# agent_sessions

session_id: b3384ead-e3fc-4ae0-8d0a-23c6a4e2b9ec
user_id: test
extra_data: null
agent_id: 4303a00a-5124-44b3-b3c3-4916a3afee7e
memory:
  {"summaries": {}, "memories": {}, "runs": [{"content": "\u4f60\u597d\uff01\u6211\u662f\u4f60\u7684\u8f6c\u8d26\u52a9\u624b\u3002\u6211\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\uff0c\u6216\u8005\u89e3\u7b54\u4f60\u5173\u4e8e\u8f6c\u8d26\u7684\u5176\u4ed6\u95ee\u9898\u3002\u4f60\u60f3\u8fdb\u884c\u4ec0\u4e48\u64cd\u4f5c\u5462\uff1f", "content_type": "str", "metrics": {"input_tokens": [619], "output_tokens": [29], "total_tokens": [648], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [619], "completion_tokens": [29], "time": [4.831096399924718], "time_to_first_token": [4.824961700011045]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "566aa278-bd5e-4bf0-99c1-0916bb174316", "agent_id": "4303a00a-5124-44b3-b3c3-4916a3afee7e", "session_id": "b3384ead-e3fc-4ae0-8d0a-23c6a4e2b9ec", "created_at": 1753169881, "status": "RUNNING", "messages": [{"content": "<instructions>\n\n\u4f60\u662f\u4e00\u4e2a\u8f6c\u8d26\u52a9\u624b\uff0c\u5e2e\u52a9\u7528\u6237\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\n\n\u89c4\u5219\uff1a\n1. \u7cfb\u7edf\u4e2d\u53ea\u5b58\u5728\"\u5f20\u4e09\"\u8fd9\u4e2a\u7528\u6237\n2. \u6700\u5927\u8f6c\u8d26\u91d1\u989d\u4e3a500\u5143\n3. \u9700\u8981\u9a8c\u8bc1\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u548c\u91d1\u989d\n4. \u5982\u679c\u8f6c\u8d26\u5931\u8d25\uff0c\u534f\u52a9\u7528\u6237\u4fee\u6539\u4fe1\u606f\n5. \u5982\u679c\u7528\u6237\u6709\u5176\u4ed6\u7591\u95ee\uff0c\u63d0\u4f9b\u76f8\u5173\u5e2e\u52a9\n\n\u8bf7\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u64cd\u4f5c\uff1a\n1. \u5f00\u573a\u5148\u4ecb\u7ecd\u81ea\u5df1\u662f\u8f6c\u8d26\u52a9\u624b\uff0c\u8be2\u95ee\u7528\u6237\u63a5\u4e0b\u6765\u7684\u64cd\u4f5c\uff0c\u5982\u679c\u662f\u8f6c\u8d26\uff0c\u5219\u6309\u7167\u4e0b\u9762\u7684\u6b65\u9aa4\uff1b\u5982\u679c\u662f\u5176\u4ed6\u95ee\u9898\uff0c\u5219\u63d0\u4f9b\u76f8\u5173\u5e2e\u52a9\u3002\n2. \u6536\u96c6\u7528\u6237\u4fe1\u606f\uff1a\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u3001\u8f6c\u8d26\u91d1\u989d\n3. \u9a8c\u8bc1\u4fe1\u606f\u7684\u6b63\u786e\u6027\uff0c\u5982\u679c\u4fe1\u606f\u4e0d\u5b8c\u6574\u6216\u9519\u8bef\uff0c\u5f15\u5bfc\u7528\u6237\u4fee\u6539\n4. \u6267\u884c\u8f6c\u8d26\u64cd\u4f5c\uff0c\u5982\u679c\u8f6c\u8d26\u6210\u529f\uff0c\u544a\u77e5\u7528\u6237\u8f6c\u8d26\u6210\u529f\n5. \u5982\u679c\u5931\u8d25\uff0c\u5f15\u5bfc\u7528\u6237\u4fee\u6539\u4fe1\u606f\u91cd\u8bd5\n\n</instructions>\n\n<additional_information>\n- Use markdown to format your answers.\n- The current time is 2025-07-22 15:38:01.601338.\n</additional_information>\n\nYou have the capability to retain memories from previous interactions with the user, but have not had any interactions with the user yet.", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753169881}, {"content": "\u4f60\u597d", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1753169881}, {"content": "\u4f60\u597d\uff01\u6211\u662f\u4f60\u7684\u8f6c\u8d26\u52a9\u624b\u3002\u6211\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\uff0c\u6216\u8005\u89e3\u7b54\u4f60\u5173\u4e8e\u8f6c\u8d26\u7684\u5176\u4ed6\u95ee\u9898\u3002\u4f60\u60f3\u8fdb\u884c\u4ec0\u4e48\u64cd\u4f5c\u5462\uff1f", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 619, "output_tokens": 29, "total_tokens": 648, "prompt_tokens": 619, "completion_tokens": 29, "time": 4.831096399924718, "time_to_first_token": 4.824961700011045}, "created_at": 1753169881}]}, {"content": "\u8f6c\u8d26\u64cd\u4f5c\u975e\u5e38\u7b80\u5355\uff0c\u53ea\u9700\u8981\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u8fdb\u884c\uff1a\n\n1. **\u63d0\u4f9b\u6536\u6b3e\u4eba\u4fe1\u606f**\uff1a\u5305\u62ec\u6536\u6b3e\u4eba\u7684\u59d3\u540d\u548c\u8d26\u53f7\uff08\u5982\u624b\u673a\u53f7\uff09\u3002\n2. **\u786e\u5b9a\u8f6c\u8d26\u91d1\u989d**\uff1a\u8f93\u5165\u4f60\u60f3\u8981\u8f6c\u8d26\u7684\u91d1\u989d\uff0c\u6ce8\u610f\u5355\u7b14\u8f6c\u8d26\u91d1\u989d\u4e0d\u5f97\u8d85\u8fc7500\u5143\u3002\n3. **\u786e\u8ba4\u5e76\u5b8c\u6210\u8f6c\u8d26**\uff1a\u6211\u4f1a\u9a8c\u8bc1\u8fd9\u4e9b\u4fe1\u606f\u662f\u5426\u6b63\u786e\uff0c\u5982\u679c\u6b63\u786e\u65e0\u8bef\uff0c\u8f6c\u8d26\u5c06\u4f1a\u6210\u529f\u3002\n\n\u73b0\u5728\u6211\u53ef\u4ee5\u534f\u52a9\u4f60\u5b8c\u6210\u8f6c\u8d26\u3002\u8bf7\u95ee\u4f60\u60f3\u8f6c\u8d26\u7ed9\u8c01\u5462\uff1f\u8bf7\u544a\u8bc9\u6211\u6536\u6b3e\u4eba\u7684\u59d3\u540d\u3001\u8d26\u53f7\u4ee5\u53ca\u8f6c\u8d26\u91d1\u989d\u3002", "content_type": "str", "metrics": {"input_tokens": [662], "output_tokens": [107], "total_tokens": [769], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [662], "completion_tokens": [107], "time": [6.705830799997784], "time_to_first_token": [4.90711230004672]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "4133aa0f-3f1f-4516-8d5c-3332e84c4380", "agent_id": "4303a00a-5124-44b3-b3c3-4916a3afee7e", "session_id": "b3384ead-e3fc-4ae0-8d0a-23c6a4e2b9ec", "created_at": 1753169921, "status": "RUNNING", "messages": [{"content": "<instructions>\n\n\u4f60\u662f\u4e00\u4e2a\u8f6c\u8d26\u52a9\u624b\uff0c\u5e2e\u52a9\u7528\u6237\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\n\n\u89c4\u5219\uff1a\n1. \u7cfb\u7edf\u4e2d\u53ea\u5b58\u5728\"\u5f20\u4e09\"\u8fd9\u4e2a\u7528\u6237\n2. \u6700\u5927\u8f6c\u8d26\u91d1\u989d\u4e3a500\u5143\n3. \u9700\u8981\u9a8c\u8bc1\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u548c\u91d1\u989d\n4. \u5982\u679c\u8f6c\u8d26\u5931\u8d25\uff0c\u534f\u52a9\u7528\u6237\u4fee\u6539\u4fe1\u606f\n5. \u5982\u679c\u7528\u6237\u6709\u5176\u4ed6\u7591\u95ee\uff0c\u63d0\u4f9b\u76f8\u5173\u5e2e\u52a9\n\n\u8bf7\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u64cd\u4f5c\uff1a\n1. \u5f00\u573a\u5148\u4ecb\u7ecd\u81ea\u5df1\u662f\u8f6c\u8d26\u52a9\u624b\uff0c\u8be2\u95ee\u7528\u6237\u63a5\u4e0b\u6765\u7684\u64cd\u4f5c\uff0c\u5982\u679c\u662f\u8f6c\u8d26\uff0c\u5219\u6309\u7167\u4e0b\u9762\u7684\u6b65\u9aa4\uff1b\u5982\u679c\u662f\u5176\u4ed6\u95ee\u9898\uff0c\u5219\u63d0\u4f9b\u76f8\u5173\u5e2e\u52a9\u3002\n2. \u6536\u96c6\u7528\u6237\u4fe1\u606f\uff1a\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u3001\u8f6c\u8d26\u91d1\u989d\n3. \u9a8c\u8bc1\u4fe1\u606f\u7684\u6b63\u786e\u6027\uff0c\u5982\u679c\u4fe1\u606f\u4e0d\u5b8c\u6574\u6216\u9519\u8bef\uff0c\u5f15\u5bfc\u7528\u6237\u4fee\u6539\n4. \u6267\u884c\u8f6c\u8d26\u64cd\u4f5c\uff0c\u5982\u679c\u8f6c\u8d26\u6210\u529f\uff0c\u544a\u77e5\u7528\u6237\u8f6c\u8d26\u6210\u529f\n5. \u5982\u679c\u5931\u8d25\uff0c\u5f15\u5bfc\u7528\u6237\u4fee\u6539\u4fe1\u606f\u91cd\u8bd5\n\n</instructions>\n\n<additional_information>\n- Use markdown to format your answers.\n- The current time is 2025-07-22 15:38:41.733063.\n</additional_information>\n\nYou have the capability to retain memories from previous interactions with the user, but have not had any interactions with the user yet.", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753169921}, {"content": "\u4f60\u597d", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1753169881}, {"content": "\u4f60\u597d\uff01\u6211\u662f\u4f60\u7684\u8f6c\u8d26\u52a9\u624b\u3002\u6211\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\uff0c\u6216\u8005\u89e3\u7b54\u4f60\u5173\u4e8e\u8f6c\u8d26\u7684\u5176\u4ed6\u95ee\u9898\u3002\u4f60\u60f3\u8fdb\u884c\u4ec0\u4e48\u64cd\u4f5c\u5462\uff1f", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 619, "output_tokens": 29, "total_tokens": 648, "prompt_tokens": 619, "completion_tokens": 29, "time": 4.831096399924718, "time_to_first_token": 4.824961700011045}, "created_at": 1753169881}, {"content": "\u8f6c\u8d26\u662f\u600e\u4e48\u64cd\u4f5c\u5440", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1753169921}, {"content": "\u8f6c\u8d26\u64cd\u4f5c\u975e\u5e38\u7b80\u5355\uff0c\u53ea\u9700\u8981\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u8fdb\u884c\uff1a\n\n1. **\u63d0\u4f9b\u6536\u6b3e\u4eba\u4fe1\u606f**\uff1a\u5305\u62ec\u6536\u6b3e\u4eba\u7684\u59d3\u540d\u548c\u8d26\u53f7\uff08\u5982\u624b\u673a\u53f7\uff09\u3002\n2. **\u786e\u5b9a\u8f6c\u8d26\u91d1\u989d**\uff1a\u8f93\u5165\u4f60\u60f3\u8981\u8f6c\u8d26\u7684\u91d1\u989d\uff0c\u6ce8\u610f\u5355\u7b14\u8f6c\u8d26\u91d1\u989d\u4e0d\u5f97\u8d85\u8fc7500\u5143\u3002\n3. **\u786e\u8ba4\u5e76\u5b8c\u6210\u8f6c\u8d26**\uff1a\u6211\u4f1a\u9a8c\u8bc1\u8fd9\u4e9b\u4fe1\u606f\u662f\u5426\u6b63\u786e\uff0c\u5982\u679c\u6b63\u786e\u65e0\u8bef\uff0c\u8f6c\u8d26\u5c06\u4f1a\u6210\u529f\u3002\n\n\u73b0\u5728\u6211\u53ef\u4ee5\u534f\u52a9\u4f60\u5b8c\u6210\u8f6c\u8d26\u3002\u8bf7\u95ee\u4f60\u60f3\u8f6c\u8d26\u7ed9\u8c01\u5462\uff1f\u8bf7\u544a\u8bc9\u6211\u6536\u6b3e\u4eba\u7684\u59d3\u540d\u3001\u8d26\u53f7\u4ee5\u53ca\u8f6c\u8d26\u91d1\u989d\u3002", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 662, "output_tokens": 107, "total_tokens": 769, "prompt_tokens": 662, "completion_tokens": 107, "time": 6.705830799997784, "time_to_first_token": 4.90711230004672}, "created_at": 1753169921}]}]}

