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Solid breakdwon of the AAIF. The parallels to Kubernetes are spot on because we saw how quickly container orchestration went from chaos to standardization once Linux Foundation stepped in. What makes this alliance partciularly smart is the timing, setting standrds now while enterprises are still figuring out their agent strategies means less technical debt later. The fact that MCP already runs across Claude, ChatGPT, and Copilot shows theres actual adoption momentum, not just theoretical alignment.

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