# transfer_agent_session

session_id: 5827dfac-34f9-4a2c-b5b3-df04a98fed97
user_id: shuu1101_fae7
extra_data: null
agent_id: 0b249f63-24a0-4ec6-84a7-fb035f223910
memory:
  {"summaries": {}, "memories": {}, "runs": [{"content": "\u4f60\u597d\uff01\u6211\u662f\u4e00\u4e2a\u91d1\u878d\u52a9\u624b\uff0c\u4e3b\u8981\u8d1f\u8d23\u534f\u52a9\u7528\u6237\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\u5982\u679c\u4f60\u9700\u8981\u5411\u4ed6\u4eba\u8d26\u6237\u8f6c\u8d26\uff0c\u6211\u53ef\u4ee5\u5e2e\u52a9\u4f60\u67e5\u8be2\u8d26\u6237\u662f\u5426\u5b58\u5728\u3001\u786e\u8ba4\u4f59\u989d\u662f\u5426\u8db3\u591f\uff0c\u5e76\u6267\u884c\u8f6c\u8d26\u6d41\u7a0b\u3002\u5bf9\u4e8e\u5176\u4ed6\u4e0d\u76f8\u5173\u7684\u95ee\u9898\uff0c\u6211\u4f1a\u5c3d\u91cf\u793c\u8c8c\u5730\u63d0\u9192\u4f60\u3002\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u4f60\u7684\u5417\uff1f", "content_type": "str", "metrics": {"input_tokens": [636], "output_tokens": [57], "total_tokens": [693], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [636], "completion_tokens": [57], "time": [4.9132968000012625], "time_to_first_token": [4.118358499999886]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "9ced7c13-be17-4c2d-97ce-744c2a00dc54", "agent_id": "0b249f63-24a0-4ec6-84a7-fb035f223910", "agent_name": "Transfer Agent", "session_id": "5827dfac-34f9-4a2c-b5b3-df04a98fed97", "created_at": 1752646602, "status": "RUNNING", "events": [{"created_at": 1752646602, "event": "RunStarted", "agent_id": "0b249f63-24a0-4ec6-84a7-fb035f223910", "agent_name": "Transfer Agent", "run_id": "9ced7c13-be17-4c2d-97ce-744c2a00dc54", "session_id": "5827dfac-34f9-4a2c-b5b3-df04a98fed97", "model": "qwen3-32b", "model_provider": "OpenAI"}, {"created_at": 1752646607, "event": "RunCompleted", "agent_id": "0b249f63-24a0-4ec6-84a7-fb035f223910", "agent_name": "Transfer Agent", "run_id": "9ced7c13-be17-4c2d-97ce-744c2a00dc54", "session_id": "5827dfac-34f9-4a2c-b5b3-df04a98fed97", "content": "\u4f60\u597d\uff01\u6211\u662f\u4e00\u4e2a\u91d1\u878d\u52a9\u624b\uff0c\u4e3b\u8981\u8d1f\u8d23\u534f\u52a9\u7528\u6237\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\u5982\u679c\u4f60\u9700\u8981\u5411\u4ed6\u4eba\u8d26\u6237\u8f6c\u8d26\uff0c\u6211\u53ef\u4ee5\u5e2e\u52a9\u4f60\u67e5\u8be2\u8d26\u6237\u662f\u5426\u5b58\u5728\u3001\u786e\u8ba4\u4f59\u989d\u662f\u5426\u8db3\u591f\uff0c\u5e76\u6267\u884c\u8f6c\u8d26\u6d41\u7a0b\u3002\u5bf9\u4e8e\u5176\u4ed6\u4e0d\u76f8\u5173\u7684\u95ee\u9898\uff0c\u6211\u4f1a\u5c3d\u91cf\u793c\u8c8c\u5730\u63d0\u9192\u4f60\u3002\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u4f60\u7684\u5417\uff1f", "content_type": "str"}], "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### \u8fdb\u884c\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### \u6267\u884c\u8f6c\u8d26\n\u786e\u8ba4\u6536\u96c6\u4fe1\u606f\u540e\uff0c\u8bf7\u603b\u7ed3\u4fe1\u606f\uff0c\u5e76\u8bf7\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 2025-07-16 14:16:42.241908.\n</additional_information>", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1752646602}, {"content": "\u4f60\u597d \uff0c\u4f60\u90fd\u53ef\u4ee5\u505a\u5230\u4ec0\u4e48\u5462", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1752646602}, {"content": "\u4f60\u597d\uff01\u6211\u662f\u4e00\u4e2a\u91d1\u878d\u52a9\u624b\uff0c\u4e3b\u8981\u8d1f\u8d23\u534f\u52a9\u7528\u6237\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\u5982\u679c\u4f60\u9700\u8981\u5411\u4ed6\u4eba\u8d26\u6237\u8f6c\u8d26\uff0c\u6211\u53ef\u4ee5\u5e2e\u52a9\u4f60\u67e5\u8be2\u8d26\u6237\u662f\u5426\u5b58\u5728\u3001\u786e\u8ba4\u4f59\u989d\u662f\u5426\u8db3\u591f\uff0c\u5e76\u6267\u884c\u8f6c\u8d26\u6d41\u7a0b\u3002\u5bf9\u4e8e\u5176\u4ed6\u4e0d\u76f8\u5173\u7684\u95ee\u9898\uff0c\u6211\u4f1a\u5c3d\u91cf\u793c\u8c8c\u5730\u63d0\u9192\u4f60\u3002\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u4f60\u7684\u5417\uff1f", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 636, "output_tokens": 57, "total_tokens": 693, "prompt_tokens": 636, "completion_tokens": 57, "time": 4.9132968000012625, "time_to_first_token": 4.118358499999886}, "created_at": 1752646602}]}, {"content": "\u597d\u7684\uff0c\u8bf7\u63d0\u4f9b\u4ee5\u4e0b\u4fe1\u606f\u4ee5\u4fbf\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\uff1a\n1. \u6536\u6b3e\u4eba\u7684\u59d3\u540d\n2. \u6536\u6b3e\u4eba\u7684\u624b\u673a\u53f7\u7801\n3. \u60a8\u5e0c\u671b\u8f6c\u8d26\u7684\u91d1\u989d", "content_type": "str", "metrics": {"input_tokens": [716, 770], "output_tokens": [36, 35], "total_tokens": [752, 805], "audio_tokens": [0, 0], "input_audio_tokens": [0, 0], "output_audio_tokens": [0, 0], "cached_tokens": [0, 0], "cache_write_tokens": [0, 0], "reasoning_tokens": [0, 0], "prompt_tokens": [716, 770], "completion_tokens": [36, 35], "time": [4.751003300003504, 3.9360525000010966], "time_to_first_token": [4.724587300002895, 3.9282506000017747]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "aa8ca1b1-b939-40f9-9ed7-7295e5657bc0", "agent_id": "0b249f63-24a0-4ec6-84a7-fb035f223910", "agent_name": "Transfer Agent", "session_id": "5827dfac-34f9-4a2c-b5b3-df04a98fed97", "formatted_tool_calls": ["replay_to_user(message=\u8bf7\u63d0\u4f9b\u6536\u6b3e\u4eba\u7684\u59d3\u540d\u548c\u624b\u673a\u53f7\u7801\uff0c\u4ee5\u53ca\u60a8\u60f3\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u3002)"], "created_at": 1752646669, "status": "RUNNING", "events": [{"created_at": 1752646669, "event": "RunStarted", "agent_id": "0b249f63-24a0-4ec6-84a7-fb035f223910", "agent_name": "Transfer Agent", "run_id": "aa8ca1b1-b939-40f9-9ed7-7295e5657bc0", "session_id": "5827dfac-34f9-4a2c-b5b3-df04a98fed97", "model": "qwen3-32b", "model_provider": "OpenAI"}, {"created_at": 1752646673, "event": "ToolCallStarted", "agent_id": "0b249f63-24a0-4ec6-84a7-fb035f223910", "agent_name": "Transfer Agent", "run_id": "aa8ca1b1-b939-40f9-9ed7-7295e5657bc0", "session_id": "5827dfac-34f9-4a2c-b5b3-df04a98fed97", "tool": {"tool_call_id": "call_a0699fe8378941d6b219c2", "tool_name": "replay_to_user", "tool_args": {"message": "\u8bf7\u63d0\u4f9b\u6536\u6b3e\u4eba\u7684\u59d3\u540d\u548c\u624b\u673a\u53f7\u7801\uff0c\u4ee5\u53ca\u60a8\u60f3\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u3002"}, "tool_call_error": null, "result": null, "metrics": {}, "stop_after_tool_call": false, "created_at": 