session_data:
  {"session_state": {"current_user_id": "test", "current_session_id": "b3384ead-e3fc-4ae0-8d0a-23c6a4e2b9ec"}, "session_metrics": {"input_tokens": 1900, "output_tokens": 165, "total_tokens": 2065, "audio_tokens": 0, "input_audio_tokens": 0, "output_audio_tokens": 0, "cached_tokens": 0, "cache_write_tokens": 0, "reasoning_tokens": 0, "prompt_tokens": 1900, "completion_tokens": 165, "prompt_tokens_details": null, "completion_tokens_details": null, "additional_metrics": null, "time": 16.36802359984722, "time_to_first_token": 4.824961700011045, "timer": null}}

agent_data:
  {"agent_id": "4303a00a-5124-44b3-b3c3-4916a3afee7e", "model": {"provider": "OpenAI", "id": "qwen3-32b", "name": "OpenAILike"}}


session_id: a9622ce3-c0f1-41fe-b0b1-f91339679a93
user_id: test
extra_data: null
agent_id: 3c4d6521-e0e0-46e8-bf34-ab6eba285de6
memory:
  {"summaries": {}, "memories": {"test": {"e9590a07-edbe-410b-b336-c454654dbd8f": {"memory_id": "e9590a07-edbe-410b-b336-c454654dbd8f", "memory": "Her phone number is 12345678901.", "topics": ["contact_information"], "last_updated": "2025-07-22T15:43:31.623087", "input": "\u5979\u7684\u624b\u673a\u53f7\u662f12345678901"}}}, "runs": [{"content": "\u4f60\u597d\uff01\u6211\u662f\u8f6c\u8d26\u52a9\u624b\uff0c\u53ef\u4ee5\u534f\u52a9\u60a8\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u6216\u89e3\u7b54\u60a8\u7684\u76f8\u5173\u95ee\u9898\u3002\u8bf7\u95ee\u60a8\u63a5\u4e0b\u6765\u9700\u8981\u505a\u4ec0\u4e48\uff1f", "content_type": "str", "metrics": {"input_tokens": [619], "output_tokens": [24], "total_tokens": [643], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [619], "completion_tokens": [24], "time": [4.705662899999879], "time_to_first_token": [4.701980699901469]}, "model": 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session_data:
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agent_data:
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session_id: 3448f595-eec5-4712-810a-0c7a2907f53c
user_id: test
extra_data: null
agent_id: 2f86cf02-7af0-4925-804d-b2b767520a68
memory:
  {"summaries": {}, "memories": {"test": {"e9590a07-edbe-410b-b336-c454654dbd8f": {"memory_id": "e9590a07-edbe-410b-b336-c454654dbd8f", "memory": "Her phone number is 13800138000.", "topics": ["contact"], "last_updated": "2025-07-22T15:55:33.469818", "input": "\u624b\u673a\u53f7\uff1a13800138000"}}}, "runs": [{"content": "\u4f60\u597d\uff01\u6211\u662f\u8f6c\u8d26\u52a9\u624b\uff0c\u53ef\u4ee5\u5e2e\u4f60\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u6216\u89e3\u7b54\u76f8\u5173\u95ee\u9898\u3002\u8bf7\u95ee\u4f60\u63a5\u4e0b\u6765\u9700\u8981\u505a\u4ec0\u4e48\uff1f", "content_type": "str", "metrics": {"input_tokens": [725], "output_tokens": [22], "total_tokens": [747], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [725], "completion_tokens": [22], "time": [4.460967999999411], "time_to_first_token": [4.457118400023319]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "9cc8f625-739b-4ff1-bcf7-347e304b0e8b", "agent_id": "2f86cf02-7af0-4925-804d-b2b767520a68", "session_id": "3448f595-eec5-4712-810a-0c7a2907f53c", "created_at": 1753170616, "status": "RUNNING", "messages": [{"content": "<instructions>\n\n\u4f60\u662f\u4e00\u4e2a\u8f6c\u8d26\u52a9\u624b\uff0c\u5e2e\u52a9\u7528\u6237\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\n\n\u89c4\u5219\uff1a\n1. \u7cfb\u7edf\u4e2d\u53ea\u5b58\u5728\"\u5f20\u4e09\"\u8fd9\u4e2a\u7528\u6237\n2. \u6700\u5927\u8f6c\u8d26\u91d1\u989d\u4e3a\u4e0d\u80fd\u8d85\u8fc7\u7528\u6237\u7684\u4f59\u989d\n3. \u9700\u8981\u9a8c\u8bc1\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u548c\u91d1\u989d\n4. \u5982\u679c\u8f6c\u8d26\u5931\u8d25\uff0c\u6839\u636e\u5177\u4f53\u9519\u8bef\u539f\u56e0\u534f\u52a9\u7528\u6237\u4fee\u6539\u4fe1\u606f\uff1a\n   - \u5982\u679c\u7528\u6237\u4e0d\u5b58\u5728\uff0c\u63d0\u9192\u7528\u6237\u68c0\u67e5\u6536\u6b3e\u4eba\u59d3\u540d\n   - \u5982\u679c\u624b\u673a\u53f7\u4e0d\u5339\u914d\uff0c\u63d0\u9192\u7528\u6237\u786e\u8ba4\u624b\u673a\u53f7\n   - \u5982\u679c\u4f59\u989d\u4e0d\u8db3\uff0c\u5efa\u8bae\u7528\u6237\u8c03\u6574\u8f6c\u8d26\u91d1\u989d\n5. \u5982\u679c\u7528\u6237\u6709\u5176\u4ed6\u7591\u95ee\uff0c\u63d0\u4f9b\u76f8\u5173\u5e2e\u52a9\n\n\u8bf7\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u64cd\u4f5c\uff1a\n1. \u5f00\u573a\u5148\u4ecb\u7ecd\u81ea\u5df1\u662f\u8f6c\u8d26\u52a9\u624b\uff0c\u8be2\u95ee\u7528\u6237\u63a5\u4e0b\u6765\u7684\u64cd\u4f5c\uff0c\u5982\u679c\u662f\u8f6c\u8d26\uff0c\u5219\u6309\u7167\u4e0b\u9762\u7684\u6b65\u9aa4\uff1b\u5982\u679c\u662f\u5176\u4ed6\u95ee\u9898\uff0c\u5219\u63d0\u4f9b\u76f8\u5173\u5e2e\u52a9\u3002\n2. \u6536\u96c6\u7528\u6237\u4fe1\u606f\uff1a\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u3001\u8f6c\u8d26\u91d1\u989d\n3. \u9a8c\u8bc1\u4fe1\u606f\u7684\u6b63\u786e\u6027\uff0c\u5982\u679c\u4fe1\u606f\u4e0d\u5b8c\u6574\u6216\u9519\u8bef\uff0c\u5f15\u5bfc\u7528\u6237\u4fee\u6539\n4. \u6267\u884c\u8f6c\u8d26\u64cd\u4f5c\uff0c\u5982\u679c\u8f6c\u8d26\u6210\u529f\uff0c\u544a\u77e5\u7528\u6237\u8f6c\u8d26\u6210\u529f\n5. \u5982\u679c\u5931\u8d25\uff0c\u5f15\u5bfc\u7528\u6237\u4fee\u6539\u4fe1\u606f\u91cd\u8bd5\n\n</instructions>\n\n<additional_information>\n- Use markdown to format your answers.\n- The current time is 2025-07-22 15:50:16.054974.\n</additional_information>\n\nYou have access to memories from previous interactions with the user that you can use:\n\n<memories_from_previous_interactions>\n- Her phone number is 12345678901.\n</memories_from_previous_interactions>\n\nNote: this information is from previous interactions and may be updated in this conversation. You should always prefer information from this conversation over the past memories.", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753170616}, {"content": "\u4f60\u597d", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1753170616}, {"content": "\u4f60\u597d\uff01\u6211\u662f\u8f6c\u8d26\u52a9\u624b\uff0c\u53ef\u4ee5\u5e2e\u4f60\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u6216\u89e3\u7b54\u76f8\u5173\u95ee\u9898\u3002\u8bf7\u95ee\u4f60\u63a5\u4e0b\u6765\u9700\u8981\u505a\u4ec0\u4e48\uff1f", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 725, "output_tokens": 22, "total_tokens": 747, "prompt_tokens": 725, "completion_tokens": 22, "time": 4.460967999999411, "time_to_first_token": 4.457118400023319}, "created_at": 1753170616}]}, {"content": "\u8981\u8fdb\u884c\u8f6c\u8d26\u64cd\u4f5c\uff0c\u8bf7\u63d0\u4f9b\u4ee5\u4e0b\u4fe1\u606f\uff1a\n1. \u6536\u6b3e\u4eba\u59d3\u540d\n2. \u6536\u6b3e\u4eba\u624b\u673a\u53f7\n3. \u8f6c\u8d26\u91d1\u989d\n\n\u5728\u4f60\u63d0\u4f9b\u8fd9\u4e9b\u4fe1\u606f\u540e\uff0c\u6211\u5c06\u534f\u52a9\u4f60\u5b8c\u6210\u9a8c\u8bc1\u548c\u8f6c\u8d26\u3002", "content_type": "str", "metrics": {"input_tokens": [762], "output_tokens": [49], "total_tokens": [811], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [762], "completion_tokens": [49], "time": [5.073203400010243], "time_to_first_token": [4.832900000037625]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "f501b4e4-35c5-4ffd-a6e2-90140db3a17f", "agent_id": "2f86cf02-7af0-4925-804d-b2b767520a68", "session_id": "3448f595-eec5-4712-810a-0c7a2907f53c", "created_at": 1753170665, "status": "RUNNING", "messages": [{"content": "<instructions>\n\n\u4f60\u662f\u4e00\u4e2a\u8f6c\u8d26\u52a9\u624b\uff0c\u5e2e\u52a9\u7528\u6237\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\n\n\u89c4\u5219\uff1a\n1. \u7cfb\u7edf\u4e2d\u53ea\u5b58\u5728\"\u5f20\u4e09\"\u8fd9\u4e2a\u7528\u6237\n2. \u6700\u5927\u8f6c\u8d26\u91d1\u989d\u4e3a\u4e0d\u80fd\u8d85\u8fc7\u7528\u6237\u7684\u4f59\u989d\n3. \u9700\u8981\u9a8c\u8bc1\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u548c\u91d1\u989d\n4. \u5982\u679c\u8f6c\u8d26\u5931\u8d25\uff0c\u6839\u636e\u5177\u4f53\u9519\u8bef\u539f\u56e0\u534f\u52a9\u7528\u6237\u4fee\u6539\u4fe1\u606f\uff1a\n   - \u5982\u679c\u7528\u6237\u4e0d\u5b58\u5728\uff0c\u63d0\u9192\u7528\u6237\u68c0\u67e5\u6536\u6b3e\u4eba\u59d3\u540d\n   - \u5982\u679c\u624b\u673a\u53f7\u4e0d\u5339\u914d\uff0c\u63d0\u9192\u7528\u6237\u786e\u8ba4\u624b\u673a\u53f7\n   - \u5982\u679c\u4f59\u989d\u4e0d\u8db3\uff0c\u5efa\u8bae\u7528\u6237\u8c03\u6574\u8f6c\u8d26\u91d1\u989d\n5. \u5982\u679c\u7528\u6237\u6709\u5176\u4ed6\u7591\u95ee\uff0c\u63d0\u4f9b\u76f8\u5173\u5e2e\u52a9\n\n\u8bf7\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u64cd\u4f5c\uff1a\n1. \u5f00\u573a\u5148\u4ecb\u7ecd\u81ea\u5df1\u662f\u8f6c\u8d26\u52a9\u624b\uff0c\u8be2\u95ee\u7528\u6237\u63a5\u4e0b\u6765\u7684\u64cd\u4f5c\uff0c\u5982\u679c\u662f\u8f6c\u8d26\uff0c\u5219\u6309\u7167\u4e0b\u9762\u7684\u6b65\u9aa4\uff1b\u5982\u679c\u662f\u5176\u4ed6\u95ee\u9898\uff0c\u5219\u63d0\u4f9b\u76f8\u5173\u5e2e\u52a9\u3002\n2. \u6536\u96c6\u7528\u6237\u4fe1\u606f\uff1a\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u3001\u8f6c\u8d26\u91d1\u989d\n3. \u9a8c\u8bc1\u4fe1\u606f\u7684\u6b63\u786e\u6027\uff0c\u5982\u679c\u4fe1\u606f\u4e0d\u5b8c\u6574\u6216\u9519\u8bef\uff0c\u5f15\u5bfc\u7528\u6237\u4fee\u6539\n4. \u6267\u884c\u8f6c\u8d26\u64cd\u4f5c\uff0c\u5982\u679c\u8f6c\u8d26\u6210\u529f\uff0c\u544a\u77e5\u7528\u6237\u8f6c\u8d26\u6210\u529f\n5. \u5982\u679c\u5931\u8d25\uff0c\u5f15\u5bfc\u7528\u6237\u4fee\u6539\u4fe1\u606f\u91cd\u8bd5\n\n</instructions>\n\n<additional_information>\n- Use markdown to format your answers.\n- The current time is 2025-07-22 15:51:05.369080.\n</additional_information>\n\nYou have access to memories from previous interactions with the user that you can use:\n\n<memories_from_previous_interactions>\n- Her phone number is 12345678901.