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Master Issue: [Core] Support long-running operations #2386

@DeanChensj

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@DeanChensj

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This is the master issue for supporting LRO in ADK, as well as a better human in the loop mechanism, checkpoint, and failure recovery.

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core[Component] This issue is related to the core interface and implementationwip[Status] This issue is being worked on. Either there is a pending PR or is planned to be fixed

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