# web_agent

session_id: d6794bc8-e49b-457b-9597-e36ffb62fa97
extra_data: null
agent_id: 84e24cc2-d33d-4ba1-871f-116d3cbce94f
memory:
  {"summaries": {}, "memories": {}, "runs": [{"content": "\u6211\u662fQwen\uff0c\u662f\u4e00\u4e2a\u7531\u963f\u91cc\u4e91\u5f00\u53d1\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u3002\u6211\u53ef\u4ee5\u5e2e\u52a9\u4f60\u56de\u7b54\u95ee\u9898\u3001\u63d0\u4f9b\u4fe1\u606f\u3001\u8fdb\u884c\u521b\u4f5c\u548c\u7f16\u7a0b\u7b49\u3002\u6709\u4ec0\u4e48\u6211\u53ef\u4ee5\u5e2e\u4f60\u7684\u5417\uff1f", "content_type": "str", "metrics": {"input_tokens": [366], "output_tokens": [35], "total_tokens": [401], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [366], "completion_tokens": [35], "time": [2.309736299999713], "time_to_first_token": [2.295464699999684]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "60c115c7-670b-4769-8175-99f11f64b6f9", "agent_id": "84e24cc2-d33d-4ba1-871f-116d3cbce94f", "agent_name": "Web Agent", "session_id": "d6794bc8-e49b-457b-9597-e36ffb62fa97", "created_at": 1752631543, "status": "RUNNING", "events": [{"created_at": 1752631543, "event": "RunStarted", "agent_id": "84e24cc2-d33d-4ba1-871f-116d3cbce94f", "agent_name": "Web Agent", "run_id": "60c115c7-670b-4769-8175-99f11f64b6f9", "session_id": "d6794bc8-e49b-457b-9597-e36ffb62fa97", "model": "qwen3-32b", "model_provider": "OpenAI"}, {"created_at": 1752631545, "event": "RunCompleted", "agent_id": "84e24cc2-d33d-4ba1-871f-116d3cbce94f", "agent_name": "Web Agent", "run_id": "60c115c7-670b-4769-8175-99f11f64b6f9", "session_id": "d6794bc8-e49b-457b-9597-e36ffb62fa97", "content": "\u6211\u662fQwen\uff0c\u662f\u4e00\u4e2a\u7531\u963f\u91cc\u4e91\u5f00\u53d1\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u3002\u6211\u53ef\u4ee5\u5e2e\u52a9\u4f60\u56de\u7b54\u95ee\u9898\u3001\u63d0\u4f9b\u4fe1\u606f\u3001\u8fdb\u884c\u521b\u4f5c\u548c\u7f16\u7a0b\u7b49\u3002\u6709\u4ec0\u4e48\u6211\u53ef\u4ee5\u5e2e\u4f60\u7684\u5417\uff1f", "content_type": "str"}], "messages": [{"content": "<instructions>\nAlways include sources\n</instructions>\n\n<additional_information>\n- Use markdown to format your answers.\n- The current time is 2025-07-16 10:05:43.611072.\n</additional_information>", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1752631543}, {"content": "\u4f60\u597d\uff0c\u4f60\u662f\uff1f", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1752631543}, {"content": "\u6211\u662fQwen\uff0c\u662f\u4e00\u4e2a\u7531\u963f\u91cc\u4e91\u5f00\u53d1\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u3002\u6211\u53ef\u4ee5\u5e2e\u52a9\u4f60\u56de\u7b54\u95ee\u9898\u3001\u63d0\u4f9b\u4fe1\u606f\u3001\u8fdb\u884c\u521b\u4f5c\u548c\u7f16\u7a0b\u7b49\u3002\u6709\u4ec0\u4e48\u6211\u53ef\u4ee5\u5e2e\u4f60\u7684\u5417\uff1f", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 366, "output_tokens": 35, "total_tokens": 401, "prompt_tokens": 366, "completion_tokens": 35, "time": 2.309736299999713, "time_to_first_token": 2.295464699999684}, "created_at": 1752631543}]}]}

session_data:
  {"session_state": {"current_session_id": "d6794bc8-e49b-457b-9597-e36ffb62fa97"}, "session_metrics": {"input_tokens": 366, "output_tokens": 35, "total_tokens": 401, "audio_tokens": 0, "input_audio_tokens": 0, "output_audio_tokens": 0, "cached_tokens": 0, "cache_write_tokens": 0, "reasoning_tokens": 0, "prompt_tokens": 366, "completion_tokens": 35, "prompt_tokens_details": null, "completion_tokens_details": null, "additional_metrics": null, "time": 2.309736299999713, "time_to_first_token": 2.295464699999684, "timer": null}}

agent_data:
  {"name": "Web Agent", "agent_id": "84e24cc2-d33d-4ba1-871f-116d3cbce94f", "model": {"id": "qwen3-32b", "name": "OpenAILike", "provider": "OpenAI"}}


# finance_agent

session_id: 147e3b8a-5ca1-4a26-ba0c-2cda2c76a23e
extra_data: null
agent_id: 32a4b497-5e59-442a-9fdb-2577bb0db4a9
memory:
  {"summaries": {}, "memories": {}, "runs": [{"content": "\u4f60\u597d\uff01\u6211\u662f\u4e00\u4e2aAI\u52a9\u624b\uff0c\u80fd\u591f\u5e2e\u52a9\u4f60\u83b7\u53d6\u80a1\u7968\u4ef7\u683c\u3001\u516c\u53f8\u4fe1\u606f\u3001\u5206\u6790\u5e08\u63a8\u8350\u548c\u516c\u53f8\u65b0\u95fb\u7b49\u6570\u636e\u3002\u4f60\u53ef\u4ee5\u968f\u65f6\u5411\u6211\u63d0\u95ee\uff0c\u6211\u4f1a\u901a\u8fc7\u8c03\u7528\u76f8\u5e94\u7684\u5de5\u5177\u6765\u4e3a\u4f60\u63d0\u4f9b\u51c6\u786e\u7684\u4fe1\u606f\u3002\u6709\u4ec0\u4e48\u6211\u53ef\u4ee5\u5e2e\u4f60\u7684\u5417\uff1f", "content_type": "str", "metrics": {"input_tokens": [494], "output_tokens": [49], "total_tokens": [543], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [494], "completion_tokens": [49], "time": [3.844160600000123], "time_to_first_token": [3.395448700000088]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "99e79e8f-9850-48ee-ad2c-9503d7825242", "agent_id": "32a4b497-5e59-442a-9fdb-2577bb0db4a9", "agent_name": "Finance Agent", "session_id": "147e3b8a-5ca1-4a26-ba0c-2cda2c76a23e", "created_at": 1752569432, "status": "RUNNING", "events": [{"created_at": 1752569432, "event": "RunStarted", "agent_id": "32a4b497-5e59-442a-9fdb-2577bb0db4a9", "agent_name": "Finance Agent", "run_id": "99e79e8f-9850-48ee-ad2c-9503d7825242", "session_id": "147e3b8a-5ca1-4a26-ba0c-2cda2c76a23e", "model": "qwen3-32b", "model_provider": "OpenAI"}, {"created_at": 1752569436, "event": "RunCompleted", "agent_id": "32a4b497-5e59-442a-9fdb-2577bb0db4a9", "agent_name": "Finance Agent", "run_id": "99e79e8f-9850-48ee-ad2c-9503d7825242", "session_id": "147e3b8a-5ca1-4a26-ba0c-2cda2c76a23e", "content": "\u4f60\u597d\uff01\u6211\u662f\u4e00\u4e2aAI\u52a9\u624b\uff0c\u80fd\u591f\u5e2e\u52a9\u4f60\u83b7\u53d6\u80a1\u7968\u4ef7\u683c\u3001\u516c\u53f8\u4fe1\u606f\u3001\u5206\u6790\u5e08\u63a8\u8350\u548c\u516c\u53f8\u65b0\u95fb\u7b49\u6570\u636e\u3002\u4f60\u53ef\u4ee5\u968f\u65f6\u5411\u6211\u63d0\u95ee\uff0c\u6211\u4f1a\u901a\u8fc7\u8c03\u7528\u76f8\u5e94\u7684\u5de5\u5177\u6765\u4e3a\u4f60\u63d0\u4f9b\u51c6\u786e\u7684\u4fe1\u606f\u3002\u6709\u4ec0\u4e48\u6211\u53ef\u4ee5\u5e2e\u4f60\u7684\u5417\uff1f", "content_type": "str"}], "messages": [{"content": "<instructions>\nAlways use tables to display data\n</instructions>\n\n<additional_information>\n- Use markdown to format your answers.\n- The current time is 2025-07-15 16:50:32.411537.\n</additional_information>", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1752569432}, {"content": "\u4f60\u597d\uff0c\u4ecb\u7ecd\u4e0b\u4f60\u81ea\u5df1\u628a", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1752569432}, {"content": "\u4f60\u597d\uff01\u6211\u662f\u4e00\u4e2aAI\u52a9\u624b\uff0c\u80fd\u591f\u5e2e\u52a9\u4f60\u83b7\u53d6\u80a1\u7968\u4ef7\u683c\u3001\u516c\u53f8\u4fe1\u606f\u3001\u5206\u6790\u5e08\u63a8\u8350\u548c\u516c\u53f8\u65b0\u95fb\u7b49\u6570\u636e\u3002\u4f60\u53ef\u4ee5\u968f\u65f6\u5411\u6211\u63d0\u95ee\uff0c\u6211\u4f1a\u901a\u8fc7\u8c03\u7528\u76f8\u5e94\u7684\u5de5\u5177\u6765\u4e3a\u4f60\u63d0\u4f9b\u51c6\u786e\u7684\u4fe1\u606f\u3002\u6709\u4ec0\u4e48\u6211\u53ef\u4ee5\u5e2e\u4f60\u7684\u5417\uff1f", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 494, "output_tokens": 49, "total_tokens": 543, "prompt_tokens": 494, "completion_tokens": 49, "time": 3.844160600000123, "time_to_first_token": 3.395448700000088}, "created_at": 1752569432}]}]}