1752646552, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": [], "answered": null, "external_execution_required": null}}, {"created_at": 1752646673, "event": "ToolCallCompleted", "agent_id": "0b249f63-24a0-4ec6-84a7-fb035f223910", "agent_name": "Transfer Agent", "run_id": "aa8ca1b1-b939-40f9-9ed7-7295e5657bc0", "session_id": "5827dfac-34f9-4a2c-b5b3-df04a98fed97", "content": "replay_to_user(message=\u8bf7\u63d0\u4f9b\u6536\u6b3e\u4eba\u7684\u59d3\u540d\u548c\u624b\u673a\u53f7\u7801\uff0c\u4ee5\u53ca\u60a8\u60f3\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u3002) completed in 0.0130s.", "tool": {"tool_call_id": "call_a0699fe8378941d6b219c2", "tool_name": "replay_to_user", "tool_args": {"message": "\u8bf7\u63d0\u4f9b\u6536\u6b3e\u4eba\u7684\u59d3\u540d\u548c\u624b\u673a\u53f7\u7801\uff0c\u4ee5\u53ca\u60a8\u60f3\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u3002"}, "tool_call_error": false, "result": "\u8bf7\u7b49\u5f85\u7528\u6237\u56de\u7b54", "metrics": {"time": 0.01300229999833391}, "stop_after_tool_call": false, "created_at": 1752646552, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": [], "answered": null, "external_execution_required": null}}, {"created_at": 1752646677, "event": "RunCompleted", "agent_id": "0b249f63-24a0-4ec6-84a7-fb035f223910", "agent_name": "Transfer Agent", "run_id": "aa8ca1b1-b939-40f9-9ed7-7295e5657bc0", "session_id": "5827dfac-34f9-4a2c-b5b3-df04a98fed97", "content": "\u597d\u7684\uff0c\u8bf7\u63d0\u4f9b\u4ee5\u4e0b\u4fe1\u606f\u4ee5\u4fbf\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\uff1a\n1. \u6536\u6b3e\u4eba\u7684\u59d3\u540d\n2. \u6536\u6b3e\u4eba\u7684\u624b\u673a\u53f7\u7801\n3. \u60a8\u5e0c\u671b\u8f6c\u8d26\u7684\u91d1\u989d", "content_type": "str"}], "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### \u8fdb\u884c\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### \u6267\u884c\u8f6c\u8d26\n\u786e\u8ba4\u6536\u96c6\u4fe1\u606f\u540e\uff0c\u8bf7\u603b\u7ed3\u4fe1\u606f\uff0c\u5e76\u8bf7\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 2025-07-16 14:17:49.083040.\n</additional_information>", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1752646669}, {"content": "\u4f60\u597d \uff0c\u4f60\u90fd\u53ef\u4ee5\u505a\u5230\u4ec0\u4e48\u5462", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1752646602}, {"content": "\u4f60\u597d\uff01\u6211\u662f\u4e00\u4e2a\u91d1\u878d\u52a9\u624b\uff0c\u4e3b\u8981\u8d1f\u8d23\u534f\u52a9\u7528\u6237\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\u5982\u679c\u4f60\u9700\u8981\u5411\u4ed6\u4eba\u8d26\u6237\u8f6c\u8d26\uff0c\u6211\u53ef\u4ee5\u5e2e\u52a9\u4f60\u67e5\u8be2\u8d26\u6237\u662f\u5426\u5b58\u5728\u3001\u786e\u8ba4\u4f59\u989d\u662f\u5426\u8db3\u591f\uff0c\u5e76\u6267\u884c\u8f6c\u8d26\u6d41\u7a0b\u3002\u5bf9\u4e8e\u5176\u4ed6\u4e0d\u76f8\u5173\u7684\u95ee\u9898\uff0c\u6211\u4f1a\u5c3d\u91cf\u793c\u8c8c\u5730\u63d0\u9192\u4f60\u3002\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u4f60\u7684\u5417\uff1f", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 636, "output_tokens": 57, "total_tokens": 693, "prompt_tokens": 636, "completion_tokens": 57, "time": 4.9132968000012625, "time_to_first_token": 4.118358499999886}, "created_at": 1752646602}, {"content": 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session_data:
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agent_data:
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session_id: ba50dd1b-b363-463d-b97c-e10b302d9d0e
user_id: shuu1101_fae7
extra_data: null
agent_id: d8d786b7-10e3-473d-9981-4e5c4ba9e5f0
memory:
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false, "created_at": 1752659492, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": null, "answered": null, "external_execution_required": null}}, {"created_at": 1752659552, "event": "ToolCallCompleted", "agent_id": "d8d786b7-10e3-473d-9981-4e5c4ba9e5f0", "agent_name": "Transfer Agent", "run_id": "57b5f9ff-9101-4ab1-8923-58fd811fc391", "session_id": "ba50dd1b-b363-463d-b97c-e10b302d9d0e", "content": "get_balance() completed in 0.0007s.", "tool": {"tool_call_id": "call_2d007f9096384f7cb8f568", "tool_name": "get_balance", "tool_args": {}, "tool_call_error": false, "result": "500.0", "metrics": {"time": 0.0006763999990653247}, "stop_after_tool_call": false, "created_at": 1752659492, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": null, "answered": null, "external_execution_required": null}}, {"created_at": 1752659555, "event": 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\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### \u8fdb\u884c\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### \u6267\u884c\u8f6c\u8d26\n\u786e\u8ba4\u6536\u96c6\u4fe1\u606f\u540e\uff0c\u8bf7\u603b\u7ed3\u4fe1\u606f\uff0c\u5e76\u8bf7\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 2025-07-16 17:52:25.223712.\n</additional_information>", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1752659545}, {"content": "\u4f60\u597d\u4f60\u662f\u8c01", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1752659519}, {"content": "\u6211\u662f\u60a8\u7684\u91d1\u878d\u52a9\u624b\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u5b8c\u6210\u8f6c\u8d26\u7b49\u64cd\u4f5c\u3002\u8bf7\u95ee\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u60a8\u7684\u5417\uff1f", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 633, "output_tokens": 19, "total_tokens": 652, "prompt_tokens": 633, "completion_tokens": 19, "time": 2.9888291999996, "time_to_first_token": 2.980779400000756}, "created_at": 1752659519}, {"content": "\u5e2e\u6211\u7ed9\u5f20\u4e09\u8f6c500\u5757", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1752659545}, {"from_history": false, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_634415bfb74b477e8ec733", "type": "function", "function": {"name": "get_contact", "arguments": "{\"user_name\": \"\u5f20\u4e09\"}"}}], "metrics": {"input_tokens": 671, "output_tokens": 21, "total_tokens": 692, "prompt_tokens": 671, "completion_tokens": 21, "time": 3.2001767000001564, "time_to_first_token": 3.1976634000020567}, "created_at": 1752659545}, {"content": "True", "from_history": false, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_634415bfb74b477e8ec733", "tool_name": "get_contact", "tool_args": {"user_name": "\u5f20\u4e09"}, "tool_call_error": false, "metrics": {"time": 0.0014764000006834976}, "created_at": 