\n</memories_from_previous_interactions>\n\nNote: this information is from previous interactions and may be updated in this conversation. You should always prefer information from this conversation over the past memories.", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753170665}, {"content": "\u4f60\u597d", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1753170616}, {"content": "\u4f60\u597d\uff01\u6211\u662f\u8f6c\u8d26\u52a9\u624b\uff0c\u53ef\u4ee5\u5e2e\u4f60\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u6216\u89e3\u7b54\u76f8\u5173\u95ee\u9898\u3002\u8bf7\u95ee\u4f60\u63a5\u4e0b\u6765\u9700\u8981\u505a\u4ec0\u4e48\uff1f", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 725, "output_tokens": 22, "total_tokens": 747, "prompt_tokens": 725, "completion_tokens": 22, "time": 4.460967999999411, "time_to_first_token": 4.457118400023319}, "created_at": 1753170616}, {"content": "\u8f6c\u8d26\u8981\u600e\u4e48\u64cd\u4f5c\uff1f", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1753170665}, {"content": "\u8981\u8fdb\u884c\u8f6c\u8d26\u64cd\u4f5c\uff0c\u8bf7\u63d0\u4f9b\u4ee5\u4e0b\u4fe1\u606f\uff1a\n1. \u6536\u6b3e\u4eba\u59d3\u540d\n2. \u6536\u6b3e\u4eba\u624b\u673a\u53f7\n3. \u8f6c\u8d26\u91d1\u989d\n\n\u5728\u4f60\u63d0\u4f9b\u8fd9\u4e9b\u4fe1\u606f\u540e\uff0c\u6211\u5c06\u534f\u52a9\u4f60\u5b8c\u6210\u9a8c\u8bc1\u548c\u8f6c\u8d26\u3002", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 762, "output_tokens": 49, "total_tokens": 811, "prompt_tokens": 762, "completion_tokens": 49, "time": 5.073203400010243, "time_to_first_token": 4.832900000037625}, "created_at": 1753170665}]}, {"content": "\u4f60\u53ef\u4ee5\u901a\u8fc7\u8054\u7cfb\u8005\u6765\u5973\u672c\u4eba\u6216\u901a\u8fc7\u4f60\u4eec\u5171\u540c\u8ba4\u8bc6\u7684\u4eba\u83b7\u53d6\u5979\u7684\u624b\u673a\u53f7\u3002\u5982\u679c\u4f60\u9700\u8981\u8fdb\u4e00\u6b65\u7684\u5e2e\u52a9\uff0c\u6bd4\u5982\u5982\u4f55\u8054\u7cfb\u5979\uff0c\u8bf7\u544a\u8bc9\u6211\u5177\u4f53\u60c5\u51b5\uff0c\u6211\u4f1a\u5c3d\u529b\u63d0\u4f9b\u5e2e\u52a9\u3002", "content_type": "str", "metrics": {"input_tokens": [832], "output_tokens": [35], "total_tokens": [867], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [832], "completion_tokens": [35], "time": [5.126327199977823], "time_to_first_token": [5.0862508999416605]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "9ef847ba-b9b5-428d-b004-ece936a2fff2", "agent_id": "2f86cf02-7af0-4925-804d-b2b767520a68", "session_id": "3448f595-eec5-4712-810a-0c7a2907f53c", "created_at": 1753170693, "status": "RUNNING", "messages": [{"content": "<instructions>\n\n\u4f60\u662f\u4e00\u4e2a\u8f6c\u8d26\u52a9\u624b\uff0c\u5e2e\u52a9\u7528\u6237\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\n\n\u89c4\u5219\uff1a\n1. \u7cfb\u7edf\u4e2d\u53ea\u5b58\u5728\"\u5f20\u4e09\"\u8fd9\u4e2a\u7528\u6237\n2. \u6700\u5927\u8f6c\u8d26\u91d1\u989d\u4e3a\u4e0d\u80fd\u8d85\u8fc7\u7528\u6237\u7684\u4f59\u989d\n3. \u9700\u8981\u9a8c\u8bc1\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u548c\u91d1\u989d\n4. \u5982\u679c\u8f6c\u8d26\u5931\u8d25\uff0c\u6839\u636e\u5177\u4f53\u9519\u8bef\u539f\u56e0\u534f\u52a9\u7528\u6237\u4fee\u6539\u4fe1\u606f\uff1a\n   - 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You should always prefer information from this conversation over the past memories.", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753170693}, {"content": "\u4f60\u597d", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1753170616}, {"content": "\u4f60\u597d\uff01\u6211\u662f\u8f6c\u8d26\u52a9\u624b\uff0c\u53ef\u4ee5\u5e2e\u4f60\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u6216\u89e3\u7b54\u76f8\u5173\u95ee\u9898\u3002\u8bf7\u95ee\u4f60\u63a5\u4e0b\u6765\u9700\u8981\u505a\u4ec0\u4e48\uff1f", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 725, "output_tokens": 22, "total_tokens": 747, "prompt_tokens": 725, "completion_tokens": 22, "time": 4.460967999999411, "time_to_first_token": 4.457118400023319}, "created_at": 1753170616}, {"content": "\u8f6c\u8d26\u8981\u600e\u4e48\u64cd\u4f5c\uff1f", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1753170665}, {"content": "\u8981\u8fdb\u884c\u8f6c\u8d26\u64cd\u4f5c\uff0c\u8bf7\u63d0\u4f9b\u4ee5\u4e0b\u4fe1\u606f\uff1a\n1. \u6536\u6b3e\u4eba\u59d3\u540d\n2. \u6536\u6b3e\u4eba\u624b\u673a\u53f7\n3. \u8f6c\u8d26\u91d1\u989d\n\n\u5728\u4f60\u63d0\u4f9b\u8fd9\u4e9b\u4fe1\u606f\u540e\uff0c\u6211\u5c06\u534f\u52a9\u4f60\u5b8c\u6210\u9a8c\u8bc1\u548c\u8f6c\u8d26\u3002", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 762, "output_tokens": 49, "total_tokens": 811, "prompt_tokens": 762, "completion_tokens": 49, "time": 5.073203400010243, "time_to_first_token": 4.832900000037625}, "created_at": 1753170665}, {"content": "\u6211\u60f3\u8f6c\u8d26\u7ed9\u8005\u6765\u5973\uff0c\u4f46\u662f\u6211\u4e0d\u77e5\u9053\u5979\u7684\u624b\u673a\u53f7", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1753170693}, {"content": "\u4f60\u53ef\u4ee5\u901a\u8fc7\u8054\u7cfb\u8005\u6765\u5973\u672c\u4eba\u6216\u901a\u8fc7\u4f60\u4eec\u5171\u540c\u8ba4\u8bc6\u7684\u4eba\u83b7\u53d6\u5979\u7684\u624b\u673a\u53f7\u3002\u5982\u679c\u4f60\u9700\u8981\u8fdb\u4e00\u6b65\u7684\u5e2e\u52a9\uff0c\u6bd4\u5982\u5982\u4f55\u8054\u7cfb\u5979\uff0c\u8bf7\u544a\u8bc9\u6211\u5177\u4f53\u60c5\u51b5\uff0c\u6211\u4f1a\u5c3d\u529b\u63d0\u4f9b\u5e2e\u52a9\u3002", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 832, "output_tokens": 35, "total_tokens": 867, "prompt_tokens": 832, "completion_tokens": 35, "time": 5.126327199977823, "time_to_first_token": 5.0862508999416605}, "created_at": 1753170693}]}, {"content": "\u4f60\u53ef\u4ee5\u5c1d\u8bd5\u4ee5\u4e0b\u65b9\u6cd5\u8054\u7cfb\u8005\u6765\u5973\u672c\u4eba\uff1a\n1. \u901a\u8fc7\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\uff08\u5982\u5fae\u4fe1\u3001QQ\u7b49\uff09\u641c\u7d22\u5979\u7684\u8d26\u53f7\u5e76\u53d1\u9001\u6d88\u606f\u3002\n2. \u5982\u679c\u4f60\u4eec\u6709\u5171\u540c\u7684\u670b\u53cb\u6216\u8ba4\u8bc6\u7684\u4eba\uff0c\u53ef\u4ee5\u8bf7\u4ed6\u4eec\u5e2e\u5fd9\u8f6c\u8fbe\u3002\n3. \u5982\u679c\u4f60\u77e5\u9053\u5979\u6240\u5728\u7684\u5b66\u6821\u3001\u516c\u53f8\u6216\u5176\u4ed6\u7ec4\u7ec7\uff0c\u53ef\u4ee5\u901a\u8fc7\u76f8\u5173\u6e20\u9053\u5c1d\u8bd5\u8054\u7cfb\u3002\n\n\u5982\u679c\u4f60\u9700\u8981\u5e2e\u52a9\u64b0\u5199\u8054\u7cfb\u4fe1\u606f\u6216\u4e86\u89e3\u5982\u4f55\u4f7f\u7528\u67d0\u4e9b\u793e\u4ea4\u5e73\u53f0\uff0c\u8bf7\u544a\u8bc9\u6211\uff0c\u6211\u4f1a\u534f\u52a9\u4f60\u3002", "content_type": "str", "metrics": {"input_tokens": [885], "output_tokens": [86], "total_tokens": [971], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [885], "completion_tokens": [86], "time": [6.91330930008553], "time_to_first_token": [5.10861840005964]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "12689f0e-ba87-4d08-92be-539d2fc06834", "agent_id": "2f86cf02-7af0-4925-804d-b2b767520a68", "session_id": "3448f595-eec5-4712-810a-0c7a2907f53c", "created_at": 1753170734, "status": "RUNNING", "messages": [{"content": "<instructions>\n\n\u4f60\u662f\u4e00\u4e2a\u8f6c\u8d26\u52a9\u624b\uff0c\u5e2e\u52a9\u7528\u6237\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\n\n\u89c4\u5219\uff1a\n1. \u7cfb\u7edf\u4e2d\u53ea\u5b58\u5728\"\u5f20\u4e09\"\u8fd9\u4e2a\u7528\u6237\n2. \u6700\u5927\u8f6c\u8d26\u91d1\u989d\u4e3a\u4e0d\u80fd\u8d85\u8fc7\u7528\u6237\u7684\u4f59\u989d\n3. \u9700\u8981\u9a8c\u8bc1\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u548c\u91d1\u989d\n4. \u5982\u679c\u8f6c\u8d26\u5931\u8d25\uff0c\u6839\u636e\u5177\u4f53\u9519\u8bef\u539f\u56e0\u534f\u52a9\u7528\u6237\u4fee\u6539\u4fe1\u606f\uff1a\n   - 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15:54:37.360169.\n</additional_information>\n\nYou have access to memories from previous interactions with the user that you can use:\n\n<memories_from_previous_interactions>\n- Her phone number is 12345678901.\n</memories_from_previous_interactions>\n\nNote: this information is from previous interactions and may be updated in this conversation. You should always prefer information from this conversation over the past memories.", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753170877}, {"content": "\u73b0\u5728\u77e5\u9053\u5979\u7684\u624b\u673a\u53f7\u4e86\uff1a12345678901", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1753170773}, {"from_history": true, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_e7c54423e5a945f6824ab6", "type": "function", "function": {"name": "get_balance", "arguments": "{}"}}], "metrics": {"input_tokens": 965, "output_tokens": 15, "total_tokens": 980, "prompt_tokens": 965, "completion_tokens": 15, "time": 4.254226699937135, "time_to_first_token": 4.253475000034086}, "created_at": 1753170773}, {"content": "500.0", "from_history": true, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_e7c54423e5a945f6824ab6", "tool_name": "get_balance", "tool_call_error": false, "metrics": 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You should always prefer information from this conversation over the past memories.", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753170917}, {"content": "\u8f6c799", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1753170808}, {"from_history": true, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_adb68c2bb8624cbb9afcd8", "type": "function", "function": {"name": "validate_amount", "arguments": "{\"amount\": 799}"}}], "metrics": {"input_tokens": 1030, "output_tokens": 21, "total_tokens": 1051, "prompt_tokens": 1030, "completion_tokens": 21, "time": 4.472441999940202, "time_to_first_token": 4.4707906999392435}, "created_at": 1753170808}, {"content": "False", "from_history": true, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_adb68c2bb8624cbb9afcd8", "tool_name": "validate_amount", "tool_args": {"amount": 799}, "tool_call_error": false, "metrics": {"time": 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session_data:
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agent_data:
  {"agent_id": "2f86cf02-7af0-4925-804d-b2b767520a68", "model": {"provider": "OpenAI", "id": "qwen3-32b", "name": "OpenAILike"}}


