# agent_sessions

session_id: c79c1eb6-7c6b-412e-a458-ecb26b41791e
user_id: c015ab64-9f69-4ee0-8b73-5fc35f9e5893
extra_data: null
agent_id: 303eabcd-0cf4-4f5e-ba28-426c7804c281
memory:
  {"summaries": {}, "memories": {"c015ab64-9f69-4ee0-8b73-5fc35f9e5893": {"92170162-5950-4693-8c84-6b0f3a69b415": {"memory_id": "92170162-5950-4693-8c84-6b0f3a69b415", "memory": "\u6211\u53eb\u5c0f\u5f20\uff0c\u6211\u559c\u6b22\u51b0\u6dc7\u6dcb\u548c\u770b\u7535\u5f71\u3002", "topics": ["\u59d3\u540d", "\u5174\u8da3"], "last_updated": "2025-07-15T11:16:47.423240"}}}, "runs": [{"content": "\u4f60\u597d\uff01\u6211\u53eb\u5c0f\u5f20\uff0c\u559c\u6b22\u51b0\u6dc7\u6dcb\u548c\u770b\u7535\u5f71\u5462\uff5e\u6709\u4ec0\u4e48\u6211\u53ef\u4ee5\u5e2e\u4f60\u7684\u5417\uff1f\ud83d\ude0a", "content_type": "str", "metrics": {"input_tokens": [91], "output_tokens": [20], "total_tokens": [111], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [91], "completion_tokens": [20], "time": [1.485635000000002]}, "model": "qwen3-0.6b", "model_provider": "OpenAI", "run_id": "950852f8-ee91-43aa-aa0e-ff33146c16ff", "agent_id": "303eabcd-0cf4-4f5e-ba28-426c7804c281", "session_id": "c79c1eb6-7c6b-412e-a458-ecb26b41791e", "created_at": 1752547498, "status": "RUNNING", "messages": [{"content": "You have access to memories from previous interactions with the user that you can use:\n\n<memories_from_previous_interactions>\n- \u6211\u53eb\u5c0f\u5f20\uff0c\u6211\u559c\u6b22\u51b0\u6dc7\u6dcb\u548c\u770b\u7535\u5f71\u3002\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": 1752549427}, {"content": "\u4f60\u597d", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1752549427}, {"content": "\u4f60\u597d\uff01\u6211\u53eb\u5c0f\u5f20\uff0c\u559c\u6b22\u51b0\u6dc7\u6dcb\u548c\u770b\u7535\u5f71\u5462\uff5e\u6709\u4ec0\u4e48\u6211\u53ef\u4ee5\u5e2e\u4f60\u7684\u5417\uff1f\ud83d\ude0a", "reasoning_content": "", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 91, "output_tokens": 20, "total_tokens": 111, "prompt_tokens": 91, "completion_tokens": 20, "time": 1.485635000000002}, "created_at": 1752549427}]}, {"content": "\u5f53\u7136\u8bb0\u5f97\u5566\uff01\u6211\u53eb\u5c0f\u5f20\uff0c\u559c\u6b22\u51b0\u6dc7\u6dcb\u548c\u770b\u7535\u5f71\u5462\uff5e\u6709\u4ec0\u4e48\u6211\u53ef\u4ee5\u5e2e\u4f60\u7684\u5417\uff1f\ud83d\ude0a", "content_type": "str", "metrics": {"input_tokens": [128], "output_tokens": [22], "total_tokens": [150], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [128], "completion_tokens": [22], "time": [1.437357200000406]}, "model": "qwen3-0.6b", "model_provider": "OpenAI", "run_id": "7764596b-ddac-4688-a114-d67805178691", "agent_id": "303eabcd-0cf4-4f5e-ba28-426c7804c281", "session_id": "c79c1eb6-7c6b-412e-a458-ecb26b41791e", "created_at": 1752547498, "status": "RUNNING", "messages": [{"content": "You have access to memories from previous interactions with the user that you can use:\n\n<memories_from_previous_interactions>\n- \u6211\u53eb\u5c0f\u5f20\uff0c\u6211\u559c\u6b22\u51b0\u6dc7\u6dcb\u548c\u770b\u7535\u5f71\u3002\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": 1752549432}, {"content": "\u4f60\u597d", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1752549427}, {"content": "\u4f60\u597d\uff01\u6211\u53eb\u5c0f\u5f20\uff0c\u559c\u6b22\u51b0\u6dc7\u6dcb\u548c\u770b\u7535\u5f71\u5462\uff5e\u6709\u4ec0\u4e48\u6211\u53ef\u4ee5\u5e2e\u4f60\u7684\u5417\uff1f\ud83d\ude0a", "reasoning_content": "", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 91, "output_tokens": 20, "total_tokens": 111, "prompt_tokens": 91, "completion_tokens": 20, "time": 1.485635000000002}, "created_at": 1752549427}, {"content": "\u4f60\u8fd8\u8bb0\u5f97\u6211\u53eb\u4ec0\u4e48\u5417\uff1f", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1752549432}, {"content": "\u5f53\u7136\u8bb0\u5f97\u5566\uff01\u6211\u53eb\u5c0f\u5f20\uff0c\u559c\u6b22\u51b0\u6dc7\u6dcb\u548c\u770b\u7535\u5f71\u5462\uff5e\u6709\u4ec0\u4e48\u6211\u53ef\u4ee5\u5e2e\u4f60\u7684\u5417\uff1f\ud83d\ude0a", "reasoning_content": "", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 