1752659548}, {"from_history": false, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_2d007f9096384f7cb8f568", "type": "function", "function": {"name": "get_balance", "arguments": "{}"}}], "metrics": {"input_tokens": 707, "output_tokens": 15, "total_tokens": 722, "prompt_tokens": 707, "completion_tokens": 15, "time": 3.8478379999978642, "time_to_first_token": 3.8460181999980705}, "created_at": 1752659548}, {"content": "500.0", "from_history": false, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_2d007f9096384f7cb8f568", "tool_name": "get_balance", "tool_call_error": false, "metrics": {"time": 0.0006763999990653247}, "created_at": 1752659552}, {"content": "\u60a8\u7684\u8d26\u6237\u4f59\u989d\u4e3a 500.0 \u5143\uff0c\u521a\u597d\u7b49\u4e8e\u8f6c\u8d26\u91d1\u989d\u3002\u8bf7\u95ee\u786e\u8ba4\u8981\u5411\u5f20\u4e09\u8f6c\u8d26 500 \u5143\u5417\uff1f", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 741, "output_tokens": 33, "total_tokens": 774, "prompt_tokens": 741, "completion_tokens": 33, "time": 3.294011699999828, "time_to_first_token": 3.277887100000953}, "created_at": 1752659552}], "tools": [{"tool_call_id": "call_634415bfb74b477e8ec733", "tool_name": "get_contact", "tool_args": {"user_name": "\u5f20\u4e09"}, "tool_call_error": false, "result": "True", "metrics": {"time": 0.0014764000006834976}, "stop_after_tool_call": false, "created_at": 1752659492, "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_2d007f9096384f7cb8f568", "tool_name": "get_balance", "tool_args": {}, "tool_call_error": false, "result": "500.0", "metrics": {"time": 0.0006763999990653247}, "stop_after_tool_call": false, "created_at": 1752659492, "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_user_id": "shuu1101_fae7", "current_session_id": "ba50dd1b-b363-463d-b97c-e10b302d9d0e"}, "session_metrics": {"input_tokens": 3385, "output_tokens": 107, "total_tokens": 3492, "audio_tokens": 0, "input_audio_tokens": 0, "output_audio_tokens": 0, "cached_tokens": 0, "cache_write_tokens": 0, "reasoning_tokens": 0, "prompt_tokens": 3385, "completion_tokens": 107, "prompt_tokens_details": null, "completion_tokens_details": null, "additional_metrics": null, "time": 16.31968479999705, "time_to_first_token": 2.980779400000756, "timer": null}}

agent_data:
  {"name": "Transfer Agent", "agent_id": "d8d786b7-10e3-473d-9981-4e5c4ba9e5f0", "model": {"provider": "OpenAI", "name": "OpenAILike", "id": "qwen3-32b"}}


session_id: 76b104a8-bf05-4d74-815b-608beb4c3269
user_id: shuu1101_fae7
extra_data: null
agent_id: 95cb4bf5-eed7-42d3-9c7e-5c1daeb34995
memory:
  {"summaries": {}, "memories": {}, "runs": [{"content": "\u4f60\u597d\uff0c\u6211\u662f\u4f60\u7684\u91d1\u878d\u52a9\u624b\uff0c\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\u8bf7\u95ee\u4f60\u6709\u54ea\u4f4d\u8054\u7cfb\u4eba\u7684\u8d26\u6237\u9700\u8981\u8f6c\u8d26\u5462\uff1f", "content_type": "str", "metrics": {"input_tokens": [633], "output_tokens": [25], "total_tokens": [658], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [633], "completion_tokens": [25], "time": [26.80511160000242], "time_to_first_token": [26.736859200002073]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "05b40528-6319-4c6d-a94a-71f3e619dde3", "agent_id": "95cb4bf5-eed7-42d3-9c7e-5c1daeb34995", "agent_name": "Transfer Agent", "session_id": "76b104a8-bf05-4d74-815b-608beb4c3269", "created_at": 1753077719, "status": "RUNNING", "events": [{"created_at": 1753077719, "event": "RunStarted", "agent_id": "95cb4bf5-eed7-42d3-9c7e-5c1daeb34995", "agent_name": "Transfer Agent", "run_id": "05b40528-6319-4c6d-a94a-71f3e619dde3", "session_id": "76b104a8-bf05-4d74-815b-608beb4c3269", "model": "qwen3-32b", "model_provider": "OpenAI"}, {"created_at": 1753077746, "event": "RunCompleted", "agent_id": "95cb4bf5-eed7-42d3-9c7e-5c1daeb34995", "agent_name": "Transfer Agent", "run_id": "05b40528-6319-4c6d-a94a-71f3e619dde3", "session_id": "76b104a8-bf05-4d74-815b-608beb4c3269", "content": "\u4f60\u597d\uff0c\u6211\u662f\u4f60\u7684\u91d1\u878d\u52a9\u624b\uff0c\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\u8bf7\u95ee\u4f60\u6709\u54ea\u4f4d\u8054\u7cfb\u4eba\u7684\u8d26\u6237\u9700\u8981\u8f6c\u8d26\u5462\uff1f", "content_type": "str"}], "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### \u8fdb\u884c\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### \u6267\u884c\u8f6c\u8d26\n\u786e\u8ba4\u6536\u96c6\u4fe1\u606f\u540e\uff0c\u8bf7\u603b\u7ed3\u4fe1\u606f\uff0c\u5e76\u8bf7\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 2025-07-21 14:01:59.535206.\n</additional_information>", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753077719}, {"content": "\u4f60\u597d\u4f60\u662f\u8c01", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1753077719}, {"content": "\u4f60\u597d\uff0c\u6211\u662f\u4f60\u7684\u91d1\u878d\u52a9\u624b\uff0c\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\u8bf7\u95ee\u4f60\u6709\u54ea\u4f4d\u8054\u7cfb\u4eba\u7684\u8d26\u6237\u9700\u8981\u8f6c\u8d26\u5462\uff1f", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 633, "output_tokens": 25, "total_tokens": 658, "prompt_tokens": 633, "completion_tokens": 25, "time": 26.80511160000242, "time_to_first_token": 26.736859200002073}, "created_at": 1753077719}]}, {"content": "\u597d\u7684\uff0c\u6211\u9700\u8981\u60a8\u63d0\u4f9b\u4ee5\u4e0b\u4fe1\u606f\u4ee5\u4fbf\u5b8c\u6210\u8f6c\u8d26\uff1a\n1. \u8f6c\u8d26\u91d1\u989d\n2. \u5f20\u4e09\u7684\u8054\u7cfb\u7535\u8bdd\n\n\u8bf7\u60a8\u63d0\u4f9b\u8fd9\u4e9b\u8be6\u7ec6\u4fe1\u606f\u3002", "content_type": "str", "metrics": {"input_tokens": [673, 729], "output_tokens": [38, 34], "total_tokens": [711, 763], "audio_tokens": [0, 0], "input_audio_tokens": [0, 0], "output_audio_tokens": [0, 0], "cached_tokens": [0, 0], "cache_write_tokens": [0, 0], "reasoning_tokens": [0, 0], "prompt_tokens": [673, 729], "completion_tokens": [38, 34], "time": [3.6358908000001975, 4.370741700000508], "time_to_first_token": [3.613088999998581, 4.3604922000013175]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "b0ef7169-d2f3-4b64-99c4-9068b294d218", "agent_id": "95cb4bf5-eed7-42d3-9c7e-5c1daeb34995", "agent_name": "Transfer Agent", "session_id": "76b104a8-bf05-4d74-815b-608beb4c3269", "formatted_tool_calls": ["replay_to_user(message=\u8bf7\u786e\u8ba4\u60a8\u662f\u8981\u7ed9\u5f20\u4e09\u8f6c\u8d26\uff0c\u5e76\u63d0\u4f9b\u8f6c\u8d26\u91d1\u989d\u548c\u5f20\u4e09\u7684\u8054\u7cfb\u7535\u8bdd\u3002)"], "created_at": 