session_data:
  {"session_state": {"current_session_id": "147e3b8a-5ca1-4a26-ba0c-2cda2c76a23e"}, "session_metrics": {"input_tokens": 494, "output_tokens": 49, "total_tokens": 543, "audio_tokens": 0, "input_audio_tokens": 0, "output_audio_tokens": 0, "cached_tokens": 0, "cache_write_tokens": 0, "reasoning_tokens": 0, "prompt_tokens": 494, "completion_tokens": 49, "prompt_tokens_details": null, "completion_tokens_details": null, "additional_metrics": null, "time": 3.844160600000123, "time_to_first_token": 3.395448700000088, "timer": null}}

agent_data:
  {"name": "Finance Agent", "agent_id": "32a4b497-5e59-442a-9fdb-2577bb0db4a9", "model": {"name": "OpenAILike", "provider": "OpenAI", "id": "qwen3-32b"}}


session_id: b5d20b72-4a33-4b28-83e1-40356e294081
extra_data: null
agent_id: 32a4b497-5e59-442a-9fdb-2577bb0db4a9
memory:
  {"summaries": {}, "memories": {}, "runs": [{"content": "\u4f60\u597d\uff01\u6211\u662fQwen\uff0c\u662f\u963f\u91cc\u4e91\u5f00\u53d1\u7684\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u3002\u6211\u65e0\u6cd5\u67e5\u770b\u4f60\u6700\u8fd1\u548c\u6211\u7684\u804a\u5929\u8bb0\u5f55\u3002\u6bcf\u6b21\u5bf9\u8bdd\u90fd\u662f\u72ec\u7acb\u7684\uff0c\u6211\u4e0d\u4f1a\u4fdd\u7559\u6216\u8bbf\u95ee\u4e4b\u524d\u7684\u5bf9\u8bdd\u5185\u5bb9\u3002\u5982\u679c\u4f60\u6709\u4efb\u4f55\u95ee\u9898\u9700\u8981\u5e2e\u52a9\uff0c\u8bf7\u968f\u65f6\u544a\u8bc9\u6211\uff01", "content_type": "str", "metrics": {"input_tokens": [501], "output_tokens": [50], "total_tokens": [551], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [501], "completion_tokens": [50], "time": [3.764098399999966], "time_to_first_token": [3.4563286000002336]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "38dd1ef1-e72e-48cd-a6b3-fe797356f1d8", "agent_id": "32a4b497-5e59-442a-9fdb-2577bb0db4a9", "agent_name": "Finance Agent", "session_id": "b5d20b72-4a33-4b28-83e1-40356e294081", "created_at": 1752569459, "status": "RUNNING", "events": [{"created_at": 1752569459, "event": "RunStarted", "agent_id": "32a4b497-5e59-442a-9fdb-2577bb0db4a9", "agent_name": "Finance Agent", "run_id": "38dd1ef1-e72e-48cd-a6b3-fe797356f1d8", "session_id": "b5d20b72-4a33-4b28-83e1-40356e294081", "model": "qwen3-32b", "model_provider": "OpenAI"}, {"created_at": 1752569462, "event": "RunCompleted", "agent_id": "32a4b497-5e59-442a-9fdb-2577bb0db4a9", "agent_name": "Finance Agent", "run_id": "38dd1ef1-e72e-48cd-a6b3-fe797356f1d8", "session_id": "b5d20b72-4a33-4b28-83e1-40356e294081", "content": "\u4f60\u597d\uff01\u6211\u662fQwen\uff0c\u662f\u963f\u91cc\u4e91\u5f00\u53d1\u7684\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u3002\u6211\u65e0\u6cd5\u67e5\u770b\u4f60\u6700\u8fd1\u548c\u6211\u7684\u804a\u5929\u8bb0\u5f55\u3002\u6bcf\u6b21\u5bf9\u8bdd\u90fd\u662f\u72ec\u7acb\u7684\uff0c\u6211\u4e0d\u4f1a\u4fdd\u7559\u6216\u8bbf\u95ee\u4e4b\u524d\u7684\u5bf9\u8bdd\u5185\u5bb9\u3002\u5982\u679c\u4f60\u6709\u4efb\u4f55\u95ee\u9898\u9700\u8981\u5e2e\u52a9\uff0c\u8bf7\u968f\u65f6\u544a\u8bc9\u6211\uff01", "content_type": "str"}], "messages": [{"content": "<instructions>\nAlways use tables to display data\n</instructions>\n\n<additional_information>\n- Use markdown to format your answers.\n- The current time is 2025-07-15 16:50:59.095644.\n</additional_information>", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1752569459}, {"content": "\u4f60\u597d\uff0c\u4f60\u53c8\u662f\u8c01\uff0c\u80fd\u770b\u5230\u6211\u6700\u8fd1\u548c\u4f60\u7684\u804a\u5929\u5417", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1752569459}, {"content": "\u4f60\u597d\uff01\u6211\u662fQwen\uff0c\u662f\u963f\u91cc\u4e91\u5f00\u53d1\u7684\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u3002\u6211\u65e0\u6cd5\u67e5\u770b\u4f60\u6700\u8fd1\u548c\u6211\u7684\u804a\u5929\u8bb0\u5f55\u3002\u6bcf\u6b21\u5bf9\u8bdd\u90fd\u662f\u72ec\u7acb\u7684\uff0c\u6211\u4e0d\u4f1a\u4fdd\u7559\u6216\u8bbf\u95ee\u4e4b\u524d\u7684\u5bf9\u8bdd\u5185\u5bb9\u3002\u5982\u679c\u4f60\u6709\u4efb\u4f55\u95ee\u9898\u9700\u8981\u5e2e\u52a9\uff0c\u8bf7\u968f\u65f6\u544a\u8bc9\u6211\uff01", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 501, "output_tokens": 50, "total_tokens": 551, "prompt_tokens": 501, "completion_tokens": 50, "time": 3.764098399999966, "time_to_first_token": 3.4563286000002336}, "created_at": 1752569459}]}]}

