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[Feature] Add async runtime support to PTO Runtime #443

@PKUZHOU

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@PKUZHOU

Summary

Add async runtime support to PTO Runtime.

Motivation / Use Case

The current runtime execution model is primarily synchronous, which makes it hard to support asynchronous submission, waiting, and more flexible execution orchestration. This issue tracks the async runtime abstraction and implementation needed so follow-up PRs can land against a concrete, reviewable problem statement.

Additional Context

This issue is being created first because an upcoming PR is intended to fix or implement this capability and should reference a tracked GitHub issue.

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