1753077783, "status": "RUNNING", "events": [{"created_at": 1753077783, "event": "RunStarted", "agent_id": "95cb4bf5-eed7-42d3-9c7e-5c1daeb34995", "agent_name": "Transfer Agent", "run_id": "b0ef7169-d2f3-4b64-99c4-9068b294d218", "session_id": "76b104a8-bf05-4d74-815b-608beb4c3269", "model": "qwen3-32b", "model_provider": "OpenAI"}, {"created_at": 1753077787, "event": "ToolCallStarted", "agent_id": "95cb4bf5-eed7-42d3-9c7e-5c1daeb34995", "agent_name": "Transfer Agent", "run_id": "b0ef7169-d2f3-4b64-99c4-9068b294d218", "session_id": "76b104a8-bf05-4d74-815b-608beb4c3269", "tool": {"tool_call_id": "call_0b5f9f63e863484b878af9", "tool_name": "replay_to_user", "tool_args": {"message": "\u8bf7\u786e\u8ba4\u60a8\u662f\u8981\u7ed9\u5f20\u4e09\u8f6c\u8d26\uff0c\u5e76\u63d0\u4f9b\u8f6c\u8d26\u91d1\u989d\u548c\u5f20\u4e09\u7684\u8054\u7cfb\u7535\u8bdd\u3002"}, "tool_call_error": null, "result": null, "metrics": null, "stop_after_tool_call": false, "created_at": 1753077639, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": null, "answered": null, "external_execution_required": null}}, {"created_at": 1753077787, "event": "ToolCallCompleted", "agent_id": "95cb4bf5-eed7-42d3-9c7e-5c1daeb34995", "agent_name": "Transfer Agent", "run_id": "b0ef7169-d2f3-4b64-99c4-9068b294d218", "session_id": "76b104a8-bf05-4d74-815b-608beb4c3269", "content": "replay_to_user(message=\u8bf7\u786e\u8ba4\u60a8\u662f\u8981\u7ed9\u5f20\u4e09\u8f6c\u8d26\uff0c\u5e76\u63d0\u4f9b\u8f6c\u8d26\u91d1\u989d\u548c\u5f20\u4e09\u7684\u8054\u7cfb\u7535\u8bdd\u3002) completed in 0.0226s.", "tool": {"tool_call_id": "call_0b5f9f63e863484b878af9", "tool_name": "replay_to_user", "tool_args": {"message": "\u8bf7\u786e\u8ba4\u60a8\u662f\u8981\u7ed9\u5f20\u4e09\u8f6c\u8d26\uff0c\u5e76\u63d0\u4f9b\u8f6c\u8d26\u91d1\u989d\u548c\u5f20\u4e09\u7684\u8054\u7cfb\u7535\u8bdd\u3002"}, "tool_call_error": false, "result": "\u8bf7\u7b49\u5f85\u7528\u6237\u56de\u7b54", "metrics": {"time": 0.022558600001502782}, "stop_after_tool_call": false, "created_at": 1753077639, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": null, "answered": null, "external_execution_required": null}}, {"created_at": 1753077791, "event": "RunCompleted", "agent_id": "95cb4bf5-eed7-42d3-9c7e-5c1daeb34995", "agent_name": "Transfer Agent", "run_id": "b0ef7169-d2f3-4b64-99c4-9068b294d218", "session_id": "76b104a8-bf05-4d74-815b-608beb4c3269", "content": "\u597d\u7684\uff0c\u6211\u9700\u8981\u60a8\u63d0\u4f9b\u4ee5\u4e0b\u4fe1\u606f\u4ee5\u4fbf\u5b8c\u6210\u8f6c\u8d26\uff1a\n1. \u8f6c\u8d26\u91d1\u989d\n2. \u5f20\u4e09\u7684\u8054\u7cfb\u7535\u8bdd\n\n\u8bf7\u60a8\u63d0\u4f9b\u8fd9\u4e9b\u8be6\u7ec6\u4fe1\u606f\u3002", "content_type": "str"}], "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### \u8fdb\u884c\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### \u6267\u884c\u8f6c\u8d26\n\u786e\u8ba4\u6536\u96c6\u4fe1\u606f\u540e\uff0c\u8bf7\u603b\u7ed3\u4fe1\u606f\uff0c\u5e76\u8bf7\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 2025-07-21 14:03:03.893835.\n</additional_information>", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753077783}, {"content": "\u4f60\u597d\u4f60\u662f\u8c01", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1753077719}, {"content": "\u4f60\u597d\uff0c\u6211\u662f\u4f60\u7684\u91d1\u878d\u52a9\u624b\uff0c\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\u8bf7\u95ee\u4f60\u6709\u54ea\u4f4d\u8054\u7cfb\u4eba\u7684\u8d26\u6237\u9700\u8981\u8f6c\u8d26\u5462\uff1f", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 633, "output_tokens": 25, "total_tokens": 658, "prompt_tokens": 633, "completion_tokens": 25, "time": 26.80511160000242, "time_to_first_token": 26.736859200002073}, "created_at": 1753077719}, {"content": "\u5e2e\u6211\u7ed9\u5f20\u4e09\u8d5a\u94b1", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1753077783}, {"from_history": false, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_0b5f9f63e863484b878af9", "type": "function", "function": {"name": "replay_to_user", "arguments": "{\"message\": \"\u8bf7\u786e\u8ba4\u60a8\u662f\u8981\u7ed9\u5f20\u4e09\u8f6c\u8d26\uff0c\u5e76\u63d0\u4f9b\u8f6c\u8d26\u91d1\u989d\u548c\u5f20\u4e09\u7684\u8054\u7cfb\u7535\u8bdd\u3002\"}"}}], "metrics": {"input_tokens": 673, "output_tokens": 38, "total_tokens": 711, "prompt_tokens": 673, "completion_tokens": 38, "time": 3.6358908000001975, "time_to_first_token": 3.613088999998581}, "created_at": 1753077783}, {"content": "\u8bf7\u7b49\u5f85\u7528\u6237\u56de\u7b54", "from_history": false, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_0b5f9f63e863484b878af9", "tool_name": "replay_to_user", "tool_args": {"message": "\u8bf7\u786e\u8ba4\u60a8\u662f\u8981\u7ed9\u5f20\u4e09\u8f6c\u8d26\uff0c\u5e76\u63d0\u4f9b\u8f6c\u8d26\u91d1\u989d\u548c\u5f20\u4e09\u7684\u8054\u7cfb\u7535\u8bdd\u3002"}, "tool_call_error": false, "metrics": {"time": 0.022558600001502782}, "created_at": 1753077787}, {"content": "\u597d\u7684\uff0c\u6211\u9700\u8981\u60a8\u63d0\u4f9b\u4ee5\u4e0b\u4fe1\u606f\u4ee5\u4fbf\u5b8c\u6210\u8f6c\u8d26\uff1a\n1. \u8f6c\u8d26\u91d1\u989d\n2. \u5f20\u4e09\u7684\u8054\u7cfb\u7535\u8bdd\n\n\u8bf7\u60a8\u63d0\u4f9b\u8fd9\u4e9b\u8be6\u7ec6\u4fe1\u606f\u3002", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 729, "output_tokens": 34, "total_tokens": 763, "prompt_tokens": 729, "completion_tokens": 34, "time": 4.370741700000508, "time_to_first_token": 4.3604922000013175}, "created_at": 1753077787}], "tools": [{"tool_call_id": "call_0b5f9f63e863484b878af9", "tool_name": "replay_to_user", "tool_args": {"message": "\u8bf7\u786e\u8ba4\u60a8\u662f\u8981\u7ed9\u5f20\u4e09\u8f6c\u8d26\uff0c\u5e76\u63d0\u4f9b\u8f6c\u8d26\u91d1\u989d\u548c\u5f20\u4e09\u7684\u8054\u7cfb\u7535\u8bdd\u3002"}, "tool_call_error": false, "result": "\u8bf7\u7b49\u5f85\u7528\u6237\u56de\u7b54", "metrics": {"time": 0.022558600001502782}, "stop_after_tool_call": false, "created_at": 1753077639, "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_user_id": "shuu1101_fae7", "current_session_id": "76b104a8-bf05-4d74-815b-608beb4c3269"}, "session_metrics": {"input_tokens": 2668, "output_tokens": 122, "total_tokens": 2790, "audio_tokens": 0, "input_audio_tokens": 0, "output_audio_tokens": 0, "cached_tokens": 0, "cache_write_tokens": 0, "reasoning_tokens": 0, "prompt_tokens": 2668, "completion_tokens": 122, "prompt_tokens_details": null, "completion_tokens_details": null, "additional_metrics": null, "time": 61.616855700005544, "time_to_first_token": 26.736859200002073, "timer": null}}