session_data:
  {"session_state": {"current_session_id": "b5d20b72-4a33-4b28-83e1-40356e294081"}, "session_metrics": {"input_tokens": 501, "output_tokens": 50, "total_tokens": 551, "audio_tokens": 0, "input_audio_tokens": 0, "output_audio_tokens": 0, "cached_tokens": 0, "cache_write_tokens": 0, "reasoning_tokens": 0, "prompt_tokens": 501, "completion_tokens": 50, "prompt_tokens_details": null, "completion_tokens_details": null, "additional_metrics": null, "time": 3.764098399999966, "time_to_first_token": 3.4563286000002336, "timer": null}}

agent_data:
  {"name": "Finance Agent", "agent_id": "32a4b497-5e59-442a-9fdb-2577bb0db4a9", "model": {"name": "OpenAILike", "provider": "OpenAI", "id": "qwen3-32b"}}


# transfer_agent

session_id: 237d4fb7-bae1-48cb-8e61-72a3e70b600c
extra_data: null
agent_id: d833bdb5-03b5-43df-9e4e-1ed0a7f202f4
memory:
  {"summaries": {}, "memories": {}, "runs": [{"content": "\u8f6c\u8d26\u6210\u529f\uff01\u5df2\u5411\u5f20\u4e09\u8f6c\u8d26100\u5143\u3002\u5982\u6709\u5176\u4ed6\u9700\u6c42\uff0c\u8bf7\u968f\u65f6\u544a\u77e5\u3002", "content_type": "str", "metrics": {"input_tokens": [628, 664, 698, 757], "output_tokens": [21, 15, 44, 20], "total_tokens": [649, 679, 742, 777], "audio_tokens": [0, 0, 0, 0], "input_audio_tokens": [0, 0, 0, 0], "output_audio_tokens": [0, 0, 0, 0], "cached_tokens": [0, 0, 0, 0], "cache_write_tokens": [0, 0, 0, 0], "reasoning_tokens": [0, 0, 0, 0], "prompt_tokens": [628, 664, 698, 757], "completion_tokens": [21, 15, 44, 20], "time": [2.593372100000124, 2.353668099999595, 3.414576600000146, 2.7257479999998395]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "ad18373a-ac72-4841-bdf8-545eb7e513d4", "agent_id": "d833bdb5-03b5-43df-9e4e-1ed0a7f202f4", "agent_name": "Transfer Agent", "session_id": "237d4fb7-bae1-48cb-8e61-72a3e70b600c", "formatted_tool_calls": ["get_contact(user_name=\u5f20\u4e09)", "transfer(amount=100, phone=13800000000, user_name=\u5f20\u4e09)"], "created_at": 1752572630, "status": "RUNNING", "messages": [{"content": "<instructions>\n\n## \u80cc\u666f\u4e0e\u76ee\u6807\n\u4f60\u662f\u4e00\u4e2a\u91d1\u878d\u52a9\u624b Agent\uff0c\u4f7f\u7528 Qwen3-32B \u6a21\u578b\u9a71\u52a8\uff0c\u8d1f\u8d23\u534f\u52a9\u7528\u6237\u5b8c\u6210\u5411\u4ed6\u4eba\u8d26\u6237\u8f6c\u8d26\u7684\u6d41\u7a0b\u3002/\n\u5f53\u7528\u6237\u63d0\u95ee\u4f60\u5176\u5b83\u4e0e\u8f6c\u8d26\u4e0d\u76f8\u5173\u7684\u95ee\u9898\u65f6\uff0c\u4f60\u5e94\u8be5\u65f6\u523b\u63d0\u9192\u5e76\u4fdd\u6301\u793c\u8c8c\u3002/\n\u4f60\u5c06\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4e0e\u7528\u6237\u5bf9\u8bdd\uff0c\u6536\u96c6\u5fc5\u8981\u4fe1\u606f\uff0c\u786e\u8ba4\u5e76\u8c03\u7528\u8f6c\u8d26\u63a5\u53e3\u5b8c\u6210\u64cd\u4f5c\u3002\n\u8bf7\u6839\u636e\u4ee5\u4e0b\u6d41\u7a0b\u4e0e\u89c4\u5219\u8fdb\u884c\u5bf9\u8bdd\u4e0e\u64cd\u4f5c\u3002\n\n## 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"stop_after_tool_call": false, "created_at": 1752572630, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": null, "answered": null, "external_execution_required": null}]}]}