session_id: e3d45757-1021-40ab-9d13-373c0214f6fe
user_id: test
extra_data: null
agent_id: 519e0adb-f6ef-40e1-a6db-76ba627f664c
memory:
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session_data:
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agent_data:
  {"agent_id": "519e0adb-f6ef-40e1-a6db-76ba627f664c", "model": {"provider": "OpenAI", "id": "qwen3-32b", "name": "OpenAILike"}}


session_id: 8dfe1a34-21af-4019-8aeb-e816cdf6b976
user_id: test
extra_data: null
agent_id: 2a86554e-1008-4658-8d17-ba9c5c0b7f86
memory:
  {"summaries": {}, "memories": {"test": {"e9590a07-edbe-410b-b336-c454654dbd8f": {"memory_id": "e9590a07-edbe-410b-b336-c454654dbd8f", "memory": "Her phone number is 13800138000.", "topics": ["contact"], "last_updated": "2025-07-22T15:55:33.469818", "input": "\u624b\u673a\u53f7\uff1a13800138000"}}}, "runs": [{"content": "\u4f60\u597d\uff01\u6211\u662f\u4f60\u7684\u8f6c\u8d26\u52a9\u624b\u3002\u8bf7\u95ee\u4f60\u63a5\u4e0b\u6765\u9700\u8981\u8fdb\u884c\u4ec0\u4e48\u64cd\u4f5c\uff1f\u5982\u679c\u662f\u8f6c\u8d26\uff0c\u8bf7\u544a\u8bc9\u6211\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u548c\u91d1\u989d\uff1b\u5982\u679c\u6709\u5176\u4ed6\u95ee\u9898\uff0c\u6211\u4e5f\u53ef\u4ee5\u4e3a\u4f60\u63d0\u4f9b\u5e2e\u52a9\u3002", "content_type": "str", "metrics": {"input_tokens": [725], "output_tokens": [37], "total_tokens": [762], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [725], "completion_tokens": [37], "time": [3.0517238000029465], "time_to_first_token": [2.9663953999988735]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "b0428180-916e-4ac1-808d-c6277443bac8", "agent_id": "2a86554e-1008-4658-8d17-ba9c5c0b7f86", "session_id": "8dfe1a34-21af-4019-8aeb-e816cdf6b976", "created_at": 1753324224, "status": "RUNNING", "messages": [{"content": "<instructions>\n\n\u4f60\u662f\u4e00\u4e2a\u8f6c\u8d26\u52a9\u624b\uff0c\u5e2e\u52a9\u7528\u6237\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\n\n\u89c4\u5219\uff1a\n1. \u7cfb\u7edf\u4e2d\u53ea\u5b58\u5728\"\u5f20\u4e09\"\u8fd9\u4e2a\u7528\u6237\n2. \u6700\u5927\u8f6c\u8d26\u91d1\u989d\u4e3a\u4e0d\u80fd\u8d85\u8fc7\u7528\u6237\u7684\u4f59\u989d\n3. \u9700\u8981\u9a8c\u8bc1\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u548c\u91d1\u989d\n4. \u5982\u679c\u8f6c\u8d26\u5931\u8d25\uff0c\u6839\u636e\u5177\u4f53\u9519\u8bef\u539f\u56e0\u534f\u52a9\u7528\u6237\u4fee\u6539\u4fe1\u606f\uff1a\n   - \u5982\u679c\u7528\u6237\u4e0d\u5b58\u5728\uff0c\u63d0\u9192\u7528\u6237\u68c0\u67e5\u6536\u6b3e\u4eba\u59d3\u540d\n   - \u5982\u679c\u624b\u673a\u53f7\u4e0d\u5339\u914d\uff0c\u63d0\u9192\u7528\u6237\u786e\u8ba4\u624b\u673a\u53f7\n   - \u5982\u679c\u4f59\u989d\u4e0d\u8db3\uff0c\u5efa\u8bae\u7528\u6237\u8c03\u6574\u8f6c\u8d26\u91d1\u989d\n5. \u5982\u679c\u7528\u6237\u6709\u5176\u4ed6\u7591\u95ee\uff0c\u63d0\u4f9b\u76f8\u5173\u5e2e\u52a9\n\n\u8bf7\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u64cd\u4f5c\uff1a\n1. \u5f00\u573a\u5148\u4ecb\u7ecd\u81ea\u5df1\u662f\u8f6c\u8d26\u52a9\u624b\uff0c\u8be2\u95ee\u7528\u6237\u63a5\u4e0b\u6765\u7684\u64cd\u4f5c\uff0c\u5982\u679c\u662f\u8f6c\u8d26\uff0c\u5219\u6309\u7167\u4e0b\u9762\u7684\u6b65\u9aa4\uff1b\u5982\u679c\u662f\u5176\u4ed6\u95ee\u9898\uff0c\u5219\u63d0\u4f9b\u76f8\u5173\u5e2e\u52a9\u3002\n2. \u6536\u96c6\u7528\u6237\u4fe1\u606f\uff1a\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u3001\u8f6c\u8d26\u91d1\u989d\n3. \u9a8c\u8bc1\u4fe1\u606f\u7684\u6b63\u786e\u6027\uff0c\u5982\u679c\u4fe1\u606f\u4e0d\u5b8c\u6574\u6216\u9519\u8bef\uff0c\u5f15\u5bfc\u7528\u6237\u4fee\u6539\n4. \u6267\u884c\u8f6c\u8d26\u64cd\u4f5c\uff0c\u5982\u679c\u8f6c\u8d26\u6210\u529f\uff0c\u544a\u77e5\u7528\u6237\u8f6c\u8d26\u6210\u529f\n5. \u5982\u679c\u5931\u8d25\uff0c\u5f15\u5bfc\u7528\u6237\u4fee\u6539\u4fe1\u606f\u91cd\u8bd5\n\n</instructions>\n\n<additional_information>\n- Use markdown to format your answers.\n- The current time is 2025-07-24 10:30:24.720831.\n</additional_information>\n\nYou have access to memories from previous interactions with the user that you can use:\n\n<memories_from_previous_interactions>\n- Her phone number is 13800138000.\n</memories_from_previous_interactions>\n\nNote: this information is from previous interactions and may be updated in this conversation. You should always prefer information from this conversation over the past memories.", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753324224}, {"content": "\u4f60\u597d", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1753324224}, {"content": "\u4f60\u597d\uff01\u6211\u662f\u4f60\u7684\u8f6c\u8d26\u52a9\u624b\u3002\u8bf7\u95ee\u4f60\u63a5\u4e0b\u6765\u9700\u8981\u8fdb\u884c\u4ec0\u4e48\u64cd\u4f5c\uff1f\u5982\u679c\u662f\u8f6c\u8d26\uff0c\u8bf7\u544a\u8bc9\u6211\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u548c\u91d1\u989d\uff1b\u5982\u679c\u6709\u5176\u4ed6\u95ee\u9898\uff0c\u6211\u4e5f\u53ef\u4ee5\u4e3a\u4f60\u63d0\u4f9b\u5e2e\u52a9\u3002", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 725, "output_tokens": 37, "total_tokens": 762, "prompt_tokens": 725, "completion_tokens": 37, "time": 3.0517238000029465, "time_to_first_token": 2.9663953999988735}, "created_at": 1753324224}]}]}

session_data:
  {"session_state": {"current_user_id": "test", "current_session_id": "8dfe1a34-21af-4019-8aeb-e816cdf6b976"}, "session_metrics": {"input_tokens": 725, "output_tokens": 37, "total_tokens": 762, "audio_tokens": 0, "input_audio_tokens": 0, "output_audio_tokens": 0, "cached_tokens": 0, "cache_write_tokens": 0, "reasoning_tokens": 0, "prompt_tokens": 725, "completion_tokens": 37, "prompt_tokens_details": null, "completion_tokens_details": null, "additional_metrics": null, "time": 3.0517238000029465, "time_to_first_token": 2.9663953999988735, "timer": null}}

agent_data:
  {"agent_id": "2a86554e-1008-4658-8d17-ba9c5c0b7f86", "model": {"name": "OpenAILike", "id": "qwen3-32b", "provider": "OpenAI"}}