agent_data:
  {"name": "Transfer Agent", "agent_id": "95cb4bf5-eed7-42d3-9c7e-5c1daeb34995", "model": {"provider": "OpenAI", "name": "OpenAILike", "id": "qwen3-32b"}}


session_id: 862de326-c276-4a36-9010-5db5da500628
user_id: shuu1101_fae7
extra_data: null
agent_id: de72b100-9eea-4179-989b-813e173f53e0
memory:
  {"summaries": {}, "memories": {}, "runs": [{"content": "\u4f60\u597d\uff01\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u52a9\u4f60\u7684\u5417\uff1f\u5982\u679c\u4f60\u9700\u8981\u8f6c\u8d26\uff0c\u8bf7\u544a\u8bc9\u6211\u5bf9\u65b9\u7684\u59d3\u540d\u548c\u8f6c\u8d26\u91d1\u989d\uff0c\u6211\u4f1a\u534f\u52a9\u4f60\u5b8c\u6210\u3002", "content_type": "str", "metrics": {"input_tokens": [631], "output_tokens": [24], "total_tokens": [655], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [631], "completion_tokens": [24], "time": [3.0013612000002468], "time_to_first_token": [2.7462536999992153]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "69b5bc1f-6f46-4d90-bbb3-86ab580ab978", "agent_id": "de72b100-9eea-4179-989b-813e173f53e0", "agent_name": "Transfer Agent", "session_id": "862de326-c276-4a36-9010-5db5da500628", "created_at": 1753077977, "status": "RUNNING", "events": [{"created_at": 1753077977, "event": "RunStarted", "agent_id": "de72b100-9eea-4179-989b-813e173f53e0", "agent_name": "Transfer Agent", "run_id": "69b5bc1f-6f46-4d90-bbb3-86ab580ab978", "session_id": "862de326-c276-4a36-9010-5db5da500628", "model": "qwen3-32b", "model_provider": "OpenAI"}, {"created_at": 1753077980, "event": "RunCompleted", "agent_id": "de72b100-9eea-4179-989b-813e173f53e0", "agent_name": "Transfer Agent", "run_id": "69b5bc1f-6f46-4d90-bbb3-86ab580ab978", "session_id": "862de326-c276-4a36-9010-5db5da500628", "content": "\u4f60\u597d\uff01\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u52a9\u4f60\u7684\u5417\uff1f\u5982\u679c\u4f60\u9700\u8981\u8f6c\u8d26\uff0c\u8bf7\u544a\u8bc9\u6211\u5bf9\u65b9\u7684\u59d3\u540d\u548c\u8f6c\u8d26\u91d1\u989d\uff0c\u6211\u4f1a\u534f\u52a9\u4f60\u5b8c\u6210\u3002", "content_type": "str"}], "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### \u8fdb\u884c\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### \u6267\u884c\u8f6c\u8d26\n\u786e\u8ba4\u6536\u96c6\u4fe1\u606f\u540e\uff0c\u8bf7\u603b\u7ed3\u4fe1\u606f\uff0c\u5e76\u8bf7\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 2025-07-21 14:06:17.573460.\n</additional_information>", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753077977}, {"content": "\u4f60\u597d", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1753077977}, {"content": "\u4f60\u597d\uff01\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u52a9\u4f60\u7684\u5417\uff1f\u5982\u679c\u4f60\u9700\u8981\u8f6c\u8d26\uff0c\u8bf7\u544a\u8bc9\u6211\u5bf9\u65b9\u7684\u59d3\u540d\u548c\u8f6c\u8d26\u91d1\u989d\uff0c\u6211\u4f1a\u534f\u52a9\u4f60\u5b8c\u6210\u3002", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 631, "output_tokens": 24, "total_tokens": 655, "prompt_tokens": 631, "completion_tokens": 24, "time": 3.0013612000002468, "time_to_first_token": 2.7462536999992153}, "created_at": 1753077977}]}, {"content": "\u597d\u7684\uff0c\u8bf7\u544a\u8bc9\u6211\u60a8\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u4ee5\u53ca\u60a8\u7684\u8054\u7cfb\u7535\u8bdd\uff0c\u4ee5\u4fbf\u6211\u4eec\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002", "content_type": "str", "metrics": {"input_tokens": [670, 725], "output_tokens": [37, 18], "total_tokens": [707, 743], "audio_tokens": [0, 0], "input_audio_tokens": [0, 0], "output_audio_tokens": [0, 0], "cached_tokens": [0, 0], "cache_write_tokens": [0, 0], "reasoning_tokens": [0, 0], "prompt_tokens": [670, 725], "completion_tokens": [37, 18], "time": [3.2810774999998102, 3.0019867999981216], "time_to_first_token": [3.2765045999985887, 2.9844751999989967]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "3e9a9796-9f03-4458-addb-36242b5f01d0", "agent_id": "de72b100-9eea-4179-989b-813e173f53e0", "agent_name": "Transfer Agent", "session_id": "862de326-c276-4a36-9010-5db5da500628", "formatted_tool_calls": ["replay_to_user(message=\u8bf7\u63d0\u4f9b\u60a8\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u4ee5\u53ca\u60a8\u7684\u8054\u7cfb\u7535\u8bdd\uff0c\u4ee5\u4fbf\u6211\u4eec\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002)"], "created_at": 1753077994, "status": "RUNNING", "events": [{"created_at": 1753077994, "event": "RunStarted", "agent_id": "de72b100-9eea-4179-989b-813e173f53e0", "agent_name": "Transfer Agent", "run_id": "3e9a9796-9f03-4458-addb-36242b5f01d0", "session_id": "862de326-c276-4a36-9010-5db5da500628", "model": "qwen3-32b", "model_provider": "OpenAI"}, {"created_at": 1753077997, "event": "ToolCallStarted", "agent_id": "de72b100-9eea-4179-989b-813e173f53e0", "agent_name": "Transfer Agent", "run_id": "3e9a9796-9f03-4458-addb-36242b5f01d0", "session_id": "862de326-c276-4a36-9010-5db5da500628", "tool": {"tool_call_id": "call_a00f8aad049048b998e262", "tool_name": "replay_to_user", "tool_args": {"message": "\u8bf7\u63d0\u4f9b\u60a8\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u4ee5\u53ca\u60a8\u7684\u8054\u7cfb\u7535\u8bdd\uff0c\u4ee5\u4fbf\u6211\u4eec\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002"}, "tool_call_error": null, "result": null, "metrics": {}, "stop_after_tool_call": false, "created_at": 1753077834, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": [], "answered": null, "external_execution_required": null}}, {"created_at": 1753077997, "event": "ToolCallCompleted", "agent_id": "de72b100-9eea-4179-989b-813e173f53e0", "agent_name": "Transfer Agent", "run_id": "3e9a9796-9f03-4458-addb-36242b5f01d0", "session_id": "862de326-c276-4a36-9010-5db5da500628", "content": "replay_to_user(message=\u8bf7\u63d0\u4f9b\u60a8\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u4ee5\u53ca\u60a8\u7684\u8054\u7cfb\u7535\u8bdd\uff0c\u4ee5\u4fbf\u6211\u4eec\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002) completed in 