ORLANDO – November 03, 2026 -- iboss has announced AI DLP, a data loss prevention product that uses AI/ML to read content in real time and block sensitive data without relying on data labels, with private preview scheduled for December 2026.

The product targets data headed to AI platforms and tools, cloud apps and other cloud destinations. iboss says legacy DLP built on regex, pattern matching and labels only finds data that fits a pre-written pattern or carries the right label.

Nashville – November 03, 2026 -- Leap Partners, a Southeast home service consolidator that has acquired 36 HVAC, plumbing and electrical companies in four years, has bought 360 Plumbing Service in Richmond, Virginia. The company described the deal as its expansion into Virginia. Financial terms were not disclosed.

SUNNYVALE – – November 03, 2026 -- Cepheid, a Danaher operating company, has received U.S. Food and Drug Administration clearance for the Xpert Hemorrhagic Fever Panel, a multiplex PCR test that detects four hemorrhagic fever virus groups from a single sample in approximately 61 minutes.

Brookfield, Conn. – November 03, 2026 -- Medicare's CJR-X model will place 2,217 hospitals under mandatory two-sided financial risk on January 1, 2028. CMS's final rule projects those hospitals will repay $1.855 billion over five years while receiving $1.463 billion.

The model makes hospitals responsible for the full cost of hip, knee and ankle replacements through 90 days after discharge. Hospitals that beat a regional target price earn a bonus, while those that miss it pay Medicare back.

Alpharetta – November 03, 2026 -- Generative large language models (LLMs) computing financial figures directly achieved an exact precision rate of 63.5%, against 100% for SigmaCore.ai's deterministic Eliza engine, according to a benchmark study released by the Georgia-based AI developer.

Code execution lifts LLM accuracy to 94.7% but adds formula-selection risk

The study, titled "Can We Trust the AI to Do the Math?", covered 3,400 financial test cases. LLMs with code execution enabled reached 94.7% exact precision.

New York – – November 03, 2026 -- Egan-Jones Ratings warns that free open-source software and artificial intelligence are weakening software incumbents' staying power, and that some credit models overstate how secure incumbency is. The commentary is addressed to institutional investors and risk managers holding software and platform credit.

NOIDA – November 03, 2026 -- Appy Pie has launched its Agentic AI App Builder, which uses four specialised AI agents to plan, design, build and test iOS and Android apps with backend services, a database, user accounts and hosting included.

Users submit a written or spoken brief, approve a development plan and refine the app through conversation. CEO Abhinav Girdhar called the launch Appy Pie's "biggest product announcement in a decade."

New York – November 03, 2026 -- The National Futures Association (NFA) has approved Polymarket's PM Derivatives, LLC to operate as a Futures Commission Merchant (FCM) on a fully collateralized basis, completing the three core components of Polymarket's U.S. derivatives infrastructure.

MIAMI – – November 03, 2026 -- The Sovereign Wealth Fund Institute (SWFI) has published a watchlist of 2,960 private start-ups across 50 investment themes and 54 countries, and set a target of US$5 trillion in long-term institutional capital directed into the United States through its I20 Summit and later editions.

The "I20 Future 100 Watchlist" targets companies valued at US$100m or more. It is aimed at sovereign and institutional capital allocators ahead of the inaugural I20 Summit in Miami, scheduled for December 11-16, 2026.

Bronx, N.Y. – – November 03, 2026 -- The National Cancer Institute (NCI) has awarded a five-year, $10 million grant to a multi-institutional team led by Julio A. Aguirre-Ghiso, Ph.D., of Montefiore Einstein Comprehensive Cancer Center (MECCC). The money will fund research into the biological processes behind breast cancer relapse and into ways to predict and prevent recurrence.