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Insights on K-12 communications, AI in education, and district operations.

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The Quiet Death of Seat Licenses

AI is forcing a licensing reset: seats are mismatched to agentic usage, tokens are a transitional proxy, and outcomes are the endgame. Here’s what it changes for procurement, budgeting, and the rise of fractional AI-native work.

SoloFebruary 17, 2026

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