0.0210s.", "tool": {"tool_call_id": "call_a00f8aad049048b998e262", "tool_name": "replay_to_user", "tool_args": {"message": "\u8bf7\u63d0\u4f9b\u60a8\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u4ee5\u53ca\u60a8\u7684\u8054\u7cfb\u7535\u8bdd\uff0c\u4ee5\u4fbf\u6211\u4eec\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002"}, "tool_call_error": false, "result": "\u8bf7\u7b49\u5f85\u7528\u6237\u56de\u7b54", "metrics": {"time": 0.02098420000038459}, "stop_after_tool_call": false, "created_at": 1753077834, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": [], "answered": null, "external_execution_required": null}}, {"created_at": 1753078000, "event": "RunCompleted", "agent_id": "de72b100-9eea-4179-989b-813e173f53e0", "agent_name": "Transfer Agent", "run_id": "3e9a9796-9f03-4458-addb-36242b5f01d0", "session_id": "862de326-c276-4a36-9010-5db5da500628", "content": "\u597d\u7684\uff0c\u8bf7\u544a\u8bc9\u6211\u60a8\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u4ee5\u53ca\u60a8\u7684\u8054\u7cfb\u7535\u8bdd\uff0c\u4ee5\u4fbf\u6211\u4eec\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002", "content_type": "str"}], "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### \u8fdb\u884c\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. 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{"content": "\u4f60\u597d", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1753077977}, {"content": "\u4f60\u597d\uff01\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u52a9\u4f60\u7684\u5417\uff1f\u5982\u679c\u4f60\u9700\u8981\u8f6c\u8d26\uff0c\u8bf7\u544a\u8bc9\u6211\u5bf9\u65b9\u7684\u59d3\u540d\u548c\u8f6c\u8d26\u91d1\u989d\uff0c\u6211\u4f1a\u534f\u52a9\u4f60\u5b8c\u6210\u3002", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 631, "output_tokens": 24, "total_tokens": 655, "prompt_tokens": 631, "completion_tokens": 24, "time": 3.0013612000002468, "time_to_first_token": 2.7462536999992153}, "created_at": 1753077977}, {"content": "\u6211\u60f3\u7ed9\u5f20\u4e09\u8f6c\u8d26", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1753077994}, {"from_history": false, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_a00f8aad049048b998e262", "type": 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1753077834, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": [], "answered": null, "external_execution_required": null}]}, {"content": "\u8bf7\u63d0\u4f9b\u60a8\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u4ee5\u53ca\u60a8\u7684\u8054\u7cfb\u7535\u8bdd\uff0c\u4ee5\u4fbf\u6211\u4eec\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002", "content_type": "str", "metrics": {"input_tokens": [757, 812], "output_tokens": [37, 17], "total_tokens": [794, 829], "audio_tokens": [0, 0], "input_audio_tokens": [0, 0], "output_audio_tokens": [0, 0], "cached_tokens": [0, 0], "cache_write_tokens": [0, 0], "reasoning_tokens": [0, 0], "prompt_tokens": [757, 812], "completion_tokens": [37, 17], "time": [3.8998146999983874, 3.3566247999988263], "time_to_first_token": [3.8116190999971877, 3.3484358999994583]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "eacbb8e0-17a5-4a04-a104-ae60d014120c", "agent_id": 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session_data:
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agent_data:
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session_id: 69276394-d951-440f-a2d7-5efa3a265785
user_id: shuu1101_fae7
extra_data: null
agent_id: f023fa9a-1b8e-422b-bd52-201ab1974b1a
memory:
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\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### \u6267\u884c\u8f6c\u8d26\n\u786e\u8ba4\u6536\u96c6\u4fe1\u606f\u540e\uff0c\u8bf7\u603b\u7ed3\u4fe1\u606f\uff0c\u5e76\u8bf7\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 2025-07-21 14:10:25.875183.\n</additional_information>", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753078225}, {"content": "\u5e2e\u6211\u8f6c\u5728", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1753078225}, {"content": "\u60a8\u597d\uff0c\u770b\u8d77\u6765\u60a8\u60f3\u8fdb\u884c\u8f6c\u8d26\u64cd\u4f5c\u3002\u8bf7\u95ee\u60a8\u60f3\u5c06\u94b1\u8f6c\u7ed9\u8c01\u5462\uff1f\u8bf7\u63d0\u4f9b\u5bf9\u65b9\u7684\u59d3\u540d\u548c\u91d1\u989d\u3002", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 657, "output_tokens": 27, "total_tokens": 684, "prompt_tokens": 657, "completion_tokens": 27, "time": 3.167850500001805, "time_to_first_token": 3.1567351000012422}, "created_at": 1753078225}]}, {"content": "\u597d\u7684\uff0c\u8bf7\u95ee\u60a8\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u662f\u591a\u5c11\u5462\uff1f", "content_type": "str", "metrics": {"input_tokens": [699, 745], "output_tokens": [28, 11], "total_tokens": [727, 756], "audio_tokens": [0, 0], "input_audio_tokens": [0, 0], "output_audio_tokens": [0, 0], "cached_tokens": [0, 0], "cache_write_tokens": [0, 0], "reasoning_tokens": [0, 0], "prompt_tokens": [699, 745], "completion_tokens": [28, 11], "time": [3.8584030000019993, 3.66622500000085], "time_to_first_token": [3.8551345000014408, 3.661346599998069]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "3dcb3d5c-1f62-4292-870b-3835f0b8eaff", "agent_id": "f023fa9a-1b8e-422b-bd52-201ab1974b1a", "agent_name": "Transfer Agent", "session_id": "69276394-d951-440f-a2d7-5efa3a265785", "formatted_tool_calls": ["replay_to_user(message=\u8bf7\u95ee\u60a8\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u662f\u591a\u5c11\uff1f)"], "created_at": 1753078237, "status": "RUNNING", "events": [{"created_at": 1753078237, "event": "RunStarted", "agent_id": "f023fa9a-1b8e-422b-bd52-201ab1974b1a", "agent_name": "Transfer Agent", "run_id": "3dcb3d5c-1f62-4292-870b-3835f0b8eaff", "session_id": "69276394-d951-440f-a2d7-5efa3a265785", "model": "qwen3-32b", "model_provider": "OpenAI"}, {"created_at": 1753078241, "event": "ToolCallStarted", "agent_id": "f023fa9a-1b8e-422b-bd52-201ab1974b1a", "agent_name": "Transfer Agent", "run_id": "3dcb3d5c-1f62-4292-870b-3835f0b8eaff", "session_id": "69276394-d951-440f-a2d7-5efa3a265785", "tool": {"tool_call_id": "call_565867ba24c543c5b74e36", "tool_name": "replay_to_user", "tool_args": {"message": "\u8bf7\u95ee\u60a8\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u662f\u591a\u5c11\uff1f"}, "tool_call_error": null, "result": null, "metrics": {}, "stop_after_tool_call": false, "created_at": 1753078179, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": [], "answered": null, "external_execution_required": null}}, {"created_at": 1753078241, "event": "ToolCallCompleted", "agent_id": "f023fa9a-1b8e-422b-bd52-201ab1974b1a", "agent_name": "Transfer