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        PTI News

        AI most profound platform shift in human history; every job, workflow will be reconfigured: Cisco

        January 20, 2026

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        AI will reconfigure jobs and workflows; infrastructure, trust, and data gaps demand investment and machine-scale defenses. Adoption of AI is limited by three core constraints-infrastructure capacity, trust and safety, and a shifting data landscape-and addressing them requires major investment in networking, compute, and data solutions tied to economic prosperity and national security. Cyber defense must operate at machine scale and include mechanisms to secure AI itself, such as runtime enforcement guardrails and correlating machine-generated time-series data with human-generated data for safer, more predictable model behavior.

        Cases where this provision is explicitly mentioned in the judgment/order text; may not be exhaustive. To view the complete list of cases mentioning this section, Click here.

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        <h1>AI will reconfigure jobs and workflows; infrastructure, trust, and data gaps demand investment and machine-scale defenses.</h1> Adoption of AI is limited by three core constraints-infrastructure capacity, trust and safety, and a shifting data landscape-and addressing them requires major investment in networking, compute, and data solutions tied to economic prosperity and national security. Cyber defense must operate at machine scale and include mechanisms to secure AI itself, such as runtime enforcement guardrails and correlating machine-generated time-series data with human-generated data for safer, more predictable model behavior.

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