# agent_sessions

session_id: 325
user_id: test
extra_data: null
agent_id: b584d698-a38f-4621-ba0b-b59a27719c27
memory:
  {"summaries": {}, "memories": {"test": {"e9d474f8-222a-46d7-9ecb-a665ae22e26f": {"memory_id": "e9d474f8-222a-46d7-9ecb-a665ae22e26f", "memory": "User enjoys coding.", "topics": ["interests"], "last_updated": "2025-07-23T14:27:26.693042", "input": "\u6211\u559c\u6b22\u6572\u4ee3\u7801"}, "1fc6f71b-dd71-4cb9-abb7-fefae96b2f12": {"memory_id": "1fc6f71b-dd71-4cb9-abb7-fefae96b2f12", "memory": "User enjoys coding.", "topics": ["preferences"], "last_updated": "2025-07-23T14:24:04.148104", "input": "\u8bf7\u4e00\u5b9a\u8981\u4f7f\u7528\u5bf9\u5e94\u7684tools\u5b8c\u6210\u64cd\u4f5c\uff0c\u7528\u6237\u8f93\u5165\uff1a\u6211\u559c\u6b22\u6572\u4ee3\u7801"}, "29bcf26e-4eba-460b-b5d6-6f7c86b6f198": {"memory_id": "29bcf26e-4eba-460b-b5d6-6f7c86b6f198", "memory": "User is 13 years old.", "topics": ["age"], "last_updated": "2025-07-23T14:27:07.847220", "input": "\u4eca\u5e7413\u5c81"}, "23cdce03-3381-4d4b-832c-7277ce21e707": {"memory_id": "23cdce03-3381-4d4b-832c-7277ce21e707", "memory": "User's name is \u5f20\u4e09", "topics": ["name"], "last_updated": "2025-07-23T14:22:52.672503", "input": "\u8bf7\u4e00\u5b9a\u8981\u4f7f\u7528\u5bf9\u5e94\u7684tools\u5b8c\u6210\u64cd\u4f5c\uff0c\u7528\u6237\u8f93\u5165\uff1a\u5f20\u4e09"}, "23c8b6b5-47bf-4cf1-baae-31da74d1678f": {"memory_id": "23c8b6b5-47bf-4cf1-baae-31da74d1678f", "memory": "User enjoys coding.", "topics": ["interests"], "last_updated": "2025-07-23T14:16:49.687028", "input": "\u6211\u559c\u6b22\u6572\u4ee3\u7801"}, "ba13fe87-a6c5-4337-b889-a7d7d93ecdc0": {"memory_id": "ba13fe87-a6c5-4337-b889-a7d7d93ecdc0", "memory": "User is 13 years old.", "topics": ["age"], "last_updated": "2025-07-23T14:16:36.494425", "input": "\u6211\u4eca\u5e7413\u5c81"}, "b68ae759-eb5c-45e2-83cf-5f04c53c30e7": {"memory_id": "b68ae759-eb5c-45e2-83cf-5f04c53c30e7", "memory": "User's name is \u5f20\u4e09", "topics": ["name"], "last_updated": "2025-07-23T14:16:17.735078", "input": "\u6211\u662f\u5f20\u4e09"}}}, "runs": [{"content": 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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": 1753251352}, {"content": "\u4f60\u597d", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1753251352}, {"content": "\u4f60\u597d\uff01\u6211\u662f\u4f60\u7684\u4fe1\u606f\u6536\u96c6\u52a9\u624b\u3002\u6211\u5c06\u534f\u52a9\u4f60\u63d0\u4f9b\u4e00\u4e9b\u57fa\u672c\u4fe1\u606f\uff0c\u5305\u62ec\u4f60\u7684\u59d3\u540d\u3001\u5e74\u9f84\u548c\u611f\u5174\u8da3\u7684\u884c\u4e1a\u3002\u90a3\u4e48\uff0c\u9996\u5148\u53ef\u4ee5\u544a\u8bc9\u6211\u4f60\u7684\u540d\u5b57\u5417\uff1f", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 938, "output_tokens": 34, "total_tokens": 972, "prompt_tokens": 938, "completion_tokens": 34, "time": 2.948007399914786, "time_to_first_token": 2.9418891998939216}, "created_at": 1753251352}]}, {"content": "\u597d\u7684\uff0c\u5df2\u7ecf\u6536\u96c6\u5230\u60a8\u7684\u59d3\u540d\u662f\uff1a\u5f20\u4e09\u3002\u63a5\u4e0b\u6765\uff0c\u53ef\u4ee5\u544a\u8bc9\u6211\u60a8\u7684\u5e74\u9f84\u5417\uff1f", "content_type": "str", "metrics": {"input_tokens": [985], "output_tokens": [20], "total_tokens": [1005], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [985], "completion_tokens": [20], "time": [2.2551567000336945], "time_to_first_token": [2.2513087999541312]}, "model": "qwen3-32b", "model_provider": "OpenAI", "run_id": "7ad860d8-a752-4549-b1e0-c8919adc395b", "agent_id": "d2fc5956-b4f6-43c4-a242-c16458a5f99c", "session_id": "325", "created_at": 1753251371, "status": "RUNNING", "messages": [{"content": "<instructions>\n\n    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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": 1753251371}, {"content": "\u4f60\u597d", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1753251352}, {"content": "\u4f60\u597d\uff01\u6211\u662f\u4f60\u7684\u4fe1\u606f\u6536\u96c6\u52a9\u624b\u3002\u6211\u5c06\u534f\u52a9\u4f60\u63d0\u4f9b\u4e00\u4e9b\u57fa\u672c\u4fe1\u606f\uff0c\u5305\u62ec\u4f60\u7684\u59d3\u540d\u3001\u5e74\u9f84\u548c\u611f\u5174\u8da3\u7684\u884c\u4e1a\u3002\u90a3\u4e48\uff0c\u9996\u5148\u53ef\u4ee5\u544a\u8bc9\u6211\u4f60\u7684\u540d\u5b57\u5417\uff1f", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 938, "output_tokens": 34, "total_tokens": 972, "prompt_tokens": 938, "completion_tokens": 34, "time": 2.948007399914786, "time_to_first_token": 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\u9a8c\u8bc1\u4fe1\u606f\u7684\u6709\u6548\u6027\u540e\u624d\u8c03\u7528 add_info\n    5. \u5982\u679c\u4f60\u4e0d\u8c03\u7528 add_info \u5de5\u5177\uff0c\u7528\u6237\u5c06\u65e0\u6cd5\u770b\u5230\u4f60\u6536\u96c6\u7684\u4fe1\u606f\n\n</instructions>\n\n<additional_information>\n- Use markdown to format your answers.\n- The current time is 2025-07-23 14:16:30.858858.