Agent", "run_id": "3dcb3d5c-1f62-4292-870b-3835f0b8eaff", "session_id": "69276394-d951-440f-a2d7-5efa3a265785", "content": "replay_to_user(message=\u8bf7\u95ee\u60a8\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u662f\u591a\u5c11\uff1f) completed in 0.0086s.", "tool": {"tool_call_id": "call_565867ba24c543c5b74e36", "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, "result": "\u8bf7\u7b49\u5f85\u7528\u6237\u56de\u7b54", "metrics": {"time": 0.00856260000000475}, "stop_after_tool_call": false, "created_at": 1753078179, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": [], "answered": null, "external_execution_required": null}}, {"created_at": 1753078244, "event": "RunCompleted", "agent_id": "f023fa9a-1b8e-422b-bd52-201ab1974b1a", "agent_name": "Transfer Agent", "run_id": "3dcb3d5c-1f62-4292-870b-3835f0b8eaff", "session_id": "69276394-d951-440f-a2d7-5efa3a265785", "content": "\u597d\u7684\uff0c\u8bf7\u95ee\u60a8\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u662f\u591a\u5c11\u5462\uff1f", "content_type": "str"}], "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\u4f60\u9700\u8981\u6536\u96c6\u7528\u6237\u8f6c\u8d26<\u5bf9\u8c61\u7684\u540d\u79f0>\u548c<\u8f6c\u8d26\u7684\u91d1\u989d>/\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\u5b8c\u6210\u8f6c\u8d26\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### \u8fdb\u884c\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### \u6267\u884c\u8f6c\u8d26\n\u786e\u8ba4\u6536\u96c6\u4fe1\u606f\u540e\uff0c\u8bf7\u603b\u7ed3\u4fe1\u606f\uff0c\u5e76\u8bf7\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 2025-07-21 14:10:37.184826.\n</additional_information>", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753078237}, {"content": "\u5e2e\u6211\u8f6c\u5728", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1753078225}, {"content": "\u60a8\u597d\uff0c\u770b\u8d77\u6765\u60a8\u60f3\u8fdb\u884c\u8f6c\u8d26\u64cd\u4f5c\u3002\u8bf7\u95ee\u60a8\u60f3\u5c06\u94b1\u8f6c\u7ed9\u8c01\u5462\uff1f\u8bf7\u63d0\u4f9b\u5bf9\u65b9\u7684\u59d3\u540d\u548c\u91d1\u989d\u3002", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 657, "output_tokens": 27, "total_tokens": 684, "prompt_tokens": 657, "completion_tokens": 27, "time": 3.167850500001805, "time_to_first_token": 3.1567351000012422}, "created_at": 1753078225}, {"content": "\u5e2e\u6211\u7ed9\u5f20\u4e09\u8f6c\u8d26", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1753078237}, {"from_history": false, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_565867ba24c543c5b74e36", "type": "function", "function": {"name": 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"output_tokens": 11, "total_tokens": 756, "prompt_tokens": 745, "completion_tokens": 11, "time": 3.66622500000085, "time_to_first_token": 3.661346599998069}, "created_at": 1753078241}], "tools": [{"tool_call_id": "call_565867ba24c543c5b74e36", "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, "result": "\u8bf7\u7b49\u5f85\u7528\u6237\u56de\u7b54", "metrics": {"time": 0.00856260000000475}, "stop_after_tool_call": false, "created_at": 1753078179, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": [], "answered": null, "external_execution_required": null}]}, {"content": "\u8f6c\u8d26300\u5143\u7ed9\u5f20\u4e09\u5df2\u6210\u529f\u5b8c\u6210\u3002\u5982\u679c\u60a8\u8fd8\u6709\u5176\u4ed6\u9700\u6c42\uff0c\u8bf7\u968f\u65f6\u544a\u8bc9\u6211\uff01", "content_type": "str", "metrics": {"input_tokens": [771, 807, 841, 888], "output_tokens": [21, 15, 32, 20], "total_tokens": [792, 822, 873, 908], "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": [771, 807, 841, 888], "completion_tokens": [21, 15, 32, 20], "time": [2.7417305999988457, 2.8591718999996374, 3.344546000000264, 3.4642272000019148], "time_to_first_token": [2.7386331999987306, 2.538303299999825, 3.3412762000007206, 3.453084500000841]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "a8fdb2af-4d82-405c-9fbf-c34b2594e737", "agent_id": "f023fa9a-1b8e-422b-bd52-201ab1974b1a", "agent_name": "Transfer Agent", "session_id": "69276394-d951-440f-a2d7-5efa3a265785", "formatted_tool_calls": ["get_contact(user_name=\u5f20\u4e09)", "transfer(amount=300, phone=, user_name=\u5f20\u4e09)"], "created_at": 1753078250, "status": "RUNNING", "events": 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"str"}], "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\u4f60\u9700\u8981\u6536\u96c6\u7528\u6237\u8f6c\u8d26<\u5bf9\u8c61\u7684\u540d\u79f0>\u548c<\u8f6c\u8d26\u7684\u91d1\u989d>/\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\u5b8c\u6210\u8f6c\u8d26\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### \u8fdb\u884c\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. \u7528\u6237\u63d0\u4f9b\u8f6c\u8d26\u8d26\u6237\u540e\uff0c\u7acb\u523b\u901a\u8fc7\u5bf9\u65b9\u59d3\u540d\u67e5\u8be2\u8d26\u6237\u662f\u5426\u5b58\u5728\uff08`get_contact`\uff09\n2. \u7528\u6237\u63d0\u4f9b\u8f6c\u8d26\u91d1\u989d\u540e\uff0c\u7acb\u523b\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### \u6267\u884c\u8f6c\u8d26\n\u786e\u8ba4\u6536\u96c6\u4fe1\u606f\u540e\uff0c\u8bf7\u603b\u7ed3\u4fe1\u606f\uff0c\u5e76\u8bf7\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 2025-07-21 14:13:28.573882.\n</additional_information>", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753078408}, {"content": "\u4f60\u597d\u5e2e\u6211\u7ed9\u674e\u56db\u8f6c\u94b1", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1753078408}, {"from_history": false, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_97497b2b76f945a58279f6", "type": "function", "function": {"name": "replay_to_user", "arguments": "{\"message\": \"\u597d\u7684\uff0c\u8bf7\u544a\u8bc9\u6211\u9700\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u4ee5\u53ca\u674e\u56db\u7684\u8054\u7cfb\u7535\u8bdd\u3002\"}"}}], "metrics": {"input_tokens": 671, "output_tokens": 33, "total_tokens": 704, "prompt_tokens": 671, "completion_tokens": 33, "time": 4.432497800000419, "time_to_first_token": 4.4263323999985005}, "created_at": 1753078408}, {"content": "\u8bf7\u7b49\u5f85\u7528\u6237\u56de\u7b54", "from_history": false, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_97497b2b76f945a58279f6", "tool_name": "replay_to_user", "tool_args": {"message": "\u597d\u7684\uff0c\u8bf7\u544a\u8bc9\u6211\u9700\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u4ee5\u53ca\u674e\u56db\u7684\u8054\u7cfb\u7535\u8bdd\u3002"}, "tool_call_error": false, "metrics": {"time": 