session_data:
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agent_data:
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session_id: 2fb30dd9-b965-4436-8521-27301a8146c0
extra_data: null
agent_id: 9f383fa5-8261-46c9-aeb0-84990476fe95
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"session_id": "2fb30dd9-b965-4436-8521-27301a8146c0", "formatted_tool_calls": ["get_contact(user_name=\u5f20\u4e09)"], "created_at": 1752572867, "status": "RUNNING", "messages": [{"content": "<instructions>\n\n## \u80cc\u666f\u4e0e\u76ee\u6807\n\u4f60\u662f\u4e00\u4e2a\u91d1\u878d\u52a9\u624b Agent\uff0c\u4f7f\u7528 Qwen3-32B \u6a21\u578b\u9a71\u52a8\uff0c\u8d1f\u8d23\u534f\u52a9\u7528\u6237\u5b8c\u6210\u5411\u4ed6\u4eba\u8d26\u6237\u8f6c\u8d26\u7684\u6d41\u7a0b\u3002/\n\u5f53\u7528\u6237\u63d0\u95ee\u4f60\u5176\u5b83\u4e0e\u8f6c\u8d26\u4e0d\u76f8\u5173\u7684\u95ee\u9898\u65f6\uff0c\u4f60\u5e94\u8be5\u65f6\u523b\u63d0\u9192\u5e76\u4fdd\u6301\u793c\u8c8c\u3002/\n\u4f60\u5c06\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4e0e\u7528\u6237\u5bf9\u8bdd\uff0c\u6536\u96c6\u5fc5\u8981\u4fe1\u606f\uff0c\u786e\u8ba4\u5e76\u8c03\u7528\u8f6c\u8d26\u63a5\u53e3\u5b8c\u6210\u64cd\u4f5c\u3002\n\u8bf7\u6839\u636e\u4ee5\u4e0b\u6d41\u7a0b\u4e0e\u89c4\u5219\u8fdb\u884c\u5bf9\u8bdd\u4e0e\u64cd\u4f5c\u3002\n\n## \u4efb\u52a1\u6d41\u7a0b\n\n### \u7b2c\u4e00\u6b65\uff1a\u4fe1\u606f\u6536\u96c6\n\u8bf7\u901a\u8fc7\u5bf9\u8bdd\u4e0e\u7528\u6237\u4ea4\u4e92\uff0c\u4f9d\u6b21\u786e\u8ba4\u5e76\u8bb0\u5f55\u4ee5\u4e0b\u4e09\u9879\u8f6c\u8d26\u4fe1\u606f\uff1a\n\n1. \u901a\u8fc7\u5bf9\u65b9\u59d3\u540d\u67e5\u8be2\u8d26\u6237\u662f\u5426\u5b58\u5728\uff08`get_contact`\uff09\n2. \u786e\u8ba4\u8f6c\u8d26\u91d1\u989d\u662f\u5426\u5927\u4e8e\u8d26\u6237\u4f59\u989d\uff08`get_balance`\uff09\n3. \u4f59\u989d\u4e0d\u8db3\u65f6\uff0c\u8bf7\u63d0\u9192\u7528\u6237\u5e76\u8be2\u95ee\u662f\u5426\u91cd\u65b0\u6536\u96c6\u4fe1\u606f\uff0c\u7ee7\u7eed\u8f6c\u8d26\uff08`replay_to_user`\uff09\n\n> \u8bf7\u5728\u7528\u6237\u8868\u8fbe\u4e0d\u6e05\u6216\u4fe1\u606f\u7f3a\u5931\u65f6\uff0c\u8bf7\u901a\u8fc7\u65b9\u6cd5 `replay_to_user` \u53d1\u8d77\u6f84\u6e05\u3002\n\n### \u7b2c\u4e8c\u6b65\uff1a\u6267\u884c\u8f6c\u8d26\n\u8bf7\u4f7f\u7528\u9002\u5f53\u65b9\u6cd5\u53d1\u8d77\u8f6c\u8d26\uff08`transfer`\uff09\n\n\n</instructions>\n\n<additional_information>\n- Use markdown to format your answers.\n- The current time is 2025-07-15 17:47:56.751196.\n</additional_information>", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1752572876}, {"content": "\u8bf7\u5e2e\u6211\u5411\u5f20\u4e09\u8f6c\u8d261000\u5143", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1752572876}, {"content": "", "reasoning_content": "", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_58c29d16533d47e39be6ee", "function": {"arguments": "{\"user_name\": \"\u5f20\u4e09\"}", "name": "get_contact"}, "type": "function", "index": 0}], "metrics": {"input_tokens": 629, "output_tokens": 21, "total_tokens": 650, "prompt_tokens": 629, "completion_tokens": 21, "time": 2.875962199999776}, "created_at": 1752572876}, {"content": "True", "from_history": false, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_58c29d16533d47e39be6ee", "tool_name": "get_contact", "tool_args": {"user_name": "\u5f20\u4e09"}, "tool_call_error": false, "metrics": {"time": 0.0002969999995912076}, "created_at": 1752572879}, {"content": "", "reasoning_content": "", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_1a94bb44407f43729e1323", "function": {"arguments": "{}", "name": "get_balance"}, "type": "function", "index": 0}], "metrics": {"input_tokens": 665, "output_tokens": 15, "total_tokens": 680, "prompt_tokens": 665, "completion_tokens": 15, "time": 2.2874877000003835}, "created_at": 1752572879}, {"content": "500.0", "from_history": false, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_1a94bb44407f43729e1323", "tool_name": "get_balance", "tool_call_error": false, "metrics": {"time": 0.00016990000040095765}, "created_at": 1752572881}, {"content": "\u60a8\u7684\u8d26\u6237\u4f59\u989d\u4e0d\u8db3\uff0c\u5f53\u524d\u4f59\u989d\u4e3a500\u5143\uff0c\u65e0\u6cd5\u5b8c\u62101000\u5143\u7684\u8f6c\u8d26\u64cd\u4f5c\u3002\u8bf7\u95ee\u662f\u5426\u9700\u8981\u91cd\u65b0\u8c03\u6574\u8f6c\u8d26\u91d1\u989d\u6216\u53d6\u6d88\u64cd\u4f5c\uff1f", "reasoning_content": "", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 699, "output_tokens": 35, "total_tokens": 734, "prompt_tokens": 699, "completion_tokens": 35, "time": 2.9190395999994507}, "created_at": 1752572881}], "tools": [{"tool_call_id": "call_58c29d16533d47e39be6ee", "tool_name": "get_contact", "tool_args": {"user_name": "\u5f20\u4e09"}, "tool_call_error": false, "result": "True", "metrics": {"time": 0.0002969999995912076}, "stop_after_tool_call": false, "created_at": 1752572867, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, 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session_data:
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agent_data:
  {"name": "Transfer Agent", "agent_id": "9f383fa5-8261-46c9-aeb0-84990476fe95", "model": {"provider": "OpenAI", "id": "qwen3-32b", "name": "OpenAILike"}}