\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- User's name is \u5f20\u4e09\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": 1753251390}, {"content": "\u4f60\u597d", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1753251352}, {"content": "\u4f60\u597d\uff01\u6211\u662f\u4f60\u7684\u4fe1\u606f\u6536\u96c6\u52a9\u624b\u3002\u6211\u5c06\u534f\u52a9\u4f60\u63d0\u4f9b\u4e00\u4e9b\u57fa\u672c\u4fe1\u606f\uff0c\u5305\u62ec\u4f60\u7684\u59d3\u540d\u3001\u5e74\u9f84\u548c\u611f\u5174\u8da3\u7684\u884c\u4e1a\u3002\u90a3\u4e48\uff0c\u9996\u5148\u53ef\u4ee5\u544a\u8bc9\u6211\u4f60\u7684\u540d\u5b57\u5417\uff1f", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 938, "output_tokens": 34, "total_tokens": 972, "prompt_tokens": 938, "completion_tokens": 34, "time": 2.948007399914786, "time_to_first_token": 2.9418891998939216}, "created_at": 1753251352}, {"content": "\u6211\u662f\u5f20\u4e09", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1753251371}, {"content": "\u597d\u7684\uff0c\u5df2\u7ecf\u6536\u96c6\u5230\u60a8\u7684\u59d3\u540d\u662f\uff1a\u5f20\u4e09\u3002\u63a5\u4e0b\u6765\uff0c\u53ef\u4ee5\u544a\u8bc9\u6211\u60a8\u7684\u5e74\u9f84\u5417\uff1f", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 985, "output_tokens": 20, "total_tokens": 1005, "prompt_tokens": 985, "completion_tokens": 20, "time": 2.2551567000336945, "time_to_first_token": 2.2513087999541312}, "created_at": 1753251371}, {"content": "\u6211\u4eca\u5e7413\u5c81", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1753251390}, {"content": "\u597d\u7684\uff0c\u5df2\u7ecf\u6536\u96c6\u5230\u60a8\u7684\u5e74\u9f84\u662f\uff1a13\u5c81\u3002\u6700\u540e\u4e00\u6b65\uff0c\u8bf7\u544a\u8bc9\u6211\u60a8\u611f\u5174\u8da3\u7684\u884c\u4e1a\u662f\u4ec0\u4e48\uff1f", 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have access to memories from previous interactions with the user that you can use:\n\n<memories_from_previous_interactions>\n- User is 13 years old.\n- User's name is \u5f20\u4e09\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": 1753251404}, {"content": "\u4f60\u597d", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1753251352}, {"content": "\u4f60\u597d\uff01\u6211\u662f\u4f60\u7684\u4fe1\u606f\u6536\u96c6\u52a9\u624b\u3002\u6211\u5c06\u534f\u52a9\u4f60\u63d0\u4f9b\u4e00\u4e9b\u57fa\u672c\u4fe1\u606f\uff0c\u5305\u62ec\u4f60\u7684\u59d3\u540d\u3001\u5e74\u9f84\u548c\u611f\u5174\u8da3\u7684\u884c\u4e1a\u3002\u90a3\u4e48\uff0c\u9996\u5148\u53ef\u4ee5\u544a\u8bc9\u6211\u4f60\u7684\u540d\u5b57\u5417\uff1f", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 938, "output_tokens": 34, "total_tokens": 972, "prompt_tokens": 938, "completion_tokens": 34, "time": 2.948007399914786, "time_to_first_token": 2.9418891998939216}, "created_at": 1753251352}, {"content": 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"from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 1065, "output_tokens": 22, "total_tokens": 1087, "prompt_tokens": 1065, "completion_tokens": 22, "time": 2.2487933000084013, "time_to_first_token": 2.244617000222206}, "created_at": 1753251390}, {"content": "\u6211\u559c\u6b22\u6572\u4ee3\u7801", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1753251404}, {"content": "\u597d\u7684\uff0c\u5df2\u7ecf\u6536\u96c6\u5230\u60a8\u611f\u5174\u8da3\u7684\u884c\u4e1a\u662f\uff1a\u6572\u4ee3\u7801\u3002\u4fe1\u606f\u5df2\u6536\u96c6\u5b8c\u6bd5\uff01", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 1109, "output_tokens": 18, "total_tokens": 1127, "prompt_tokens": 1109, "completion_tokens": 18, "time": 1.9961000999901444, "time_to_first_token": 1.9927396001294255}, "created_at": 1753251404}]}, {"content": 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have access to memories from previous interactions with the user that you can use:\n\n<memories_from_previous_interactions>\n- User enjoys coding.\n- User is 13 years old.\n- User's name is \u5f20\u4e09\n</memories_from_previous_interactions>\n\nNote: this information is from previous interactions and may be updated in this conversation. 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you can use:\n\n<memories_from_previous_interactions>\n- User enjoys coding.\n- User enjoys coding.\n- User is 13 years old.\n- User's name is \u5f20\u4e09\n- User enjoys coding.\n- User is 13 years old.\n- User's name is \u5f20\u4e09\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": 1753252061}, {"content": "\u5f20\u4e09", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1753252006}, {"from_history": true, "stop_after_tool_call": false, "role": "assistant", "tool_calls": [{"id": "call_7b7711c7c7a64766a32835", "type": "function", "function": {"name": "add_info", "arguments": "{\"field\": \"name\", \"value\": \"\u5f20\u4e09\"}"}}], "metrics": {"input_tokens": 1306, "output_tokens": 26, "total_tokens": 1332, "prompt_tokens": 1306, "completion_tokens": 26, "time": 2.4544577000197023, "time_to_first_token": 2.452656500041485}, "created_at": 1753252006}, {"content": "{\"result\": \"\\u5df2\\u6536\\u96c6\\u59d3\\u540d: \\u5f20\\u4e09\"}", "from_history": true, "stop_after_tool_call": false, "role": "tool", "tool_call_id": "call_7b7711c7c7a64766a32835", "tool_name": 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session_data:
  {"session_state": {"name": "\u5f20\u4e09", "age": 13, "industry": "IT/\u8f6f\u4ef6\u5f00\u53d1", "current_user_id": "test", "current_session_id": "325"}, "session_metrics": {"input_tokens": 113486, "output_tokens": 2054, "total_tokens": 115540, "audio_tokens": 0, "input_audio_tokens": 0, "output_audio_tokens": 0, "cached_tokens": 0, "cache_write_tokens": 0, "reasoning_tokens": 0, "prompt_tokens": 113486, "completion_tokens": 2054, "prompt_tokens_details": null, "completion_tokens_details": null, "additional_metrics": null, "time": 211.54701480013318, "time_to_first_token": 2.9418891998939216, "timer": null}}

