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[Feature]: Agent runtime integration protocol #5531

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@runzhezhang11

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self-host

What do you want and why?

Enterprises often run multiple agent runtimes. A unified integration protocol allows these runtimes to interoperate, eliminating the need to re-implement agent management features for each one.

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