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This change adds an optional `runner` parameter to the `to_a2a` function, enabling users to provide a pre-configured `Runner` instance instead of always using the default in-memory services. A new test case has been added to verify this functionality. closes #3104 Co-authored-by: Dongyu Jia <dongyuj@google.com> PiperOrigin-RevId: 826526861