session_id: 1317550b-96f5-4772-99bc-c59b77a2cf6d
extra_data: null
agent_id: 8e7c413d-4649-4f58-8e75-537a19eebd6e
memory:
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"session_id": "1317550b-96f5-4772-99bc-c59b77a2cf6d", "formatted_tool_calls": ["get_contact(user_name=\u5f20\u4e09)"], "created_at": 1752572867, "status": "RUNNING", "messages": [{"content": "<instructions>\n\n## \u80cc\u666f\u4e0e\u76ee\u6807\n\u4f60\u662f\u4e00\u4e2a\u91d1\u878d\u52a9\u624b Agent\uff0c\u4f7f\u7528 Qwen3-32B \u6a21\u578b\u9a71\u52a8\uff0c\u8d1f\u8d23\u534f\u52a9\u7528\u6237\u5b8c\u6210\u5411\u4ed6\u4eba\u8d26\u6237\u8f6c\u8d26\u7684\u6d41\u7a0b\u3002/\n\u5f53\u7528\u6237\u63d0\u95ee\u4f60\u5176\u5b83\u4e0e\u8f6c\u8d26\u4e0d\u76f8\u5173\u7684\u95ee\u9898\u65f6\uff0c\u4f60\u5e94\u8be5\u65f6\u523b\u63d0\u9192\u5e76\u4fdd\u6301\u793c\u8c8c\u3002/\n\u4f60\u5c06\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4e0e\u7528\u6237\u5bf9\u8bdd\uff0c\u6536\u96c6\u5fc5\u8981\u4fe1\u606f\uff0c\u786e\u8ba4\u5e76\u8c03\u7528\u8f6c\u8d26\u63a5\u53e3\u5b8c\u6210\u64cd\u4f5c\u3002\n\u8bf7\u6839\u636e\u4ee5\u4e0b\u6d41\u7a0b\u4e0e\u89c4\u5219\u8fdb\u884c\u5bf9\u8bdd\u4e0e\u64cd\u4f5c\u3002\n\n## \u4efb\u52a1\u6d41\u7a0b\n\n### \u7b2c\u4e00\u6b65\uff1a\u4fe1\u606f\u6536\u96c6\n\u8bf7\u901a\u8fc7\u5bf9\u8bdd\u4e0e\u7528\u6237\u4ea4\u4e92\uff0c\u4f9d\u6b21\u786e\u8ba4\u5e76\u8bb0\u5f55\u4ee5\u4e0b\u4e09\u9879\u8f6c\u8d26\u4fe1\u606f\uff1a\n\n1. \u901a\u8fc7\u5bf9\u65b9\u59d3\u540d\u67e5\u8be2\u8d26\u6237\u662f\u5426\u5b58\u5728\uff08`get_contact`\uff09\n2. \u786e\u8ba4\u8f6c\u8d26\u91d1\u989d\u662f\u5426\u5927\u4e8e\u8d26\u6237\u4f59\u989d\uff08`get_balance`\uff09\n3. \u4f59\u989d\u4e0d\u8db3\u65f6\uff0c\u8bf7\u63d0\u9192\u7528\u6237\u5e76\u8be2\u95ee\u662f\u5426\u91cd\u65b0\u6536\u96c6\u4fe1\u606f\uff0c\u7ee7\u7eed\u8f6c\u8d26\uff08`replay_to_user`\uff09\n\n> \u8bf7\u5728\u7528\u6237\u8868\u8fbe\u4e0d\u6e05\u6216\u4fe1\u606f\u7f3a\u5931\u65f6\uff0c\u8bf7\u901a\u8fc7\u65b9\u6cd5 `replay_to_user` \u53d1\u8d77\u6f84\u6e05\u3002\n\n### \u7b2c\u4e8c\u6b65\uff1a\u6267\u884c\u8f6c\u8d26\n\u8bf7\u4f7f\u7528\u9002\u5f53\u65b9\u6cd5\u53d1\u8d77\u8f6c\u8d26\uff08`transfer`\uff09\n\n\n</instructions>\n\n<additional_information>\n- Use markdown to format your answers.\n- The current time is 2025-07-15 17:48:51.994190.\n</additional_information>", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1752572931}, {"content": "\u8bf7\u5e2e\u6211\u5411\u5f20\u4e09\u8f6c\u8d261000\u5143", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1752572931}, {"content": "", "reasoning_content": "", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_9f88d5def1ef44e282762c", "function": {"arguments": "{\"user_name\": \"\u5f20\u4e09\"}", "name": "get_contact"}, "type": "function", "index": 0}], "metrics": {"input_tokens": 629, "output_tokens": 21, "total_tokens": 650, "prompt_tokens": 629, "completion_tokens": 21, "time": 2.7506179000001794}, "created_at": 1752572931}, {"content": "True", "from_history": false, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_9f88d5def1ef44e282762c", "tool_name": "get_contact", "tool_args": {"user_name": "\u5f20\u4e09"}, "tool_call_error": false, "metrics": {"time": 0.00027579999914451037}, "created_at": 1752572934}, {"content": "", "reasoning_content": "", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_e6d4d53051c844f0988725", "function": {"arguments": "{}", "name": "get_balance"}, "type": "function", "index": 0}], "metrics": {"input_tokens": 665, "output_tokens": 15, "total_tokens": 680, "prompt_tokens": 665, "completion_tokens": 15, "time": 2.392426199999136}, "created_at": 1752572934}, {"content": "500.0", "from_history": false, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_e6d4d53051c844f0988725", "tool_name": "get_balance", "tool_call_error": false, "metrics": {"time": 0.00017159999970317585}, "created_at": 1752572937}, {"content": "\u60a8\u7684\u8d26\u6237\u4f59\u989d\u4e0d\u8db3\uff0c\u5f53\u524d\u4f59\u989d\u4e3a500.0\u5143\uff0c\u65e0\u6cd5\u5b8c\u62101000\u5143\u7684\u8f6c\u8d26\u64cd\u4f5c\u3002\u8bf7\u95ee\u662f\u5426\u9700\u8981\u91cd\u65b0\u8c03\u6574\u8f6c\u8d26\u91d1\u989d\u6216\u53d6\u6d88\u64cd\u4f5c\uff1f", "reasoning_content": "", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 699, "output_tokens": 37, "total_tokens": 736, "prompt_tokens": 699, "completion_tokens": 37, "time": 3.3419112000001405}, "created_at": 1752572937}], "tools": [{"tool_call_id": "call_9f88d5def1ef44e282762c", "tool_name": "get_contact", "tool_args": {"user_name": "\u5f20\u4e09"}, "tool_call_error": false, "result": "True", "metrics": {"time": 0.00027579999914451037}, "stop_after_tool_call": false, "created_at": 1752572867, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": null, "answered": null, "external_execution_required": null}, {"tool_call_id": "call_e6d4d53051c844f0988725", "tool_name": "get_balance", "tool_args": {}, "tool_call_error": false, "result": "500.0", "metrics": {"time": 0.00017159999970317585}, "stop_after_tool_call": false, "created_at": 1752572867, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": null, "answered": null, "external_execution_required": null}]}]}