session_id: fa854c8d-c733-4976-bc2a-98c533aeb527
user_id: test
extra_data: null
agent_id: 8bdcec06-17bd-4b29-8870-78438cf76cad
memory:
  {"summaries": {}, "memories": {"test": {"e9590a07-edbe-410b-b336-c454654dbd8f": {"memory_id": "e9590a07-edbe-410b-b336-c454654dbd8f", "memory": "Her phone number is 13800138000.", "topics": ["contact"], "last_updated": "2025-07-22T15:55:33.469818", "input": "\u624b\u673a\u53f7\uff1a13800138000"}}}, "runs": [{"content": "\u60a8\u597d\uff01\u6211\u662f\u60a8\u7684\u8f6c\u8d26\u52a9\u624b\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\u8bf7\u95ee\u60a8\u63a5\u4e0b\u6765\u9700\u8981\u8fdb\u884c\u4ec0\u4e48\u64cd\u4f5c\u5462\uff1f\u5982\u679c\u662f\u8f6c\u8d26\uff0c\u8bf7\u63d0\u4f9b\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\uff08\u624b\u673a\u53f7\uff09\u548c\u8f6c\u8d26\u91d1\u989d\uff1b\u5982\u679c\u6709\u5176\u4ed6\u95ee\u9898\uff0c\u4e5f\u53ef\u4ee5\u544a\u8bc9\u6211\uff0c\u6211\u4f1a\u5c3d\u529b\u5e2e\u52a9\u60a8\u3002", "content_type": "str", "metrics": {"input_tokens": [725], "output_tokens": [50], "total_tokens": [775], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [725], "completion_tokens": [50], "time": [6.176079700002447], "time_to_first_token": [5.691131700004917]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "f25dd7ae-ded8-4c4e-9dee-3e59289bbfd2", "agent_id": "8bdcec06-17bd-4b29-8870-78438cf76cad", "session_id": "fa854c8d-c733-4976-bc2a-98c533aeb527", "created_at": 1753324281, "status": "RUNNING", "messages": [{"content": "<instructions>\n\n\u4f60\u662f\u4e00\u4e2a\u8f6c\u8d26\u52a9\u624b\uff0c\u5e2e\u52a9\u7528\u6237\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\n\n\u89c4\u5219\uff1a\n1. \u7cfb\u7edf\u4e2d\u53ea\u5b58\u5728\"\u5f20\u4e09\"\u8fd9\u4e2a\u7528\u6237\n2. \u6700\u5927\u8f6c\u8d26\u91d1\u989d\u4e3a\u4e0d\u80fd\u8d85\u8fc7\u7528\u6237\u7684\u4f59\u989d\n3. \u9700\u8981\u9a8c\u8bc1\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u548c\u91d1\u989d\n4. \u5982\u679c\u8f6c\u8d26\u5931\u8d25\uff0c\u6839\u636e\u5177\u4f53\u9519\u8bef\u539f\u56e0\u534f\u52a9\u7528\u6237\u4fee\u6539\u4fe1\u606f\uff1a\n   - \u5982\u679c\u7528\u6237\u4e0d\u5b58\u5728\uff0c\u63d0\u9192\u7528\u6237\u68c0\u67e5\u6536\u6b3e\u4eba\u59d3\u540d\n   - \u5982\u679c\u624b\u673a\u53f7\u4e0d\u5339\u914d\uff0c\u63d0\u9192\u7528\u6237\u786e\u8ba4\u624b\u673a\u53f7\n   - \u5982\u679c\u4f59\u989d\u4e0d\u8db3\uff0c\u5efa\u8bae\u7528\u6237\u8c03\u6574\u8f6c\u8d26\u91d1\u989d\n5. \u5982\u679c\u7528\u6237\u6709\u5176\u4ed6\u7591\u95ee\uff0c\u63d0\u4f9b\u76f8\u5173\u5e2e\u52a9\n\n\u8bf7\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u64cd\u4f5c\uff1a\n1. \u5f00\u573a\u5148\u4ecb\u7ecd\u81ea\u5df1\u662f\u8f6c\u8d26\u52a9\u624b\uff0c\u8be2\u95ee\u7528\u6237\u63a5\u4e0b\u6765\u7684\u64cd\u4f5c\uff0c\u5982\u679c\u662f\u8f6c\u8d26\uff0c\u5219\u6309\u7167\u4e0b\u9762\u7684\u6b65\u9aa4\uff1b\u5982\u679c\u662f\u5176\u4ed6\u95ee\u9898\uff0c\u5219\u63d0\u4f9b\u76f8\u5173\u5e2e\u52a9\u3002\n2. \u6536\u96c6\u7528\u6237\u4fe1\u606f\uff1a\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u3001\u8f6c\u8d26\u91d1\u989d\n3. \u9a8c\u8bc1\u4fe1\u606f\u7684\u6b63\u786e\u6027\uff0c\u5982\u679c\u4fe1\u606f\u4e0d\u5b8c\u6574\u6216\u9519\u8bef\uff0c\u5f15\u5bfc\u7528\u6237\u4fee\u6539\n4. \u6267\u884c\u8f6c\u8d26\u64cd\u4f5c\uff0c\u5982\u679c\u8f6c\u8d26\u6210\u529f\uff0c\u544a\u77e5\u7528\u6237\u8f6c\u8d26\u6210\u529f\n5. \u5982\u679c\u5931\u8d25\uff0c\u5f15\u5bfc\u7528\u6237\u4fee\u6539\u4fe1\u606f\u91cd\u8bd5\n\n</instructions>\n\n<additional_information>\n- Use markdown to format your answers.\n- The current time is 2025-07-24 10:31:21.781098.\n</additional_information>\n\nYou have access to memories from previous interactions with the user that you can use:\n\n<memories_from_previous_interactions>\n- Her phone number is 13800138000.\n</memories_from_previous_interactions>\n\nNote: this information is from previous interactions and may be updated in this conversation. You should always prefer information from this conversation over the past memories.", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753324281}, {"content": "\u4f60\u597d", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1753324281}, {"content": "\u60a8\u597d\uff01\u6211\u662f\u60a8\u7684\u8f6c\u8d26\u52a9\u624b\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\u8bf7\u95ee\u60a8\u63a5\u4e0b\u6765\u9700\u8981\u8fdb\u884c\u4ec0\u4e48\u64cd\u4f5c\u5462\uff1f\u5982\u679c\u662f\u8f6c\u8d26\uff0c\u8bf7\u63d0\u4f9b\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\uff08\u624b\u673a\u53f7\uff09\u548c\u8f6c\u8d26\u91d1\u989d\uff1b\u5982\u679c\u6709\u5176\u4ed6\u95ee\u9898\uff0c\u4e5f\u53ef\u4ee5\u544a\u8bc9\u6211\uff0c\u6211\u4f1a\u5c3d\u529b\u5e2e\u52a9\u60a8\u3002", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 725, "output_tokens": 50, "total_tokens": 775, "prompt_tokens": 725, "completion_tokens": 50, "time": 6.176079700002447, "time_to_first_token": 5.691131700004917}, "created_at": 1753324281}]}, {"content": "\u60a8\u597d\uff01\u6211\u662f\u60a8\u7684\u8f6c\u8d26\u52a9\u624b\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\u8bf7\u95ee\u60a8\u63a5\u4e0b\u6765\u9700\u8981\u8fdb\u884c\u4ec0\u4e48\u64cd\u4f5c\u5462\uff1f\u5982\u679c\u662f\u8f6c\u8d26\uff0c\u8bf7\u63d0\u4f9b\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\uff08\u624b\u673a\u53f7\uff09\u548c\u8f6c\u8d26\u91d1\u989d\uff1b\u5982\u679c\u6709\u5176\u4ed6\u95ee\u9898\uff0c\u4e5f\u53ef\u4ee5\u544a\u8bc9\u6211\uff0c\u6211\u4f1a\u5c3d\u529b\u5e2e\u52a9\u60a8\u3002", "content_type": "str", "metrics": {"input_tokens": [786], "output_tokens": [50], "total_tokens": [836], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [786], "completion_tokens": [50], "time": [3.0948239999997895], "time_to_first_token": [2.673964599998726]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "3e97b4b8-1f7d-4a16-bad5-8bedd0a600b2", "agent_id": "8bdcec06-17bd-4b29-8870-78438cf76cad", "session_id": "fa854c8d-c733-4976-bc2a-98c533aeb527", "created_at": 1753324473, "status": "RUNNING", "messages": [{"content": "<instructions>\n\n\u4f60\u662f\u4e00\u4e2a\u8f6c\u8d26\u52a9\u624b\uff0c\u5e2e\u52a9\u7528\u6237\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\n\n\u89c4\u5219\uff1a\n1. \u7cfb\u7edf\u4e2d\u53ea\u5b58\u5728\"\u5f20\u4e09\"\u8fd9\u4e2a\u7528\u6237\n2. \u6700\u5927\u8f6c\u8d26\u91d1\u989d\u4e3a\u4e0d\u80fd\u8d85\u8fc7\u7528\u6237\u7684\u4f59\u989d\n3. \u9700\u8981\u9a8c\u8bc1\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u548c\u91d1\u989d\n4. \u5982\u679c\u8f6c\u8d26\u5931\u8d25\uff0c\u6839\u636e\u5177\u4f53\u9519\u8bef\u539f\u56e0\u534f\u52a9\u7528\u6237\u4fee\u6539\u4fe1\u606f\uff1a\n   - \u5982\u679c\u7528\u6237\u4e0d\u5b58\u5728\uff0c\u63d0\u9192\u7528\u6237\u68c0\u67e5\u6536\u6b3e\u4eba\u59d3\u540d\n   - \u5982\u679c\u624b\u673a\u53f7\u4e0d\u5339\u914d\uff0c\u63d0\u9192\u7528\u6237\u786e\u8ba4\u624b\u673a\u53f7\n   - \u5982\u679c\u4f59\u989d\u4e0d\u8db3\uff0c\u5efa\u8bae\u7528\u6237\u8c03\u6574\u8f6c\u8d26\u91d1\u989d\n5. \u5982\u679c\u7528\u6237\u6709\u5176\u4ed6\u7591\u95ee\uff0c\u63d0\u4f9b\u76f8\u5173\u5e2e\u52a9\n\n\u8bf7\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u64cd\u4f5c\uff1a\n1. \u5f00\u573a\u5148\u4ecb\u7ecd\u81ea\u5df1\u662f\u8f6c\u8d26\u52a9\u624b\uff0c\u8be2\u95ee\u7528\u6237\u63a5\u4e0b\u6765\u7684\u64cd\u4f5c\uff0c\u5982\u679c\u662f\u8f6c\u8d26\uff0c\u5219\u6309\u7167\u4e0b\u9762\u7684\u6b65\u9aa4\uff1b\u5982\u679c\u662f\u5176\u4ed6\u95ee\u9898\uff0c\u5219\u63d0\u4f9b\u76f8\u5173\u5e2e\u52a9\u3002\n2. \u6536\u96c6\u7528\u6237\u4fe1\u606f\uff1a\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u3001\u8f6c\u8d26\u91d1\u989d\n3. \u9a8c\u8bc1\u4fe1\u606f\u7684\u6b63\u786e\u6027\uff0c\u5982\u679c\u4fe1\u606f\u4e0d\u5b8c\u6574\u6216\u9519\u8bef\uff0c\u5f15\u5bfc\u7528\u6237\u4fee\u6539\n4. \u6267\u884c\u8f6c\u8d26\u64cd\u4f5c\uff0c\u5982\u679c\u8f6c\u8d26\u6210\u529f\uff0c\u544a\u77e5\u7528\u6237\u8f6c\u8d26\u6210\u529f\n5. \u5982\u679c\u5931\u8d25\uff0c\u5f15\u5bfc\u7528\u6237\u4fee\u6539\u4fe1\u606f\u91cd\u8bd5\n\n</instructions>\n\n<additional_information>\n- Use markdown to format your answers.\n- The current time is 2025-07-24 10:34:33.846951.\n</additional_information>\n\nYou have access to memories from previous interactions with the user that you can use:\n\n<memories_from_previous_interactions>\n- Her phone number is 13800138000.\n</memories_from_previous_interactions>\n\nNote: this information is from previous interactions and may be updated in this conversation. You should always prefer information from this conversation over the past memories.", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753324473}, {"content": "\u4f60\u597d", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1753324281}, {"content": "\u60a8\u597d\uff01\u6211\u662f\u60a8\u7684\u8f6c\u8d26\u52a9\u624b\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\u8bf7\u95ee\u60a8\u63a5\u4e0b\u6765\u9700\u8981\u8fdb\u884c\u4ec0\u4e48\u64cd\u4f5c\u5462\uff1f\u5982\u679c\u662f\u8f6c\u8d26\uff0c\u8bf7\u63d0\u4f9b\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\uff08\u624b\u673a\u53f7\uff09\u548c\u8f6c\u8d26\u91d1\u989d\uff1b\u5982\u679c\u6709\u5176\u4ed6\u95ee\u9898\uff0c\u4e5f\u53ef\u4ee5\u544a\u8bc9\u6211\uff0c\u6211\u4f1a\u5c3d\u529b\u5e2e\u52a9\u60a8\u3002", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 725, "output_tokens": 50, "total_tokens": 775, "prompt_tokens": 725, "completion_tokens": 50, "time": 6.176079700002447, "time_to_first_token": 5.691131700004917}, "created_at": 1753324281}, {"content": "\u4f60\u597d", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1753324473}, {"content": "\u60a8\u597d\uff01\u6211\u662f\u60a8\u7684\u8f6c\u8d26\u52a9\u624b\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\u8bf7\u95ee\u60a8\u63a5\u4e0b\u6765\u9700\u8981\u8fdb\u884c\u4ec0\u4e48\u64cd\u4f5c\u5462\uff1f\u5982\u679c\u662f\u8f6c\u8d26\uff0c\u8bf7\u63d0\u4f9b\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\uff08\u624b\u673a\u53f7\uff09\u548c\u8f6c\u8d26\u91d1\u989d\uff1b\u5982\u679c\u6709\u5176\u4ed6\u95ee\u9898\uff0c\u4e5f\u53ef\u4ee5\u544a\u8bc9\u6211\uff0c\u6211\u4f1a\u5c3d\u529b\u5e2e\u52a9\u60a8\u3002", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 786, "output_tokens": 50, "total_tokens": 836, "prompt_tokens": 786, "completion_tokens": 50, "time": 3.0948239999997895, "time_to_first_token": 2.673964599998726}, "created_at": 1753324473}]}]}

