AI & Society

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The AI Productivity Measurement Trap: Why Token Counts, Copilot Usage, and Code Volume Can Mislead the Board

TL;DR AI adoption data is not the same as productivity evidence. Licenses assigned, active Copilot users, prompts submitted, tokens consumed, suggestions accepted, and lines of code generated can show that a tool is available and being used. They do not prove that the organization improved revenue, customer experience, end-to-end cycle time, quality, operating margin, or […]

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Why Mirantis k0rdent AI Is the AI Factory Operating Layer the Market Has Been Missing

TL;DR The AI infrastructure market has spent too much time treating GPU acquisition, Kubernetes deployment, workload scheduling, model serving, and platform governance as separate purchases. Enterprises and neoclouds do not experience them separately. They experience the gaps between them, where driver mismatches, operator ordering, network configuration, tenant policy, lifecycle ownership, and support boundaries turn expensive

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