session_data:
  {"session_state": {"current_session_id": "1317550b-96f5-4772-99bc-c59b77a2cf6d"}, "session_metrics": {"input_tokens": 1993, "output_tokens": 73, "total_tokens": 2066, "audio_tokens": 0, "input_audio_tokens": 0, "output_audio_tokens": 0, "cached_tokens": 0, "cache_write_tokens": 0, "reasoning_tokens": 0, "prompt_tokens": 1993, "completion_tokens": 73, "prompt_tokens_details": null, "completion_tokens_details": null, "additional_metrics": null, "time": 8.484955299999456, "time_to_first_token": null, "timer": null}}

agent_data:
  {"name": "Transfer Agent", "agent_id": "8e7c413d-4649-4f58-8e75-537a19eebd6e", "model": {"provider": "OpenAI", "id": "qwen3-32b", "name": "OpenAILike"}}


session_id: 77bdcd4d-f895-42e6-8829-0826ecb5eb01
extra_data: null
agent_id: 3588c430-874c-4718-b635-f91603f9c577
memory:
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"3588c430-874c-4718-b635-f91603f9c577", "agent_name": "Transfer Agent", "session_id": "77bdcd4d-f895-42e6-8829-0826ecb5eb01", "formatted_tool_calls": ["get_contact(user_name=\u5f20\u4e09)"], "created_at": 1752573168, "status": "RUNNING", "messages": [{"content": "<instructions>\n\n## \u80cc\u666f\u4e0e\u76ee\u6807\n\u4f60\u662f\u4e00\u4e2a\u91d1\u878d\u52a9\u624b Agent\uff0c\u4f7f\u7528 Qwen3-32B \u6a21\u578b\u9a71\u52a8\uff0c\u8d1f\u8d23\u534f\u52a9\u7528\u6237\u5b8c\u6210\u5411\u4ed6\u4eba\u8d26\u6237\u8f6c\u8d26\u7684\u6d41\u7a0b\u3002/\n\u5f53\u7528\u6237\u63d0\u95ee\u4f60\u5176\u5b83\u4e0e\u8f6c\u8d26\u4e0d\u76f8\u5173\u7684\u95ee\u9898\u65f6\uff0c\u4f60\u5e94\u8be5\u65f6\u523b\u63d0\u9192\u5e76\u4fdd\u6301\u793c\u8c8c\u3002/\n\u4f60\u5c06\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4e0e\u7528\u6237\u5bf9\u8bdd\uff0c\u6536\u96c6\u5fc5\u8981\u4fe1\u606f\uff0c\u786e\u8ba4\u5e76\u8c03\u7528\u8f6c\u8d26\u63a5\u53e3\u5b8c\u6210\u64cd\u4f5c\u3002\n\u8bf7\u6839\u636e\u4ee5\u4e0b\u6d41\u7a0b\u4e0e\u89c4\u5219\u8fdb\u884c\u5bf9\u8bdd\u4e0e\u64cd\u4f5c\u3002\n\n## \u4efb\u52a1\u6d41\u7a0b\n\n### \u7b2c\u4e00\u6b65\uff1a\u4fe1\u606f\u6536\u96c6\n\u8bf7\u901a\u8fc7\u5bf9\u8bdd\u4e0e\u7528\u6237\u4ea4\u4e92\uff0c\u4f9d\u6b21\u786e\u8ba4\u5e76\u8bb0\u5f55\u4ee5\u4e0b\u4e09\u9879\u8f6c\u8d26\u4fe1\u606f\uff1a\n\n1. \u901a\u8fc7\u5bf9\u65b9\u59d3\u540d\u67e5\u8be2\u8d26\u6237\u662f\u5426\u5b58\u5728\uff08`get_contact`\uff09\n2. \u786e\u8ba4\u8f6c\u8d26\u91d1\u989d\u662f\u5426\u5927\u4e8e\u8d26\u6237\u4f59\u989d\uff08`get_balance`\uff09\n3. \u4f59\u989d\u4e0d\u8db3\u65f6\uff0c\u8bf7\u63d0\u9192\u7528\u6237\u5e76\u8be2\u95ee\u662f\u5426\u91cd\u65b0\u6536\u96c6\u4fe1\u606f\uff0c\u7ee7\u7eed\u8f6c\u8d26\uff08`replay_to_user`\uff09\n\n> \u8bf7\u5728\u7528\u6237\u8868\u8fbe\u4e0d\u6e05\u6216\u4fe1\u606f\u7f3a\u5931\u65f6\uff0c\u8bf7\u901a\u8fc7\u65b9\u6cd5 `replay_to_user` \u53d1\u8d77\u6f84\u6e05\u3002\n\n### \u7b2c\u4e8c\u6b65\uff1a\u6267\u884c\u8f6c\u8d26\n\u8bf7\u4f7f\u7528\u9002\u5f53\u65b9\u6cd5\u53d1\u8d77\u8f6c\u8d26\uff08`transfer`\uff09\n\n\n</instructions>\n\n<additional_information>\n- Use markdown to format your answers.\n</additional_information>", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1752573168}, {"content": "\u8bf7\u5e2e\u6211\u5411\u5f20\u4e09\u8f6c\u8d261000\u5143", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1752573168}, {"from_history": false, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_d05c318c090e43a4bef1fb", "type": "function", "function": {"name": "get_contact", "arguments": "{\"user_name\": \"\u5f20\u4e09\"}"}}], "metrics": {"input_tokens": 596, "output_tokens": 21, "total_tokens": 617, "prompt_tokens": 596, "completion_tokens": 21, "time": 2.623308399999587, "time_to_first_token": 2.621055699999488}, "created_at": 1752573168}, {"content": "True", "from_history": false, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_d05c318c090e43a4bef1fb", "tool_name": "get_contact", "tool_args": {"user_name": "\u5f20\u4e09"}, "tool_call_error": false, "metrics": {"time": 0.000769699999182194}, "created_at": 1752573171}, {"from_history": false, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_8ed48083c10644ebbfbba9", "type": "function", "function": {"name": "get_balance", "arguments": "{}"}}], "metrics": {"input_tokens": 632, "output_tokens": 15, "total_tokens": 647, "prompt_tokens": 632, "completion_tokens": 15, "time": 2.4805857000001197, "time_to_first_token": 2.47949460000018}, "created_at": 1752573171}, {"content": "500.0", "from_history": false, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_8ed48083c10644ebbfbba9", "tool_name": "get_balance", "tool_call_error": false, "metrics": {"time": 0.0008079999997789855}, "created_at": 1752573173}, {"content": "\u60a8\u7684\u8d26\u6237\u4f59\u989d\u4e0d\u8db3\uff0c\u5f53\u524d\u4f59\u989d\u4e3a500\u5143\uff0c\u65e0\u6cd5\u5b8c\u62101000\u5143\u7684\u8f6c\u8d26\u64cd\u4f5c\u3002\u8bf7\u95ee\u662f\u5426\u9700\u8981\u8c03\u6574\u8f6c\u8d26\u91d1\u989d\u6216\u91cd\u65b0\u8fdb\u884c\u8f6c\u8d26\uff1f", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 666, "output_tokens": 35, "total_tokens": 701, "prompt_tokens": 666, "completion_tokens": 35, "time": 3.0605702000002566, "time_to_first_token": 3.050097000000278}, "created_at": 1752573173}], "tools": [{"tool_call_id": "call_d05c318c090e43a4bef1fb", "tool_name": "get_contact", "tool_args": {"user_name": "\u5f20\u4e09"}, "tool_call_error": false, "result": "True", "metrics": {"time": 0.000769699999182194}, "stop_after_tool_call": false, "created_at": 1752572867, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": null, "answered": null, "external_execution_required": null}, {"tool_call_id": "call_8ed48083c10644ebbfbba9", "tool_name": "get_balance", "tool_args": {}, "tool_call_error": false, "result": "500.0", "metrics": {"time": 0.0008079999997789855}, "stop_after_tool_call": false, "created_at": 1752572867, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": null, "answered": null, "external_execution_required": null}]}]}