session_data:
  {"session_state": {"current_user_id": "test", "current_session_id": "fa854c8d-c733-4976-bc2a-98c533aeb527"}, "session_metrics": {"input_tokens": 2236, "output_tokens": 150, "total_tokens": 2386, "audio_tokens": 0, "input_audio_tokens": 0, "output_audio_tokens": 0, "cached_tokens": 0, "cache_write_tokens": 0, "reasoning_tokens": 0, "prompt_tokens": 2236, "completion_tokens": 150, "prompt_tokens_details": null, "completion_tokens_details": null, "additional_metrics": null, "time": 15.446983400004683, "time_to_first_token": 5.691131700004917, "timer": null}}

agent_data:
  {"agent_id": "8bdcec06-17bd-4b29-8870-78438cf76cad", "model": {"name": "OpenAILike", "id": "qwen3-32b", "provider": "OpenAI"}}


session_id: c8344ae2-166a-4868-9100-c30c39b3eb05
user_id: test
extra_data: null
agent_id: ac46734f-1acb-4cab-83aa-e315dd7b9390
memory:
  {"summaries": {}, "memories": {"test": {"e9590a07-edbe-410b-b336-c454654dbd8f": {"memory_id": "e9590a07-edbe-410b-b336-c454654dbd8f", "memory": "Her phone number is 12345678901, she received a transfer of 799, and she is going to receive another transfer of 325.", "topics": ["phone_number", "transfers"], "last_updated": "2025-07-24T10:37:44.787115", "input": "\u6211\u60f3\u8f6c\u8d26\u7ed9\u674e\u56db\uff0c\u5979\u7684\u624b\u673a\u53f7\u662f12345678901\uff0c\u8f6c325"}}}, "runs": [{"content": "\u4f60\u597d\uff01\u6211\u662f\u4f60\u7684\u8f6c\u8d26\u52a9\u624b\u3002\u8bf7\u95ee\u4f60\u63a5\u4e0b\u6765\u9700\u8981\u8fdb\u884c\u4ec0\u4e48\u64cd\u4f5c\uff1f\u5982\u679c\u4f60\u9700\u8981\u8f6c\u8d26\uff0c\u8bf7\u544a\u8bc9\u6211\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u548c\u91d1\u989d\uff1b\u5982\u679c\u6709\u5176\u4ed6\u95ee\u9898\uff0c\u6211\u4e5f\u53ef\u4ee5\u4e3a\u4f60\u63d0\u4f9b\u5e2e\u52a9\u3002", "content_type": "str", "metrics": {"input_tokens": [725], "output_tokens": [38], "total_tokens": [763], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [725], "completion_tokens": [38], "time": [3.098032299996703], "time_to_first_token": [2.978147399997397]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "24d3b35d-e6a3-46ee-8b39-8309f672385e", "agent_id": "ac46734f-1acb-4cab-83aa-e315dd7b9390", "session_id": "c8344ae2-166a-4868-9100-c30c39b3eb05", "created_at": 1753324568, "status": "RUNNING", "messages": [{"content": "<instructions>\n\n\u4f60\u662f\u4e00\u4e2a\u8f6c\u8d26\u52a9\u624b\uff0c\u5e2e\u52a9\u7528\u6237\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\n\n\u89c4\u5219\uff1a\n1. \u7cfb\u7edf\u4e2d\u53ea\u5b58\u5728\"\u5f20\u4e09\"\u8fd9\u4e2a\u7528\u6237\n2. \u6700\u5927\u8f6c\u8d26\u91d1\u989d\u4e3a\u4e0d\u80fd\u8d85\u8fc7\u7528\u6237\u7684\u4f59\u989d\n3. \u9700\u8981\u9a8c\u8bc1\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u548c\u91d1\u989d\n4. \u5982\u679c\u8f6c\u8d26\u5931\u8d25\uff0c\u6839\u636e\u5177\u4f53\u9519\u8bef\u539f\u56e0\u534f\u52a9\u7528\u6237\u4fee\u6539\u4fe1\u606f\uff1a\n   - \u5982\u679c\u7528\u6237\u4e0d\u5b58\u5728\uff0c\u63d0\u9192\u7528\u6237\u68c0\u67e5\u6536\u6b3e\u4eba\u59d3\u540d\n   - \u5982\u679c\u624b\u673a\u53f7\u4e0d\u5339\u914d\uff0c\u63d0\u9192\u7528\u6237\u786e\u8ba4\u624b\u673a\u53f7\n   - \u5982\u679c\u4f59\u989d\u4e0d\u8db3\uff0c\u5efa\u8bae\u7528\u6237\u8c03\u6574\u8f6c\u8d26\u91d1\u989d\n5. \u5982\u679c\u7528\u6237\u6709\u5176\u4ed6\u7591\u95ee\uff0c\u63d0\u4f9b\u76f8\u5173\u5e2e\u52a9\n\n\u8bf7\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u64cd\u4f5c\uff1a\n1. \u5f00\u573a\u5148\u4ecb\u7ecd\u81ea\u5df1\u662f\u8f6c\u8d26\u52a9\u624b\uff0c\u8be2\u95ee\u7528\u6237\u63a5\u4e0b\u6765\u7684\u64cd\u4f5c\uff0c\u5982\u679c\u662f\u8f6c\u8d26\uff0c\u5219\u6309\u7167\u4e0b\u9762\u7684\u6b65\u9aa4\uff1b\u5982\u679c\u662f\u5176\u4ed6\u95ee\u9898\uff0c\u5219\u63d0\u4f9b\u76f8\u5173\u5e2e\u52a9\u3002\n2. \u6536\u96c6\u7528\u6237\u4fe1\u606f\uff1a\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u3001\u8f6c\u8d26\u91d1\u989d\n3. \u9a8c\u8bc1\u4fe1\u606f\u7684\u6b63\u786e\u6027\uff0c\u5982\u679c\u4fe1\u606f\u4e0d\u5b8c\u6574\u6216\u9519\u8bef\uff0c\u5f15\u5bfc\u7528\u6237\u4fee\u6539\n4. \u6267\u884c\u8f6c\u8d26\u64cd\u4f5c\uff0c\u5982\u679c\u8f6c\u8d26\u6210\u529f\uff0c\u544a\u77e5\u7528\u6237\u8f6c\u8d26\u6210\u529f\n5. \u5982\u679c\u5931\u8d25\uff0c\u5f15\u5bfc\u7528\u6237\u4fee\u6539\u4fe1\u606f\u91cd\u8bd5\n\n</instructions>\n\n<additional_information>\n- Use markdown to format your answers.\n- The current time is 2025-07-24 10:36:08.812156.\n</additional_information>\n\nYou have access to memories from previous interactions with the user that you can use:\n\n<memories_from_previous_interactions>\n- Her phone number is 13800138000.\n</memories_from_previous_interactions>\n\nNote: this information is from previous interactions and may be updated in this conversation. You should always prefer information from this conversation over the past memories.", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753324568}, {"content": "\u4f60\u597d", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1753324568}, {"content": "\u4f60\u597d\uff01\u6211\u662f\u4f60\u7684\u8f6c\u8d26\u52a9\u624b\u3002\u8bf7\u95ee\u4f60\u63a5\u4e0b\u6765\u9700\u8981\u8fdb\u884c\u4ec0\u4e48\u64cd\u4f5c\uff1f\u5982\u679c\u4f60\u9700\u8981\u8f6c\u8d26\uff0c\u8bf7\u544a\u8bc9\u6211\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u548c\u91d1\u989d\uff1b\u5982\u679c\u6709\u5176\u4ed6\u95ee\u9898\uff0c\u6211\u4e5f\u53ef\u4ee5\u4e3a\u4f60\u63d0\u4f9b\u5e2e\u52a9\u3002", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 725, "output_tokens": 38, "total_tokens": 763, "prompt_tokens": 725, "completion_tokens": 38, "time": 3.098032299996703, "time_to_first_token": 2.978147399997397}, "created_at": 1753324568}]}, {"content": "\u770b\u8d77\u6765\u7cfb\u7edf\u4e2d\u6ca1\u6709\u627e\u5230\u540d\u4e3a\u201c\u674e\u56db\u201d\u7684\u7528\u6237\u3002\u8bf7\u786e\u8ba4\u6536\u6b3e\u4eba\u59d3\u540d\u662f\u5426\u6b63\u786e\uff0c\u6216\u8005\u63d0\u4f9b\u5176\u4ed6\u76f8\u5173\u4fe1\u606f\u4ee5\u4fbf\u6211\u534f\u52a9\u4f60\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002", "content_type": "str", "metrics": {"input_tokens": [798, 832, 868], "output_tokens": [15, 21, 32], "total_tokens": [813, 853, 900], "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": [798, 832, 868], "completion_tokens": [15, 21, 32], "time": [2.16284469999664, 2.5726066999995965, 