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    from de10215  [runtime] Bump flink version to 1.20.3 (#218)
     new 03c3e89  [hotfix] Append input messages to prompt.
     new 545743c  [api] Extract ResourceDescriptor abstraction.
     new 82c275e  [example] Add react agent quick start example and refactor 
workflow agent example.

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Summary of changes:
 .../docs/get-started/quickstart/workflow_agent.md  |   4 +-
 python/flink_agents/api/agent.py                   | 301 ++++-----------------
 python/flink_agents/api/agents/react_agent.py      |  52 ++--
 python/flink_agents/api/chat_models/chat_model.py  |  13 +-
 python/flink_agents/api/execution_environment.py   | 248 ++---------------
 python/flink_agents/api/resource.py                |  24 +-
 python/flink_agents/api/tools/mcp.py               |   4 +-
 python/flink_agents/api/tools/tool.py              |  22 +-
 python/flink_agents/examples/chat_model_example.py |  77 +++---
 .../integrate_table_with_react_agent_example.py    |  18 +-
 .../agents/custom_types_and_resources.py           | 205 ++++++++++++++
 .../quickstart/agents/product_suggestion_agent.py  |  78 +-----
 .../quickstart/agents/review_analysis_agent.py     | 102 +++----
 ...t_review_analysis.py => react_agent_example.py} |  55 ++--
 .../quickstart/resources/product_review.txt        |   3 +
 ...stion.py => workflow_multiple_agent_example.py} |  13 +-
 ...nalysis.py => workflow_single_agent_example.py} |  14 +-
 .../flink_agents/examples/react_agent_example.py   |  16 +-
 .../chat_models/anthropic/anthropic_chat_model.py  |   4 +-
 .../anthropic/tests/test_anthropic_chat_model.py   |   2 +-
 .../integrations/chat_models/ollama_chat_model.py  |   4 +-
 .../chat_models/openai/openai_chat_model.py        |   4 +-
 .../openai/tests/test_openai_chat_model.py         |   2 +-
 .../chat_models/tests/test_ollama_chat_model.py    |   2 +-
 .../chat_models/tests/test_tongyi_chat_model.py    |   2 +-
 .../integrations/chat_models/tongyi_chat_model.py  |   4 +-
 python/flink_agents/plan/agent_plan.py             | 176 ++----------
 python/flink_agents/plan/resource_provider.py      |  14 +
 .../python_agent_plan_compatibility_test_agent.py  |  13 +-
 .../plan/tests/resources/agent_plan.json           |   5 -
 python/flink_agents/plan/tests/test_agent_plan.py  | 133 ++++-----
 .../plan/tests/tools/test_function_tool.py         |   2 +-
 python/flink_agents/plan/tools/function_tool.py    |  16 +-
 .../runtime/tests/test_built_in_actions.py         |  24 +-
 .../runtime/tests/test_get_resource_in_action.py   |  14 +-
 35 files changed, 671 insertions(+), 999 deletions(-)
 create mode 100644 
python/flink_agents/examples/quickstart/agents/custom_types_and_resources.py
 copy python/flink_agents/examples/quickstart/{product_review_analysis.py => 
react_agent_example.py} (58%)
 rename python/flink_agents/examples/quickstart/{product_improve_suggestion.py 
=> workflow_multiple_agent_example.py} (96%)
 rename python/flink_agents/examples/quickstart/{product_review_analysis.py => 
workflow_single_agent_example.py} (93%)

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