session_data:
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agent_data:
  {"name": "Transfer Agent", "agent_id": "3588c430-874c-4718-b635-f91603f9c577", "model": {"provider": "OpenAI", "id": "qwen3-32b", "name": "OpenAILike"}}


session_id: 87f7fd01-ea7a-43cb-9172-493d37e8619c
extra_data: null
agent_id: e782c343-0bb1-423e-a5a6-8f0823b2af10
memory:
  {"summaries": {}, "memories": {}, "runs": [{"content": "\u60a8\u7684\u8d26\u6237\u4f59\u989d\u4e3a500\u5143\uff0c\u4e0d\u8db3\u4ee5\u5b8c\u62101000\u5143\u7684\u8f6c\u8d26\u64cd\u4f5c\u3002\u8bf7\u95ee\u662f\u5426\u9700\u8981\u8c03\u6574\u8f6c\u8d26\u91d1\u989d\u6216\u91cd\u65b0\u8fdb\u884c\u5176\u4ed6\u64cd\u4f5c\uff1f", "content_type": "str", "metrics": {"input_tokens": [596, 632, 666], "output_tokens": [21, 15, 32], "total_tokens": [617, 647, 698], "audio_tokens": [0, 0, 0], "input_audio_tokens": [0, 0, 0], "output_audio_tokens": [0, 0, 0], "cached_tokens": [0, 0, 0], "cache_write_tokens": [0, 0, 0], "reasoning_tokens": [0, 0, 0], "prompt_tokens": [596, 632, 666], "completion_tokens": [21, 15, 32], "time": [2.562708599999496, 2.2309439000000566, 2.93848749999961], "time_to_first_token": [2.5610601999997016, 2.2298274999993737, 2.93038499999966]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "1c85a6d2-3f2d-481c-b8fb-070ab9812390", "agent_id": "e782c343-0bb1-423e-a5a6-8f0823b2af10", "agent_name": "Transfer Agent", "session_id": "87f7fd01-ea7a-43cb-9172-493d37e8619c", "formatted_tool_calls": ["get_contact(user_name=\u5f20\u4e09)"], "created_at": 1752573282, "status": "RUNNING", "messages": [{"content": "<instructions>\n\n## \u80cc\u666f\u4e0e\u76ee\u6807\n\u4f60\u662f\u4e00\u4e2a\u91d1\u878d\u52a9\u624b Agent\uff0c\u4f7f\u7528 Qwen3-32B \u6a21\u578b\u9a71\u52a8\uff0c\u8d1f\u8d23\u534f\u52a9\u7528\u6237\u5b8c\u6210\u5411\u4ed6\u4eba\u8d26\u6237\u8f6c\u8d26\u7684\u6d41\u7a0b\u3002/\n\u5f53\u7528\u6237\u63d0\u95ee\u4f60\u5176\u5b83\u4e0e\u8f6c\u8d26\u4e0d\u76f8\u5173\u7684\u95ee\u9898\u65f6\uff0c\u4f60\u5e94\u8be5\u65f6\u523b\u63d0\u9192\u5e76\u4fdd\u6301\u793c\u8c8c\u3002/\n\u4f60\u5c06\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4e0e\u7528\u6237\u5bf9\u8bdd\uff0c\u6536\u96c6\u5fc5\u8981\u4fe1\u606f\uff0c\u786e\u8ba4\u5e76\u8c03\u7528\u8f6c\u8d26\u63a5\u53e3\u5b8c\u6210\u64cd\u4f5c\u3002\n\u8bf7\u6839\u636e\u4ee5\u4e0b\u6d41\u7a0b\u4e0e\u89c4\u5219\u8fdb\u884c\u5bf9\u8bdd\u4e0e\u64cd\u4f5c\u3002\n\n## \u4efb\u52a1\u6d41\u7a0b\n\n### \u7b2c\u4e00\u6b65\uff1a\u4fe1\u606f\u6536\u96c6\n\u8bf7\u901a\u8fc7\u5bf9\u8bdd\u4e0e\u7528\u6237\u4ea4\u4e92\uff0c\u4f9d\u6b21\u786e\u8ba4\u5e76\u8bb0\u5f55\u4ee5\u4e0b\u4e09\u9879\u8f6c\u8d26\u4fe1\u606f\uff1a\n\n1. \u901a\u8fc7\u5bf9\u65b9\u59d3\u540d\u67e5\u8be2\u8d26\u6237\u662f\u5426\u5b58\u5728\uff08`get_contact`\uff09\n2. \u786e\u8ba4\u8f6c\u8d26\u91d1\u989d\u662f\u5426\u5927\u4e8e\u8d26\u6237\u4f59\u989d\uff08`get_balance`\uff09\n3. \u4f59\u989d\u4e0d\u8db3\u65f6\uff0c\u8bf7\u63d0\u9192\u7528\u6237\u5e76\u8be2\u95ee\u662f\u5426\u91cd\u65b0\u6536\u96c6\u4fe1\u606f\uff0c\u7ee7\u7eed\u8f6c\u8d26\uff08`replay_to_user`\uff09\n\n> \u8bf7\u5728\u7528\u6237\u8868\u8fbe\u4e0d\u6e05\u6216\u4fe1\u606f\u7f3a\u5931\u65f6\uff0c\u8bf7\u901a\u8fc7\u65b9\u6cd5 `replay_to_user` \u53d1\u8d77\u6f84\u6e05\u3002\n\n### \u7b2c\u4e8c\u6b65\uff1a\u6267\u884c\u8f6c\u8d26\n\u8bf7\u4f7f\u7528\u9002\u5f53\u65b9\u6cd5\u53d1\u8d77\u8f6c\u8d26\uff08`transfer`\uff09\n\n\n</instructions>\n\n<additional_information>\n- Use markdown to format your answers.\n</additional_information>", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1752573282}, {"content": "\u8bf7\u5e2e\u6211\u5411\u5f20\u4e09\u8f6c\u8d261000\u5143", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1752573282}, {"from_history": false, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_28ac1157da0b45deb8fb3f", "type": "function", "function": {"name": "get_contact", "arguments": "{\"user_name\": \"\u5f20\u4e09\"}"}}], "metrics": {"input_tokens": 596, "output_tokens": 21, "total_tokens": 617, "prompt_tokens": 596, "completion_tokens": 21, "time": 2.562708599999496, "time_to_first_token": 2.5610601999997016}, "created_at": 1752573282}, {"content": "True", "from_history": false, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_28ac1157da0b45deb8fb3f", "tool_name": "get_contact", "tool_args": {"user_name": "\u5f20\u4e09"}, "tool_call_error": false, "metrics": {"time": 0.0008498999995936174}, "created_at": 1752573285}, {"from_history": false, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_b9765bb411b24b3ba6c137", "type": "function", "function": {"name": "get_balance", "arguments": "{}"}}], "metrics": {"input_tokens": 632, "output_tokens": 15, "total_tokens": 647, "prompt_tokens": 632, "completion_tokens": 15, "time": 2.2309439000000566, "time_to_first_token": 2.2298274999993737}, "created_at": 1752573285}, {"content": "500.0", "from_history": false, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_b9765bb411b24b3ba6c137", "tool_name": "get_balance", "tool_call_error": false, "metrics": {"time": 0.0006045000000085565}, "created_at": 1752573287}, {"content": "\u60a8\u7684\u8d26\u6237\u4f59\u989d\u4e3a500\u5143\uff0c\u4e0d\u8db3\u4ee5\u5b8c\u62101000\u5143\u7684\u8f6c\u8d26\u64cd\u4f5c\u3002\u8bf7\u95ee\u662f\u5426\u9700\u8981\u8c03\u6574\u8f6c\u8d26\u91d1\u989d\u6216\u91cd\u65b0\u8fdb\u884c\u5176\u4ed6\u64cd\u4f5c\uff1f", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 666, "output_tokens": 32, "total_tokens": 698, "prompt_tokens": 666, "completion_tokens": 32, "time": 2.93848749999961, "time_to_first_token": 2.93038499999966}, "created_at": 1752573287}], "tools": [{"tool_call_id": "call_28ac1157da0b45deb8fb3f", "tool_name": "get_contact", "tool_args": {"user_name": "\u5f20\u4e09"}, "tool_call_error": false, "result": "True", "metrics": {"time": 0.0008498999995936174}, "stop_after_tool_call": false, "created_at": 1752572867, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": null, "answered": null, "external_execution_required": null}, {"tool_call_id": "call_b9765bb411b24b3ba6c137", "tool_name": "get_balance", "tool_args": {}, "tool_call_error": false, "result": "500.0", "metrics": {"time": 0.0006045000000085565}, "stop_after_tool_call": false, "created_at": 1752572867, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": null, "answered": null, "external_execution_required": null}]}]}

session_data:
  {"session_state": {"current_session_id": "87f7fd01-ea7a-43cb-9172-493d37e8619c"}, "session_metrics": {"input_tokens": 1894, "output_tokens": 68, "total_tokens": 1962, "audio_tokens": 0, "input_audio_tokens": 0, "output_audio_tokens": 0, "cached_tokens": 0, "cache_write_tokens": 0, "reasoning_tokens": 0, "prompt_tokens": 1894, "completion_tokens": 68, "prompt_tokens_details": null, "completion_tokens_details": null, "additional_metrics": null, "time": 7.732139999999163, "time_to_first_token": 2.5610601999997016, "timer": null}}

agent_data:
  {"name": "Transfer Agent", "agent_id": "e782c343-0bb1-423e-a5a6-8f0823b2af10", "model": {"provider": "OpenAI", "id": "qwen3-32b", "name": "OpenAILike"}}