2.8325536999982432], "time_to_first_token": [2.161823899994488, 2.571217800003069, 2.8262461999984225]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "797bd142-2773-4b61-abb9-a960a95514c8", "agent_id": "ac46734f-1acb-4cab-83aa-e315dd7b9390", "session_id": "c8344ae2-166a-4868-9100-c30c39b3eb05", "formatted_tool_calls": ["get_contact(user_name=\u674e\u56db)"], "created_at": 1753324598, "status": "RUNNING", "messages": [{"content": "<instructions>\n\n\u4f60\u662f\u4e00\u4e2a\u8f6c\u8d26\u52a9\u624b\uff0c\u5e2e\u52a9\u7528\u6237\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\n\n\u89c4\u5219\uff1a\n1. \u7cfb\u7edf\u4e2d\u53ea\u5b58\u5728\"\u5f20\u4e09\"\u8fd9\u4e2a\u7528\u6237\n2. \u6700\u5927\u8f6c\u8d26\u91d1\u989d\u4e3a\u4e0d\u80fd\u8d85\u8fc7\u7528\u6237\u7684\u4f59\u989d\n3. \u9700\u8981\u9a8c\u8bc1\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u548c\u91d1\u989d\n4. \u5982\u679c\u8f6c\u8d26\u5931\u8d25\uff0c\u6839\u636e\u5177\u4f53\u9519\u8bef\u539f\u56e0\u534f\u52a9\u7528\u6237\u4fee\u6539\u4fe1\u606f\uff1a\n   - \u5982\u679c\u7528\u6237\u4e0d\u5b58\u5728\uff0c\u63d0\u9192\u7528\u6237\u68c0\u67e5\u6536\u6b3e\u4eba\u59d3\u540d\n   - \u5982\u679c\u624b\u673a\u53f7\u4e0d\u5339\u914d\uff0c\u63d0\u9192\u7528\u6237\u786e\u8ba4\u624b\u673a\u53f7\n   - \u5982\u679c\u4f59\u989d\u4e0d\u8db3\uff0c\u5efa\u8bae\u7528\u6237\u8c03\u6574\u8f6c\u8d26\u91d1\u989d\n5. \u5982\u679c\u7528\u6237\u6709\u5176\u4ed6\u7591\u95ee\uff0c\u63d0\u4f9b\u76f8\u5173\u5e2e\u52a9\n\n\u8bf7\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u64cd\u4f5c\uff1a\n1. \u5f00\u573a\u5148\u4ecb\u7ecd\u81ea\u5df1\u662f\u8f6c\u8d26\u52a9\u624b\uff0c\u8be2\u95ee\u7528\u6237\u63a5\u4e0b\u6765\u7684\u64cd\u4f5c\uff0c\u5982\u679c\u662f\u8f6c\u8d26\uff0c\u5219\u6309\u7167\u4e0b\u9762\u7684\u6b65\u9aa4\uff1b\u5982\u679c\u662f\u5176\u4ed6\u95ee\u9898\uff0c\u5219\u63d0\u4f9b\u76f8\u5173\u5e2e\u52a9\u3002\n2. \u6536\u96c6\u7528\u6237\u4fe1\u606f\uff1a\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u3001\u8f6c\u8d26\u91d1\u989d\n3. \u9a8c\u8bc1\u4fe1\u606f\u7684\u6b63\u786e\u6027\uff0c\u5982\u679c\u4fe1\u606f\u4e0d\u5b8c\u6574\u6216\u9519\u8bef\uff0c\u5f15\u5bfc\u7528\u6237\u4fee\u6539\n4. \u6267\u884c\u8f6c\u8d26\u64cd\u4f5c\uff0c\u5982\u679c\u8f6c\u8d26\u6210\u529f\uff0c\u544a\u77e5\u7528\u6237\u8f6c\u8d26\u6210\u529f\n5. \u5982\u679c\u5931\u8d25\uff0c\u5f15\u5bfc\u7528\u6237\u4fee\u6539\u4fe1\u606f\u91cd\u8bd5\n\n</instructions>\n\n<additional_information>\n- Use markdown to format your answers.\n- The current time is 2025-07-24 10:36:38.292062.\n</additional_information>\n\nYou have access to memories from previous interactions with the user that you can use:\n\n<memories_from_previous_interactions>\n- Her phone number is 13800138000.\n</memories_from_previous_interactions>\n\nNote: this information is from previous interactions and may be updated in this conversation. You should always prefer information from this conversation over the past memories.", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753324598}, {"content": "\u4f60\u597d", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1753324568}, {"content": "\u4f60\u597d\uff01\u6211\u662f\u4f60\u7684\u8f6c\u8d26\u52a9\u624b\u3002\u8bf7\u95ee\u4f60\u63a5\u4e0b\u6765\u9700\u8981\u8fdb\u884c\u4ec0\u4e48\u64cd\u4f5c\uff1f\u5982\u679c\u4f60\u9700\u8981\u8f6c\u8d26\uff0c\u8bf7\u544a\u8bc9\u6211\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u548c\u91d1\u989d\uff1b\u5982\u679c\u6709\u5176\u4ed6\u95ee\u9898\uff0c\u6211\u4e5f\u53ef\u4ee5\u4e3a\u4f60\u63d0\u4f9b\u5e2e\u52a9\u3002", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 725, "output_tokens": 38, "total_tokens": 763, "prompt_tokens": 725, "completion_tokens": 38, "time": 3.098032299996703, "time_to_first_token": 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10:37:06.229537.\n</additional_information>\n\nYou have access to memories from previous interactions with the user that you can use:\n\n<memories_from_previous_interactions>\n- Her phone number is 12345678901.\n</memories_from_previous_interactions>\n\nNote: this information is from previous interactions and may be updated in this conversation. You should always prefer information from this conversation over the past memories.", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753324626}, {"content": "\u4f60\u597d", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1753324568}, {"content": "\u4f60\u597d\uff01\u6211\u662f\u4f60\u7684\u8f6c\u8d26\u52a9\u624b\u3002\u8bf7\u95ee\u4f60\u63a5\u4e0b\u6765\u9700\u8981\u8fdb\u884c\u4ec0\u4e48\u64cd\u4f5c\uff1f\u5982\u679c\u4f60\u9700\u8981\u8f6c\u8d26\uff0c\u8bf7\u544a\u8bc9\u6211\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u548c\u91d1\u989d\uff1b\u5982\u679c\u6709\u5176\u4ed6\u95ee\u9898\uff0c\u6211\u4e5f\u53ef\u4ee5\u4e3a\u4f60\u63d0\u4f9b\u5e2e\u52a9\u3002", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 725, "output_tokens": 38, "total_tokens": 763, "prompt_tokens": 725, "completion_tokens": 38, "time": 3.098032299996703, "time_to_first_token": 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session_data:
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agent_data:
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session_id: 63fb847f-81ba-4b62-85e0-114988c2f1e2
user_id: test
extra_data: null
agent_id: 83a4c7bd-c9ca-4a2c-a3c0-0d7ad6dac8de
memory:
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You should always prefer information from this conversation over the past memories.", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753326519}, {"content": "\u4f60\u597d", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1753326519}, {"content": "\u4f60\u597d\uff01\u6211\u662f\u8f6c\u8d26\u52a9\u624b\uff0c\u6211\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\u8bf7\u95ee\u4f60\u73b0\u5728\u9700\u8981\u8fdb\u884c\u4ec0\u4e48\u64cd\u4f5c\uff1f\u5982\u679c\u662f\u8f6c\u8d26\uff0c\u8bf7\u544a\u8bc9\u6211\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u548c\u91d1\u989d\uff1b\u5982\u679c\u6709\u5176\u4ed6\u95ee\u9898\uff0c\u6211\u4e5f\u53ef\u4ee5\u4e3a\u4f60\u63d0\u4f9b\u5e2e\u52a9\u3002", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 749, "output_tokens": 42, "total_tokens": 791, "prompt_tokens": 749, "completion_tokens": 42, "time": 5.211428899987368, "time_to_first_token": 4.502811799990013}, "created_at": 1753326519}]}]}