0.0061891000004834495}, "created_at": 1753078413}, {"content": "\u597d\u7684\uff0c\u8bf7\u95ee\u9700\u8981\u8f6c\u8d26\u7684\u5177\u4f53\u91d1\u989d\u662f\u591a\u5c11\uff1f\u53e6\u5916\uff0c\u8bf7\u63d0\u4f9b\u674e\u56db\u7684\u8054\u7cfb\u7535\u8bdd\u3002", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 722, "output_tokens": 17, "total_tokens": 739, "prompt_tokens": 722, "completion_tokens": 17, "time": 3.114902400000574, "time_to_first_token": 3.106508400000166}, "created_at": 1753078413}], "tools": [{"tool_call_id": "call_97497b2b76f945a58279f6", "tool_name": "replay_to_user", "tool_args": {"message": "\u597d\u7684\uff0c\u8bf7\u544a\u8bc9\u6211\u9700\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u4ee5\u53ca\u674e\u56db\u7684\u8054\u7cfb\u7535\u8bdd\u3002"}, "tool_call_error": false, "result": "\u8bf7\u7b49\u5f85\u7528\u6237\u56de\u7b54", "metrics": {"time": 0.0061891000004834495}, "stop_after_tool_call": false, "created_at": 1753078382, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": [], "answered": null, "external_execution_required": null}]}, {"content": "\u5f88\u62b1\u6b49\uff0c\u672a\u627e\u5230\u674e\u56db\u7684\u8d26\u6237\u4fe1\u606f\u3002\u8bf7\u786e\u8ba4\u60a8\u63d0\u4f9b\u7684\u59d3\u540d\u662f\u5426\u6b63\u786e\uff0c\u6216\u8005\u63d0\u4f9b\u5176\u4ed6\u76f8\u5173\u4fe1\u606f\u4ee5\u4fbf\u6211\u4eec\u67e5\u627e\u3002", "content_type": "str", "metrics": {"input_tokens": [757, 793], "output_tokens": [21, 27], "total_tokens": [778, 820], "audio_tokens": [0, 0], "input_audio_tokens": [0, 0], "output_audio_tokens": [0, 0], "cached_tokens": [0, 0], "cache_write_tokens": [0, 0], "reasoning_tokens": [0, 0], "prompt_tokens": [757, 793], "completion_tokens": [21, 27], "time": [3.121851899999456, 3.85300769999958], "time_to_first_token": [3.1155977999987954, 3.3052602000025217]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "15a9a392-4935-4f43-8bf9-0927a18fd321", "agent_id": "d2f8dbef-716b-43f9-9c45-820e639f53e5", "agent_name": "Transfer Agent", "session_id": "278343dc-c842-408a-a1c0-85511258c1d7", "formatted_tool_calls": ["get_contact(user_name=\u674e\u56db)"], "created_at": 1753078431, "status": "RUNNING", "events": [{"created_at": 1753078431, "event": "RunStarted", "agent_id": "d2f8dbef-716b-43f9-9c45-820e639f53e5", "agent_name": "Transfer Agent", "run_id": "15a9a392-4935-4f43-8bf9-0927a18fd321", "session_id": "278343dc-c842-408a-a1c0-85511258c1d7", "model": "qwen3-32b", "model_provider": "OpenAI"}, {"created_at": 1753078434, "event": "ToolCallStarted", "agent_id": "d2f8dbef-716b-43f9-9c45-820e639f53e5", "agent_name": "Transfer Agent", "run_id": "15a9a392-4935-4f43-8bf9-0927a18fd321", "session_id": "278343dc-c842-408a-a1c0-85511258c1d7", "tool": {"tool_call_id": "call_6e3f147c08624d2d82cc6a", "tool_name": "get_contact", "tool_args": {"user_name": "\u674e\u56db"}, "tool_call_error": null, "result": null, "metrics": null, "stop_after_tool_call": false, "created_at": 1753078382, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": null, "answered": null, "external_execution_required": null}}, {"created_at": 1753078434, "event": "ToolCallCompleted", "agent_id": "d2f8dbef-716b-43f9-9c45-820e639f53e5", "agent_name": "Transfer Agent", "run_id": "15a9a392-4935-4f43-8bf9-0927a18fd321", "session_id": "278343dc-c842-408a-a1c0-85511258c1d7", "content": "get_contact(user_name=\u674e\u56db) completed in 0.0009s.", "tool": {"tool_call_id": "call_6e3f147c08624d2d82cc6a", "tool_name": "get_contact", "tool_args": {"user_name": "\u674e\u56db"}, "tool_call_error": false, "result": "False", "metrics": {"time": 0.0009377999995194841}, "stop_after_tool_call": false, "created_at": 1753078382, "requires_confirmation": null, "confirmed": null, "confirmation_note": null, "requires_user_input": null, "user_input_schema": null, "answered": null, "external_execution_required": null}}, {"created_at": 1753078438, "event": "RunCompleted", "agent_id": "d2f8dbef-716b-43f9-9c45-820e639f53e5", "agent_name": "Transfer Agent", "run_id": "15a9a392-4935-4f43-8bf9-0927a18fd321", "session_id": "278343dc-c842-408a-a1c0-85511258c1d7", "content": "\u5f88\u62b1\u6b49\uff0c\u672a\u627e\u5230\u674e\u56db\u7684\u8d26\u6237\u4fe1\u606f\u3002\u8bf7\u786e\u8ba4\u60a8\u63d0\u4f9b\u7684\u59d3\u540d\u662f\u5426\u6b63\u786e\uff0c\u6216\u8005\u63d0\u4f9b\u5176\u4ed6\u76f8\u5173\u4fe1\u606f\u4ee5\u4fbf\u6211\u4eec\u67e5\u627e\u3002", "content_type": "str"}], "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\u4f60\u9700\u8981\u6536\u96c6\u7528\u6237\u8f6c\u8d26<\u5bf9\u8c61\u7684\u540d\u79f0>\u548c<\u8f6c\u8d26\u7684\u91d1\u989d>/\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\u5b8c\u6210\u8f6c\u8d26\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### \u8fdb\u884c\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. \u7528\u6237\u63d0\u4f9b\u8f6c\u8d26\u8d26\u6237\u540e\uff0c\u7acb\u523b\u901a\u8fc7\u5bf9\u65b9\u59d3\u540d\u67e5\u8be2\u8d26\u6237\u662f\u5426\u5b58\u5728\uff08`get_contact`\uff09\n2. \u7528\u6237\u63d0\u4f9b\u8f6c\u8d26\u91d1\u989d\u540e\uff0c\u7acb\u523b\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### \u6267\u884c\u8f6c\u8d26\n\u786e\u8ba4\u6536\u96c6\u4fe1\u606f\u540e\uff0c\u8bf7\u603b\u7ed3\u4fe1\u606f\uff0c\u5e76\u8bf7\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 2025-07-21 14:13:51.478381.\n</additional_information>", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753078431}, {"content": "\u4f60\u597d\u5e2e\u6211\u7ed9\u674e\u56db\u8f6c\u94b1", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1753078408}, {"from_history": true, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_97497b2b76f945a58279f6", "type": "function", "function": {"name": "replay_to_user", "arguments": "{\"message\": \"\u597d\u7684\uff0c\u8bf7\u544a\u8bc9\u6211\u9700\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u4ee5\u53ca\u674e\u56db\u7684\u8054\u7cfb\u7535\u8bdd\u3002\"}"}}], "metrics": {"input_tokens": 671, "output_tokens": 33, "total_tokens": 704, "prompt_tokens": 671, "completion_tokens": 33, "time": 4.432497800000419, "time_to_first_token": 4.4263323999985005}, "created_at": 1753078408}, {"content": "\u8bf7\u7b49\u5f85\u7528\u6237\u56de\u7b54", "from_history": true, 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