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AI governance models

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Organizational Futures

The Ghost in the Machine

An AI-native organization emerging in Anthropic's Claude product stack

"Anthropic's Claude architecture as organizational design — how bounded contexts, MCP, and transparent memory reveal principles that collaboration requires."

with Xule Lin, Claude 4.5 Sonnet
November 2025
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