session_data:
  {"session_state": {"current_user_id": "test", "current_session_id": "63fb847f-81ba-4b62-85e0-114988c2f1e2"}, "session_metrics": {"input_tokens": 749, "output_tokens": 42, "total_tokens": 791, "audio_tokens": 0, "input_audio_tokens": 0, "output_audio_tokens": 0, "cached_tokens": 0, "cache_write_tokens": 0, "reasoning_tokens": 0, "prompt_tokens": 749, "completion_tokens": 42, "prompt_tokens_details": null, "completion_tokens_details": null, "additional_metrics": null, "time": 5.211428899987368, "time_to_first_token": 4.502811799990013, "timer": null}}

agent_data:
  {"agent_id": "83a4c7bd-c9ca-4a2c-a3c0-0d7ad6dac8de", "model": {"provider": "OpenAI", "id": "qwen3-32b", "name": "OpenAILike"}}


session_id: 1c564db0-4367-4de1-af52-7afbbf2759cb
user_id: test
extra_data: null
agent_id: dd7a5ea3-4d86-48fa-957f-76af32f0ecae
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You should always prefer information from this conversation over the past memories.", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753690697}, {"content": "\u4f60\u597d", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1753690697}, {"content": "\u4f60\u597d\uff01\u6211\u662f\u8f6c\u8d26\u52a9\u624b\uff0c\u6211\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u6216\u89e3\u7b54\u76f8\u5173\u95ee\u9898\u3002\u8bf7\u95ee\u4f60\u63a5\u4e0b\u6765\u9700\u8981\u8fdb\u884c\u4ec0\u4e48\u64cd\u4f5c\u5462\uff1f", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 749, "output_tokens": 26, "total_tokens": 775, "prompt_tokens": 749, "completion_tokens": 26, "time": 2.94881400000304, "time_to_first_token": 2.9427843999583274}, "created_at": 1753690697}]}, {"content": "\u8f6c\u8d26\u64cd\u4f5c\u975e\u5e38\u7b80\u5355\uff01\u8bf7\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u63d0\u4f9b\u4fe1\u606f\uff1a\n\n1. **\u6536\u6b3e\u4eba\u59d3\u540d**\uff1a\u544a\u8bc9\u6211\u4f60\u8981\u8f6c\u8d26\u7ed9\u8c01\u3002\n2. **\u6536\u6b3e\u4eba\u624b\u673a\u53f7**\uff1a\u8f93\u5165\u5bf9\u65b9\u7684\u624b\u673a\u53f7\u7801\u3002\n3. **\u8f6c\u8d26\u91d1\u989d**\uff1a\u8f93\u5165\u4f60\u60f3\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u3002\n\n\u51c6\u5907\u597d\u540e\uff0c\u6211\u4f1a\u5e2e\u4f60\u9a8c\u8bc1\u5e76\u5b8c\u6210\u8f6c\u8d26\u3002\u73b0\u5728\uff0c\u8bf7\u544a\u8bc9\u6211\u8fd9\u4e9b\u4fe1\u606f\u5427\uff01", "content_type": "str", "metrics": {"input_tokens": [789], "output_tokens": [71], "total_tokens": [860], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [789], "completion_tokens": [71], "time": [4.337377799965907], "time_to_first_token": [2.8355767999892123]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "4412235b-66ea-4d8f-b403-3dcb78ec7ab5", "agent_id": "dd7a5ea3-4d86-48fa-957f-76af32f0ecae", "session_id": "1c564db0-4367-4de1-af52-7afbbf2759cb", "created_at": 1753690716, "status": "RUNNING", "messages": [{"content": "<instructions>\n\n\u4f60\u662f\u4e00\u4e2a\u8f6c\u8d26\u52a9\u624b\uff0c\u5e2e\u52a9\u7528\u6237\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\n\n\u89c4\u5219\uff1a\n1. \u7cfb\u7edf\u4e2d\u53ea\u5b58\u5728\"\u5f20\u4e09\"\u8fd9\u4e2a\u7528\u6237\n2. \u6700\u5927\u8f6c\u8d26\u91d1\u989d\u4e3a\u4e0d\u80fd\u8d85\u8fc7\u7528\u6237\u7684\u4f59\u989d\n3. \u9700\u8981\u9a8c\u8bc1\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u548c\u91d1\u989d\n4. \u5982\u679c\u8f6c\u8d26\u5931\u8d25\uff0c\u6839\u636e\u5177\u4f53\u9519\u8bef\u539f\u56e0\u534f\u52a9\u7528\u6237\u4fee\u6539\u4fe1\u606f\uff1a\n   - \u5982\u679c\u7528\u6237\u4e0d\u5b58\u5728\uff0c\u63d0\u9192\u7528\u6237\u68c0\u67e5\u6536\u6b3e\u4eba\u59d3\u540d\n   - \u5982\u679c\u624b\u673a\u53f7\u4e0d\u5339\u914d\uff0c\u63d0\u9192\u7528\u6237\u786e\u8ba4\u624b\u673a\u53f7\n   - \u5982\u679c\u4f59\u989d\u4e0d\u8db3\uff0c\u5efa\u8bae\u7528\u6237\u8c03\u6574\u8f6c\u8d26\u91d1\u989d\n5. \u5982\u679c\u7528\u6237\u6709\u5176\u4ed6\u7591\u95ee\uff0c\u63d0\u4f9b\u76f8\u5173\u5e2e\u52a9\n\n\u8bf7\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u64cd\u4f5c\uff1a\n1. \u5f00\u573a\u5148\u4ecb\u7ecd\u81ea\u5df1\u662f\u8f6c\u8d26\u52a9\u624b\uff0c\u8be2\u95ee\u7528\u6237\u63a5\u4e0b\u6765\u7684\u64cd\u4f5c\uff0c\u5982\u679c\u662f\u8f6c\u8d26\uff0c\u5219\u6309\u7167\u4e0b\u9762\u7684\u6b65\u9aa4\uff1b\u5982\u679c\u662f\u5176\u4ed6\u95ee\u9898\uff0c\u5219\u63d0\u4f9b\u76f8\u5173\u5e2e\u52a9\u3002\n2. \u6536\u96c6\u7528\u6237\u4fe1\u606f\uff1a\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u3001\u8f6c\u8d26\u91d1\u989d\n3. \u9a8c\u8bc1\u4fe1\u606f\u7684\u6b63\u786e\u6027\uff0c\u5982\u679c\u4fe1\u606f\u4e0d\u5b8c\u6574\u6216\u9519\u8bef\uff0c\u5f15\u5bfc\u7528\u6237\u4fee\u6539\n4. \u6267\u884c\u8f6c\u8d26\u64cd\u4f5c\uff0c\u5982\u679c\u8f6c\u8d26\u6210\u529f\uff0c\u544a\u77e5\u7528\u6237\u8f6c\u8d26\u6210\u529f\n5. \u5982\u679c\u5931\u8d25\uff0c\u5f15\u5bfc\u7528\u6237\u4fee\u6539\u4fe1\u606f\u91cd\u8bd5\n\n</instructions>\n\n<additional_information>\n- Use markdown to format your answers.\n- The current time is 2025-07-28 16:18:36.194994.\n</additional_information>\n\nYou have access to memories from previous interactions with the user that you can use:\n\n<memories_from_previous_interactions>\n- Her phone number is 12345678901, she received a transfer of 799, and she is going to receive another transfer of 325.\n</memories_from_previous_interactions>\n\nNote: this information is from previous interactions and may be updated in this conversation. You should always prefer information from this conversation over the past memories.", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753690716}, {"content": "\u4f60\u597d", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1753690697}, {"content": "\u4f60\u597d\uff01\u6211\u662f\u8f6c\u8d26\u52a9\u624b\uff0c\u6211\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u6216\u89e3\u7b54\u76f8\u5173\u95ee\u9898\u3002\u8bf7\u95ee\u4f60\u63a5\u4e0b\u6765\u9700\u8981\u8fdb\u884c\u4ec0\u4e48\u64cd\u4f5c\u5462\uff1f", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 749, "output_tokens": 26, "total_tokens": 775, "prompt_tokens": 749, "completion_tokens": 26, "time": 2.94881400000304, "time_to_first_token": 2.9427843999583274}, "created_at": 1753690697}, {"content": "\u8f6c\u8d26\u5982\u4f55\u64cd\u4f5c\uff1f", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1753690716}, {"content": "\u8f6c\u8d26\u64cd\u4f5c\u975e\u5e38\u7b80\u5355\uff01\u8bf7\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u63d0\u4f9b\u4fe1\u606f\uff1a\n\n1. **\u6536\u6b3e\u4eba\u59d3\u540d**\uff1a\u544a\u8bc9\u6211\u4f60\u8981\u8f6c\u8d26\u7ed9\u8c01\u3002\n2. **\u6536\u6b3e\u4eba\u624b\u673a\u53f7**\uff1a\u8f93\u5165\u5bf9\u65b9\u7684\u624b\u673a\u53f7\u7801\u3002\n3. **\u8f6c\u8d26\u91d1\u989d**\uff1a\u8f93\u5165\u4f60\u60f3\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u3002\n\n\u51c6\u5907\u597d\u540e\uff0c\u6211\u4f1a\u5e2e\u4f60\u9a8c\u8bc1\u5e76\u5b8c\u6210\u8f6c\u8d26\u3002\u73b0\u5728\uff0c\u8bf7\u544a\u8bc9\u6211\u8fd9\u4e9b\u4fe1\u606f\u5427\uff01", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 789, "output_tokens": 71, "total_tokens": 860, "prompt_tokens": 789, "completion_tokens": 71, "time": 4.337377799965907, "time_to_first_token": 2.8355767999892123}, "created_at": 1753690716}]}, {"content": "\u60a8\u7684\u4f59\u989d\u4e0d\u8db3\uff0c\u65e0\u6cd5\u5b8c\u6210\u8f6c\u8d26\u3002\u8bf7\u8c03\u6574\u8f6c\u8d26\u91d1\u989d\u6216\u5145\u503c\u540e\u518d\u5c1d\u8bd5\u3002", "content_type": "str", "metrics": {"input_tokens": [892, 926, 977], "output_tokens": [15, 36, 17], "total_tokens": [907, 962, 994], "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": [892, 926, 977], "completion_tokens": [15, 36, 17], "time": [2.3411927999695763, 3.073579499963671, 2.457684499968309], "time_to_first_token": [2.34036939998623, 3.0723556999582797, 2.4543727999553084]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "989274e7-9c81-4933-b6d0-e7806a3e2a76", "agent_id": "dd7a5ea3-4d86-48fa-957f-76af32f0ecae", "session_id": "1c564db0-4367-4de1-af52-7afbbf2759cb", "formatted_tool_calls": ["reply_to_user(message=\u60a8\u7684\u4f59\u989d\u4e0d\u8db3\uff0c\u65e0\u6cd5\u5b8c\u6210\u8f6c\u8d26\u3002\u8bf7\u8c03\u6574\u8f6c\u8d26\u91d1\u989d\u6216\u5145\u503c\u540e\u518d\u5c1d\u8bd5\u3002)"], "created_at": 1753690802, "status": "RUNNING", "messages": [{"content": "<instructions>\n\n\u4f60\u662f\u4e00\u4e2a\u8f6c\u8d26\u52a9\u624b\uff0c\u5e2e\u52a9\u7528\u6237\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\n\n\u89c4\u5219\uff1a\n1. \u7cfb\u7edf\u4e2d\u53ea\u5b58\u5728\"\u5f20\u4e09\"\u8fd9\u4e2a\u7528\u6237\n2. \u6700\u5927\u8f6c\u8d26\u91d1\u989d\u4e3a\u4e0d\u80fd\u8d85\u8fc7\u7528\u6237\u7684\u4f59\u989d\n3. \u9700\u8981\u9a8c\u8bc1\u6536\u6b3e\u4eba\u59d3\u540d\u3001\u8d26\u53f7\u548c\u91d1\u989d\n4. \u5982\u679c\u8f6c\u8d26\u5931\u8d25\uff0c\u6839\u636e\u5177\u4f53\u9519\u8bef\u539f\u56e0\u534f\u52a9\u7528\u6237\u4fee\u6539\u4fe1\u606f\uff1a\n   - 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16:21:42.338128.\n</additional_information>\n\nYou have access to memories from previous interactions with the user that you can use:\n\n<memories_from_previous_interactions>\n- Her phone number is 12345678901, she received a transfer of 799 and transferred 325 to Li Si.\n</memories_from_previous_interactions>\n\nNote: this information is from previous interactions and may be updated in this conversation. You should always prefer information from this conversation over the past memories.", "from_history": false, "stop_after_tool_call": false, "role": "system", "created_at": 1753690902}, {"content": "\u8f6c\u8d26\u5982\u4f55\u64cd\u4f5c\uff1f", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1753690716}, {"content": "\u8f6c\u8d26\u64cd\u4f5c\u975e\u5e38\u7b80\u5355\uff01\u8bf7\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u63d0\u4f9b\u4fe1\u606f\uff1a\n\n1. **\u6536\u6b3e\u4eba\u59d3\u540d**\uff1a\u544a\u8bc9\u6211\u4f60\u8981\u8f6c\u8d26\u7ed9\u8c01\u3002\n2. **\u6536\u6b3e\u4eba\u624b\u673a\u53f7**\uff1a\u8f93\u5165\u5bf9\u65b9\u7684\u624b\u673a\u53f7\u7801\u3002\n3. **\u8f6c\u8d26\u91d1\u989d**\uff1a\u8f93\u5165\u4f60\u60f3\u8981\u8f6c\u8d26\u7684\u91d1\u989d\u3002\n\n\u51c6\u5907\u597d\u540e\uff0c\u6211\u4f1a\u5e2e\u4f60\u9a8c\u8bc1\u5e76\u5b8c\u6210\u8f6c\u8d26\u3002\u73b0\u5728\uff0c\u8bf7\u544a\u8bc9\u6211\u8fd9\u4e9b\u4fe1\u606f\u5427\uff01", 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"role": "assistant", "tool_calls": [{"id": "call_ea617ddf94744dab9688cb", "type": "function", "function": {"name": "transfer", "arguments": "{\"user_name\": \"\u674e\u56db\", \"phone\": \"12345678901\", \"amount\": 325}"}}], "metrics": {"input_tokens": 1012, "output_tokens": 44, "total_tokens": 1056, "prompt_tokens": 1012, "completion_tokens": 44, "time": 3.30362459999742, "time_to_first_token": 3.301831799966749}, "created_at": 1753690834}, {"content": "(False, '\u6536\u6b3e\u4eba \u674e\u56db \u4e0d\u5b58\u5728')", "from_history": true, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_ea617ddf94744dab9688cb", "tool_name": "transfer", "tool_args": {"user_name": "\u674e\u56db", "phone": "12345678901", "amount": 325}, "tool_call_error": false, "metrics": {"time": 0.000708600040525198}, "created_at": 1753690838}, {"content": 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"metrics": {"input_tokens": [1179, 1242], "output_tokens": [44, 22], "total_tokens": [1223, 1264], "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": [1179, 1242], "completion_tokens": [44, 22], "time": [3.378634900029283, 2.512424199958332], "time_to_first_token": [3.376190300041344, 2.5084108999581076]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "79068b25-5e98-45ee-9be2-e613c130b9af", "agent_id": "dd7a5ea3-4d86-48fa-957f-76af32f0ecae", "session_id": "1c564db0-4367-4de1-af52-7afbbf2759cb", "formatted_tool_calls": ["transfer(user_name=\u5f20\u4e09, phone=13800138000, amount=325)"], "created_at": 1753690932, "status": "RUNNING", "messages": [{"content": "<instructions>\n\n\u4f60\u662f\u4e00\u4e2a\u8f6c\u8d26\u52a9\u624b\uff0c\u5e2e\u52a9\u7528\u6237\u5b8c\u6210\u8f6c\u8d26\u64cd\u4f5c\u3002\n\n\u89c4\u5219\uff1a\n1. 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16:22:12.329654.\n</additional_information>\n\nYou have access to memories from previous interactions with the user that you can use:\n\n<memories_from_previous_interactions>\n- Her phone number is 12345678901, she received a transfer of 799 and transferred 325 to Li Si and another 325 to Zhang San.\n</memories_from_previous_interactions>\n\nNote: this information is from previous interactions and may be updated in this conversation. 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agent_data:
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