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    At a glance Today’s multimodal AI systems can give answers that sound right but may not be grounded in what they actually observe over time, leading to unpredictable errors and safety risks in real-world settings. Argos is a verification framework for multimodal reinforcement learning that trains models by rewarding not just correct answers, but correct answers grounded in visual and temporal evidence, using

    NewsJanuary 20, 2026
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    Machine learning stopped being experimental in 2026 and became operational. According to Google Cloud, enterprise adoption of the Vertex AI platform keeps accelerating. The reason is simple: companies want fewer tools and clearer workflows. In 2026, over 65% of enterprise machine learning workloads on Google Cloud now run through the Vertex AI platform. Throughout this

    NewsJanuary 20, 2026
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    First-to-market integration of on-demand GPU compute and on-demand networking simplifies how enterprises deploy and scale AI workloads. PacketFabric, a leading Network-as-a-Service (NaaS) provider, and Massed Compute, a provider of high-performance, managed GPU infrastructure, today announced the first-to-market, operationalized combination of GPU-as-a-Service (GPUaaS) and Network-as-a-Service (NaaS), delivering a production-ready platform for enterprise AI workloads. Soon, customers will

    NewsJanuary 20, 2026
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    By 2030, surveyed executives anticipate AI spend to shift from efficiency to innovation AI productivity gains projected to increase by 42%, fueling reinvestment for growth 67% of respondents expect AI to eliminate resource and skills constraints New research from the IBM (NYSE: IBM) Institute for Business Value reveals that nearly eight in ten (79%) surveyed executives

    NewsJanuary 20, 2026
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    Over 300 Enterprises Use Dropzone AI in Production, Validating AI SOC Analyst Impact, Company Advances Agentic SOC Vision Dropzone AI, the leading provider of AI SOC analysts, today announced year-end milestones reflecting accelerating adoption of AI-augmented security operations, including 11x ARR growth, Fortune Cyber 60 recognition, a landmark Cloud Security Alliance (CSA) benchmark study, and a $37M Series B led

    NewsJanuary 20, 2026
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    New self-driving features in HPE Aruba Networking CX switch, expanded AI-native retail analytics, and HPE Nonstop Compute capabilities strengthen infrastructure for critical retail transactions HPE (NYSE: HPE) today announced an expansion of its retail-ready portfolio to help customers improve connectivity, security, insight, and performance across their operations. The expanded solutions help retailers manage transactions, data, and

    NewsJanuary 20, 2026
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    Evernote today announced the release of v11, its first major product update in five years. The new version includes three powerful AI features—AI Assistant, Semantic Search, and AI Meeting Notes—creating smarter ways to capture, retrieve, and manage information in Evernote. With the release of v11, these features are now available to all Evernote customers. Two years

    NewsJanuary 20, 2026
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    New partner program will empower organizations to deliver tailored, production-ready AI solutions and unlock new revenue opportunities Today, Unframe, the managed AI delivery platform for global enterprises, announced the launch of the Unframe Unlimited, a new program designed to help channel partners grow revenue, deliver enterprise-ready AI solutions, and drive measurable outcomes for their customers. Unframe

    NewsJanuary 20, 2026
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    RiseLink Technologies, a provider of edge intelligence and ultra-low-power connectivity solutions for AI-native devices, brought together leaders across AI, hardware, and connected products at CES 2026 to explore how intelligence is moving beyond the cloud and into the physical world. Through curated ecosystem conversations, hands-on workshops, and an invitation-only industry gathering, RiseLink highlighted its role

    NewsJanuary 20, 2026
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    ClickHouse has acquired open source LLM engineering platform, Langfuse, to add observability capabilities to its database services, which are designed for online analytical processing and AI applications. The deal underscores ClickHouse’s push to become a more complete data and AI platform as customers try to move LLM-based applications into production, analysts say. Langfuse’s observability capabilities,

    NewsJanuary 20, 2026
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