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    from ba703da  Refactor the resource cross-language test to a cross-language 
test in CI. (#386)
     new c11f79a  [api][runtime] Add return value for add and improve 
summarization prompt.
     new 35ab4f2  [api][runtime] Support use long-term memory in action and 
async compaction.

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Summary of changes:
 .../api/configuration/AgentConfigOptions.java      |   4 +
 python/flink_agents/api/core_options.py            |  11 +-
 python/flink_agents/api/memory/long_term_memory.py |  37 ++-
 python/flink_agents/api/runner_context.py          |  22 +-
 .../e2e_tests/long_term_memory_test.py             | 302 +++++++++++++++++++++
 .../flink_agents/runtime/flink_runner_context.py   |  82 +++++-
 python/flink_agents/runtime/local_runner.py        |  25 +-
 .../runtime/memory/compaction_functions.py         |  10 +-
 .../memory/vector_store_long_term_memory.py        |  35 ++-
 .../runtime/operator/ActionExecutionOperator.java  |  21 +-
 .../flink/agents/runtime/operator/StateUtils.java  |  74 +++++
 .../runtime/python/operator/PythonActionTask.java  |   5 +-
 .../runtime/python/utils/PythonActionExecutor.java |  14 +-
 13 files changed, 607 insertions(+), 35 deletions(-)
 create mode 100644 python/flink_agents/e2e_tests/long_term_memory_test.py
 create mode 100644 
runtime/src/main/java/org/apache/flink/agents/runtime/operator/StateUtils.java

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