliance on Upstart's platform across more lending products.

New Framework Measures AI Feedback Consistency

Researchers introduced a repeat-run evaluation framework for AI agents analyzing customer feedback. The framework measures theme churn and volume disagreement across frontier models. The taxonomy-grounded agent reduced theme churn by 86 to 88 percent compared to raw generation. It produced more stable and repeatable outputs for recurring knowledge work tasks.

Study Reveals Confidence Errors in Neural Decoding

A study on neural-to-language decoding found a confidence-ordering reversal when contextual priors are used. Contextual priors reshape candidate scores but can make errors more confident without improving accuracy. Researchers studied speech retrieval using MEG-MASC and MOUS datasets. Reading local and prior scores separately improved selective decoding answers from 56.7 percent to 74.5 percent of windows.

TSMC September Revenue Surges Over 50 Percent

TSMC reported September revenue of NT$511.86 billion, a 50-plus percent jump year-over-year. The growth was driven by surging AI chip demand from major tech companies. The company's advanced 3nm and 5nm processes remain in critically short supply. Record-breaking months suggest the AI transformation is still in its early stages.

McDonald's Uses AI to Set Menu Prices

McDonald's is using AI to help set menu prices like the Big Mac. The plan aims to boost profits but could risk alienating customers. It may also attract antitrust scrutiny. The use of AI in pricing reflects broader trends in the fast food industry.

Anthropic offers free AI security scans for open source projects

Anthropic launched a new service called OSS Scanner that uses AI to find security flaws in open source projects. The scan reports are generated entirely by strong AI models including Claude Mythos. There is no human review, so some reports may be incorrect. The service is free and aims to help projects catch vulnerabilities faster.

Shakira foundation launches AI training for Latin American women

Shakira's Pies Descalzos Foundation started a program called AWS Entrena Latinas with Laboratoria and Amazon. It offers AI and technology training to women across Latin America through live and recorded sessions. The program aims to reach one million women by 2028. Organizers point to projections of 78 million new tech jobs by 2030. Women currently hold only 26 percent of jobs in the sector.

Ironclad launches AI agents to help teams negotiate contracts

Ironclad released new AI tools including Ironclad Agent and a Contract Knowledge Graph. The tools use a company's past deals and contracts to give AI real business context. It also introduces Policy-Based Access Control and a Workflow Designer Agent. A survey found 88 percent of customers plan to expand use of Ironclad Agents. One customer said review time dropped from three hours to about 20 minutes.

Sources

• Cujo AI, F-Secure aim to build more holistic cybersecurity for personal devices
• CUJO AI and F-Secure Announce Strategic Partnership to Deliver Seamless Consumer Security Across Home and Mobile
• F-Secure and CUJO AI Join Forces to Equip World's Largest Tier-1 CSPs with One Line of Defense
• Palantir has been on a tear. Goldman Sachs sees more momentum ahead
• PLTR Stock Is Just $8 Away From Making Another Record High, Goldman Sees A ‘Step Function Change’ In Palantir’s AI Opportunity
• Improving Credit Metrics Could Be A Game Changer For Upstart Holdings (UPST)
• Same Feedback, Different Answer: Measuring Run-to-Run Instability in Frontier-Model Customer Feedback Analysis
• Confidence-Ordering Reversal under Contextual Priors in Neural Decoding
• TSMC September Sales Surge 50%+ as AI Chip Demand Explodes
• Is AI raising the price of your Big Mac?
• Anthropic launches free AI security scans for open-source projects
• Shakira Foundation Launches AI Training Initiative for Latin American Women
• Ironclad Launches New AI Agents Grounded in Commercial Context, Helping Teams Negotiate Better and Capture More Value From Every Deal