agent_data:
  {"agent_id": "b584d698-a38f-4621-ba0b-b59a27719c27", "model": {"id": "qwen3-32b", "provider": "OpenAI", "name": "OpenAILike"}}


# user_memories

id: b68ae759-eb5c-45e2-83cf-5f04c53c30e7
user_id: test
created_at: 2025-07-23 06:16:17
updated_at: 2025-07-23 06:16:17
memory:
  {'memory_id': 'b68ae759-eb5c-45e2-83cf-5f04c53c30e7', 'memory': "User's name is 张三", 'topics': ['name'], 'last_updated': '2025-07-23T14:16:17.735078', 'input': '我是张三'}


id: ba13fe87-a6c5-4337-b889-a7d7d93ecdc0
user_id: test
created_at: 2025-07-23 06:16:36
updated_at: 2025-07-23 06:16:36
memory:
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id: 23c8b6b5-47bf-4cf1-baae-31da74d1678f
user_id: test
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memory:
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id: 23cdce03-3381-4d4b-832c-7277ce21e707
user_id: test
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id: 29bcf26e-4eba-460b-b5d6-6f7c86b6f198
user_id: test
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memory:
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id: 1fc6f71b-dd71-4cb9-abb7-fefae96b2f12
user_id: test
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updated_at: 2025-07-23 06:24:04
memory:
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id: e9d474f8-222a-46d7-9ecb-a665ae22e26f
user_id: test
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memory:
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