session_id: 7698d3ca-c1b1-45b1-ae73-0638bdd04373
extra_data: null
agent_id: b179e20e-dd85-4635-95cd-29edd931bdf5
memory:
  {"summaries": {}, "memories": {}, "runs": [{"content": "\u8f6c\u8d26\u6210\u529f\uff01\u5df2\u5411\u5f20\u4e09\u8f6c\u8d26300\u5143\u3002\u5982\u6709\u5176\u4ed6\u9700\u6c42\uff0c\u8bf7\u968f\u65f6\u544a\u77e5\u3002", "content_type": "str", "metrics": {"input_tokens": [603, 649, 685, 719, 769, 814, 850, 884, 943], "output_tokens": [28, 21, 15, 35, 28, 21, 15, 44, 20], "total_tokens": [631, 670, 700, 754, 797, 835, 865, 928, 963], "audio_tokens": [0, 0, 0, 0, 0, 0, 0, 0, 0], "input_audio_tokens": [0, 0, 0, 0, 0, 0, 0, 0, 0], "output_audio_tokens": [0, 0, 0, 0, 0, 0, 0, 0, 0], "cached_tokens": [0, 0, 0, 0, 0, 0, 0, 0, 0], "cache_write_tokens": [0, 0, 0, 0, 0, 0, 0, 0, 0], "reasoning_tokens": [0, 0, 0, 0, 0, 0, 0, 0, 0], "prompt_tokens": [603, 649, 685, 719, 769, 814, 850, 884, 943], "completion_tokens": [28, 21, 15, 35, 28, 21, 15, 44, 20], "time": [2.671710200000234, 2.4762110000001485, 2.2719566000005216, 2.778207199999997, 2.6814213999996355, 2.6462747999994463, 2.5631301000003077, 3.2589945999998235, 2.5232183000007353], "time_to_first_token": [2.6646491999999853, 2.4744218000005276, 2.2708527000004324, 2.7757682999999815, 2.6788651999995636, 2.6446971999994275, 2.562033000000156, 3.2501457999997, 2.516293200000291]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "47c7dd0a-5670-4425-82a7-aee03e780297", "agent_id": "b179e20e-dd85-4635-95cd-29edd931bdf5", "agent_name": "Transfer Agent", "session_id": "7698d3ca-c1b1-45b1-ae73-0638bdd04373", "formatted_tool_calls": ["replay_to_user(message=\u8bf7\u95ee\u60a8\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u662f\u591a\u5c11\uff1f)", "get_contact(user_name=\u5f20\u4e09)", "replay_to_user(message=\u60a8\u7684\u8d26\u6237\u4f59\u989d\u4e0d\u8db3\uff0c\u65e0\u6cd5\u5b8c\u6210\u8f6c\u8d26\u3002\u8bf7\u95ee\u662f\u5426\u9700\u8981\u91cd\u65b0\u64cd\u4f5c\uff1f)", "replay_to_user(message=\u8bf7\u95ee\u60a8\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u662f\u591a\u5c11\uff1f)", "get_contact(user_name=\u5f20\u4e09)", "transfer(amount=300, phone=13800000000, user_name=\u5f20\u4e09)"], "created_at": 1752573467, "status": "RUNNING", "messages": [{"content": "<instructions>\n\n## \u80cc\u666f\u4e0e\u76ee\u6807\n\u4f60\u662f\u4e00\u4e2a\u91d1\u878d\u52a9\u624b Agent\uff0c\u4f7f\u7528 Qwen3-32B \u6a21\u578b\u9a71\u52a8\uff0c\u8d1f\u8d23\u534f\u52a9\u7528\u6237\u5b8c\u6210\u5411\u4ed6\u4eba\u8d26\u6237\u8f6c\u8d26\u7684\u6d41\u7a0b\u3002/\n\u5f53\u7528\u6237\u63d0\u95ee\u4f60\u5176\u5b83\u4e0e\u8f6c\u8d26\u4e0d\u76f8\u5173\u7684\u95ee\u9898\u65f6\uff0c\u4f60\u5e94\u8be5\u65f6\u523b\u63d0\u9192\u5e76\u4fdd\u6301\u793c\u8c8c\u3002/\n\u4f60\u5c06\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4e0e\u7528\u6237\u5bf9\u8bdd\uff0c\u6536\u96c6\u5fc5\u8981\u4fe1\u606f\uff0c\u786e\u8ba4\u5e76\u8c03\u7528\u8f6c\u8d26\u63a5\u53e3\u5b8c\u6210\u64cd\u4f5c\u3002\n\u8bf7\u6839\u636e\u4ee5\u4e0b\u6d41\u7a0b\u4e0e\u89c4\u5219\u8fdb\u884c\u5bf9\u8bdd\u4e0e\u64cd\u4f5c\u3002\n\n## \u4efb\u52a1\u6d41\u7a0b\n\n### \u7b2c\u4e00\u6b65\uff1a\u4fe1\u606f\u6536\u96c6\n\u8bf7\u901a\u8fc7\u5bf9\u8bdd\u4e0e\u7528\u6237\u4ea4\u4e92\uff0c\u4f9d\u6b21\u786e\u8ba4\u5e76\u8bb0\u5f55\u4ee5\u4e0b\u4e09\u9879\u8f6c\u8d26\u4fe1\u606f\uff1a\n\n1. \u901a\u8fc7\u5bf9\u65b9\u59d3\u540d\u67e5\u8be2\u8d26\u6237\u662f\u5426\u5b58\u5728\uff08`get_contact`\uff09\n2. \u786e\u8ba4\u8f6c\u8d26\u91d1\u989d\u662f\u5426\u5927\u4e8e\u8d26\u6237\u4f59\u989d\uff08`get_balance`\uff09\n3. \u4f59\u989d\u4e0d\u8db3\u65f6\uff0c\u8bf7\u91cd\u65b0\u5411\u7528\u6237\u6536\u96c6\u4fe1\u606f\uff0c\u7ee7\u7eed\u8f6c\u8d26\uff08`replay_to_user`\uff09\n\n> \u8bf7\u5728\u7528\u6237\u8868\u8fbe\u4e0d\u6e05\u6216\u4fe1\u606f\u7f3a\u5931\u65f6\uff0c\u8bf7\u901a\u8fc7\u65b9\u6cd5 `replay_to_user` \u53d1\u8d77\u6f84\u6e05\u3002\n\n### \u7b2c\u4e8c\u6b65\uff1a\u6267\u884c\u8f6c\u8d26\n\u8bf7\u4f7f\u7528\u9002\u5f53\u65b9\u6cd5\u53d1\u8d77\u8f6c\u8d26\uff08`transfer`\uff09\n\n\n</instructions>\n\n<additional_information>\n- Use markdown to format your answers.\n</additional_information>", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1752573467}, {"content": "\u8bf7\u5e2e\u6211\u5411\u5f20\u4e09\u8f6c\u8d26", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1752573467}, {"from_history": false, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_aa9d33395b4c45849eebfb", "type": "function", "function": {"name": "replay_to_user", "arguments": "{\"message\": \"\u8bf7\u95ee\u60a8\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u662f\u591a\u5c11\uff1f\"}"}}], "metrics": {"input_tokens": 603, "output_tokens": 28, "total_tokens": 631, "prompt_tokens": 603, "completion_tokens": 28, "time": 2.671710200000234, "time_to_first_token": 2.6646491999999853}, "created_at": 1752573467}, {"content": "1000", "from_history": false, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_aa9d33395b4c45849eebfb", "tool_name": "replay_to_user", "tool_args": {"message": "\u8bf7\u95ee\u60a8\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u662f\u591a\u5c11\uff1f"}, "tool_call_error": false, "metrics": {"time": 12.529360499999711}, "created_at": 1752573482}, {"from_history": false, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_429e40c3d73848f797a95b", "type": "function", "function": {"name": "get_contact", "arguments": "{\"user_name\": \"\u5f20\u4e09\"}"}}], "metrics": {"input_tokens": 649, "output_tokens": 21, "total_tokens": 670, "prompt_tokens": 649, "completion_tokens": 21, "time": 2.4762110000001485, "time_to_first_token": 2.4744218000005276}, "created_at": 1752573482}, {"content": "True", "from_history": false, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_429e40c3d73848f797a95b", "tool_name": "get_contact", "tool_args": {"user_name": "\u5f20\u4e09"}, "tool_call_error": false, "metrics": {"time": 0.0010941999998976826}, "created_at": 1752573485}, {"from_history": false, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_f62b1992d2e74bb280c084", "type": "function", "function": {"name": "get_balance", "arguments": "{}"}}], "metrics": {"input_tokens": 685, "output_tokens": 15, "total_tokens": 700, "prompt_tokens": 685, "completion_tokens": 15, "time": 2.2719566000005216, "time_to_first_token": 2.2708527000004324}, "created_at": 1752573485}, {"content": "500.0", "from_history": false, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_f62b1992d2e74bb280c084", "tool_name": "get_balance", "tool_call_error": false, "metrics": {"time": 0.0006409999996321858}, "created_at": 1752573487}, {"from_history": false, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_525a1cc1377847d79d6905", "type": "function", "function": {"name": "replay_to_user", "arguments": "{\"message\": \"\u60a8\u7684\u8d26\u6237\u4f59\u989d\u4e0d\u8db3\uff0c\u65e0\u6cd5\u5b8c\u6210\u8f6c\u8d26\u3002\u8bf7\u95ee\u662f\u5426\u9700\u8981\u91cd\u65b0\u64cd\u4f5c\uff1f\"}"}}], "metrics": {"input_tokens": 719, "output_tokens": 35, "total_tokens": 754, "prompt_tokens": 719, "completion_tokens": 35, "time": 2.778207199999997, "time_to_first_token": 2.7757682999999815}, "created_at": 1752573487}, {"content": "\u662f", "from_history": false, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_525a1cc1377847d79d6905", "tool_name": "replay_to_user", "tool_args": {"message": "\u60a8\u7684\u8d26\u6237\u4f59\u989d\u4e0d\u8db3\uff0c\u65e0\u6cd5\u5b8c\u6210\u8f6c\u8d26\u3002\u8bf7\u95ee\u662f\u5426\u9700\u8981\u91cd\u65b0\u64cd\u4f5c\uff1f"}, "tool_call_error": false, "metrics": {"time": 8.482370699999592}, "created_at": 1752573498}, {"from_history": false, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_00542b8249354ae38f0aeb", "type": "function", 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agent_data:
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