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AI Enters Infrastructure Era as Costs Plunge and Security Playbooks Shift

Profitable inference signals consolidation around chips and IP, pushing enterprises toward workforce readiness and continuous governance.

Overview

  • Nvidia’s newly announced Rubin platform promises fivefold performance over Blackwell and a tenfold cut in inference token costs, reinforcing rapid compute deflation.
  • Disney signed a three-year licensing deal with OpenAI to allow its characters and catalog in generative models, a move to retain control over distribution and monetization of IP.
  • AWS security leaders said agentic systems require behavior-first monitoring, automated reasoning guardrails, and tightly scoped, short-lived credentials, highlighting tools such as the AWS Security Agent.
  • Newsweek’s reporting and industry guidance warn that machine-speed risk and proliferating machine identities demand continuous AI posture management to rein in shadow AI and hidden access paths.
  • Jensen Huang and Marc Andreessen described 90% gross-margin token economics and unprecedented revenue ramps at AI firms, framing AI data centers as a durable infrastructure build rather than a bubble.