1. There is a difference between a model that performs well on a benchmark dataset and one that can be trusted to inform a clinical decision. Where does that gap show up and what did you have to change about how you were measuring performance? In radiology AI, standard benchmark datasets typically measure how well…
Fractal has introduced Fractal Nexus, an enterprise cloud platform designed for heavy building materials and construction businesses that want to connect operational data, AI, applications and payments while retaining control over their data. The platform targets ready-mix concrete, aggregates, asphalt and construction companies that often rely on disconnected systems for accounting, dispatch, batching and payment…
Lumana and Convergint have partnered to expand access to AI-powered video security for enterprise, mid-market and public sector organizations. The agreement combines Lumana’s camera-agnostic video intelligence platform with Convergint’s global security integration and field service network, allowing customers to add AI-driven monitoring and incident analysis to existing camera infrastructure. The approach aims to make security…
Quantiphi and LangChain have formed a strategic partnership aimed at helping enterprises move AI agents from prototypes into production workflows. The collaboration combines LangChain’s agent engineering tools, including LangSmith, LangGraph and Deep Agents, with Quantiphi’s forward-deployed engineering and enterprise AI implementation expertise. The companies plan to focus on agent observability, governance, deployment and feedback loops…
Vertiv and Deloitte are highlighting a practical barrier to enterprise AI adoption: organizations must determine not only which workloads deliver business value, but also whether their infrastructure can support them reliably at scale. A new workload-based guide developed by Vertiv and digital infrastructure research firm STL Partners offers a framework for matching AI applications with…
VisionWave Holdings is developing Stratum AI, an agentic artificial intelligence architecture intended to connect autonomous platforms, sensors and mission workflows across defense, homeland security and commercial applications. The company says the system is designed to coordinate AI agents, integrate information from multiple sources and support real-time operational decision-making. A related capability, STRATUM Command, is also…
Work4Flow has launched Knowledge Article Optimizer with Search Relevancy, a ServiceNow-native solution designed to help organizations improve enterprise knowledge content for search, self-service and AI-powered workflows. The product analyzes real user searches to identify queries that return poor results, then uses AI agents to assess knowledge articles and recommend improvements to titles, descriptions, metadata and…
Labelbox has raised more than $100 million in Series E financing to expand its platform for reinforcement learning, AI model evaluation and enterprise agent deployment. The round, comprising equity and a credit facility, was led by Infinitum Partners, with participation from Wipro Ventures, Andreessen Horowitz, B Capital, Tau Ventures, Snowpoint Ventures and other investors. The…
Chinese electric vehicle maker XPENG is seeking deeper international technology partnerships as artificial intelligence expands from software features into autonomous driving, robotics and other physical systems. At the 2026 Paris Automotive Summit, Chairman and CEO He Xiaopeng outlined XPENG AI Engineering, an initiative designed to open parts of the company’s technology stack and engineering resources…
