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    from bbf61d01 [doc] Update documents after using constant in resource 
descriptor.
     new 8420160d [fix][runtime] Fix not switch memory context for async action 
task.
     new 9474216d [metrics] Report metrics in chat action to avoid crash caused 
by reporting in async thread.
     new 004cb46f [plan][python] Built-in actions support async execution.

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Summary of changes:
 python/flink_agents/api/chat_models/chat_model.py  |  48 ++++----
 .../api/chat_models/tests/test_token_metrics.py    |  67 ++++++-----
 python/flink_agents/api/core_options.py            |  22 ++++
 .../built_in_action_async_execution_test.py        | 133 +++++++++++++++++++++
 .../chat_models/anthropic/anthropic_chat_model.py  | 103 +++++++++-------
 .../integrations/chat_models/ollama_chat_model.py  |   6 +-
 .../chat_models/openai/openai_chat_model.py        |  11 +-
 .../chat_models/openai/openai_utils.py             |  12 +-
 .../integrations/chat_models/tongyi_chat_model.py  |  12 +-
 .../flink_agents/plan/actions/chat_model_action.py |  41 +++++--
 .../plan/actions/context_retrieval_action.py       |  38 +++---
 .../flink_agents/plan/actions/tool_call_action.py  |  17 ++-
 .../runtime/operator/ActionExecutionOperator.java  |   4 -
 13 files changed, 364 insertions(+), 150 deletions(-)
 create mode 100644 
python/flink_agents/e2e_tests/e2e_tests_integration/built_in_action_async_execution_test.py

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