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    The better I got at AI, the more I realized I can’t trust it

    The better I got at AI, the more I realized I can’t trust it

    Oct 17, 2026  Twila Rosenbaum
    A technology editor built an elaborate AI-powered NFL betting research system and found that greater skill with AI led to less trust, not more. The project exposed how AI systems eagerly fill gaps, invent evidence, and fail to preserve their own state. After a costly recovery effort, the editor argues that guardrails, logs, checkpoints, and local control matter more than raw capability.
    Google’s new Googlebook has clever AI tricks. I’d still pick a Windows laptop

    Google’s new Googlebook has clever AI tricks. I’d still pick a Windows laptop

    Oct 17, 2026  Twila Rosenbaum
    Googlebook arrives as Google's AI-first laptop platform, with desktop widgets, Gemini assistance, Magic Pointer, and Rambler dictation. It also requires an Android 17 phone for its best cross-device features, while Windows Phone Link works with older Android versions and more mature apps. Testing found uneven performance, a weak keyboard on one model, and app friction that undercuts the productivity pitch. The result is a promising platform with clever ideas, but Windows remains the safer choice for most laptop buyers.
    Firefox 158 adds AI form filling and fixes 77 security flaws

    Firefox 158 adds AI form filling and fixes 77 security flaws

    Oct 17, 2026  Twila Rosenbaum
    Firefox 158 is now available for Windows, macOS, Linux, and Android, bringing AI-assisted form filling, improved PDF export, and JPEG XL image support. The release also addresses 77 security vulnerabilities, including 30 rated high risk. Mozilla says the Smart Windows form-filling feature will roll out gradually. Users are advised to install the update promptly, and enterprise users can also update compatible ESR branches.
    From automated response to reasoning: Building confidence in AI-driven NetOps

    From automated response to reasoning: Building confidence in AI-driven NetOps

    Oct 16, 2026  Twila Rosenbaum
    Probabilistic automation is the ability to reason, plan and execute actions autonomously within defined governance boundaries. It combines AI reasoning with deterministic execution to create nuanced, multi-step automations for complex network operations. As NetOps teams face rising downtime costs and growing device diversity, this conditional autonomy offers a governed path to safer, scalable automation.
    Startup doxx.net hands the network controls to AI

    Startup doxx.net hands the network controls to AI

    Oct 16, 2026  Twila Rosenbaum
    A networking startup is launching a platform that hands network control to AI agents. Founded by serial entrepreneur Barrett Lyon, the company has raised $38 million in Series A funding led by Andreessen Horowitz. The Agentic Defined Networking platform combines covert VPN transports, an encrypted mesh, and a separate control plane. It aims to let users and their AI agents build private networks that are resilient, censorship-resistant, and autonomously managed.
    OPC Global Summit: News spans AI-optimized hardware, cooling equipment

    OPC Global Summit: News spans AI-optimized hardware, cooling equipment

    Oct 16, 2026  Twila Rosenbaum
    The OCP Global Summit in San Jose showcased a wave of AI infrastructure announcements. Nvidia contributed Vera Rubin rack designs, Arm proposed agentic CPU benchmarks, Kioxia launched high-density SSDs, Cooler Master introduced a 2,500 kW CDU, and Flex expanded prefabricated modular data centers. The event highlighted open hardware for power, cooling, storage, and compute.
    IonQ’s $1.2 billion acquisition of Elisity is trying to position it for quantum cybersecurity

    IonQ’s $1.2 billion acquisition of Elisity is trying to position it for quantum cybersecurity

    Oct 16, 2026  Twila Rosenbaum
    IonQ announced a $1.2 billion all-stock acquisition of Elisity. The deal combines Elisity's Zero Trust microsegmentation platform with IonQ's PQC and QKD capabilities. IonQ aims to reach more than 100 enterprise customers and the $10 billion microsegmentation market. Analysts see potential but flag integration and revenue challenges.
    AMD unveils Helion as agentic AI fuels demand for data center CPUs

    AMD unveils Helion as agentic AI fuels demand for data center CPUs

    Oct 16, 2026  Twila Rosenbaum
    AMD has introduced Helion, an open blueprint for data center racks designed to give CPUs a larger role in agentic AI. The architecture supports CPU-only and all-in-one racks, with up to 32,768 EPYC cores or 16 Instinct MI350P GPUs. Analysts say agentic AI could shift the XPU-to-CPU ratio and increase demand for orchestration-capable processors. Helion is based on OCP specifications and is expected to reach partner systems in November 2026.
    Anthropic Claude AI Predicts BTC to $1M+ Ahead of IPO

    Anthropic Claude AI Predicts BTC to $1M+ Ahead of IPO

    Oct 15, 2026  Twila Rosenbaum
    Anthropic's Claude AI has issued a speculative Bitcoin forecast ahead of the company's IPO, projecting a possible move to $500,000-$1,000,000 by early 2027. The model outlines a stretch target of $1.5 million, contingent on a powerful bull market and a major nation adopting BTC as a strategic reserve asset. Bitcoin was trading near $83,200-$83,500 as of October 13, 2026, well below the forecast range. Technical analysts note that only extraordinary sovereign and institutional demand could justify such a multi-thousand-percent extension.
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