128, "output_tokens": 22, "total_tokens": 150, "prompt_tokens": 128, "completion_tokens": 22, "time": 1.437357200000406}, "created_at": 1752549432}]}, {"content": "\u6211\u6700\u559c\u6b22\u51b0\u6dc7\u6dcb\u548c\u770b\u7535\u5f71\uff01\u5e0c\u671b\u4f60\u559c\u6b22\u8fd9\u4e24\u4e2a\u6d3b\u52a8\uff5e\u6709\u4ec0\u4e48\u6211\u53ef\u4ee5\u5e2e\u4f60\u7684\u5417\uff1f\ud83d\ude0a", "content_type": "str", "metrics": {"input_tokens": [164], "output_tokens": [18], "total_tokens": [182], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [164], "completion_tokens": [18], "time": [1.4111595000003945]}, "model": "qwen3-0.6b", "model_provider": "OpenAI", "run_id": "31cadc66-5df5-43a7-afa7-e63d58a6b00d", "agent_id": "303eabcd-0cf4-4f5e-ba28-426c7804c281", "session_id": "c79c1eb6-7c6b-412e-a458-ecb26b41791e", "created_at": 1752547498, "status": "RUNNING", "messages": [{"content": "You have access to memories from previous interactions with the user that you can use:\n\n<memories_from_previous_interactions>\n- \u6211\u53eb\u5c0f\u5f20\uff0c\u6211\u559c\u6b22\u51b0\u6dc7\u6dcb\u548c\u770b\u7535\u5f71\u3002\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": 1752549437}, {"content": "\u4f60\u597d", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1752549427}, {"content": "\u4f60\u597d\uff01\u6211\u53eb\u5c0f\u5f20\uff0c\u559c\u6b22\u51b0\u6dc7\u6dcb\u548c\u770b\u7535\u5f71\u5462\uff5e\u6709\u4ec0\u4e48\u6211\u53ef\u4ee5\u5e2e\u4f60\u7684\u5417\uff1f\ud83d\ude0a", "reasoning_content": "", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 91, "output_tokens": 20, "total_tokens": 111, "prompt_tokens": 91, "completion_tokens": 20, "time": 1.485635000000002}, "created_at": 1752549427}, {"content": "\u4f60\u8fd8\u8bb0\u5f97\u6211\u53eb\u4ec0\u4e48\u5417\uff1f", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1752549432}, {"content": "\u5f53\u7136\u8bb0\u5f97\u5566\uff01\u6211\u53eb\u5c0f\u5f20\uff0c\u559c\u6b22\u51b0\u6dc7\u6dcb\u548c\u770b\u7535\u5f71\u5462\uff5e\u6709\u4ec0\u4e48\u6211\u53ef\u4ee5\u5e2e\u4f60\u7684\u5417\uff1f\ud83d\ude0a", "reasoning_content": "", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 128, "output_tokens": 22, "total_tokens": 150, "prompt_tokens": 128, "completion_tokens": 22, "time": 1.437357200000406}, "created_at": 1752549432}, {"content": "\u6211\u6700\u559c\u6b22\u4ec0\u4e48\uff1f", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1752549437}, {"content": "\u6211\u6700\u559c\u6b22\u51b0\u6dc7\u6dcb\u548c\u770b\u7535\u5f71\uff01\u5e0c\u671b\u4f60\u559c\u6b22\u8fd9\u4e24\u4e2a\u6d3b\u52a8\uff5e\u6709\u4ec0\u4e48\u6211\u53ef\u4ee5\u5e2e\u4f60\u7684\u5417\uff1f\ud83d\ude0a", "reasoning_content": "", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 164, "output_tokens": 18, "total_tokens": 182, "prompt_tokens": 164, "completion_tokens": 18, "time": 1.4111595000003945}, "created_at": 1752549437}], "tools": []}]}

session_data:
  {"session_state": {"current_user_id": "c015ab64-9f69-4ee0-8b73-5fc35f9e5893", "current_session_id": "c79c1eb6-7c6b-412e-a458-ecb26b41791e"}, "session_metrics": {"input_tokens": 693, "output_tokens": 122, "total_tokens": 815, "audio_tokens": 0, "input_audio_tokens": 0, "output_audio_tokens": 0, "cached_tokens": 0, "cache_write_tokens": 0, "reasoning_tokens": 0, "prompt_tokens": 693, "completion_tokens": 122, "prompt_tokens_details": null, "completion_tokens_details": null, "additional_metrics": null, "time": 8.742778900001213, "time_to_first_token": null, "timer": null}}

agent_data:
  {"agent_id": "303eabcd-0cf4-4f5e-ba28-426c7804c281", "model": {"provider": "OpenAI", "name": "OpenAILike", "id": "qwen3-0.6b"}}


session_id: f096e97c-519b-4a58-a6f1-ef3045df49cc
user_id: c015ab64-9f69-4ee0-8b73-5fc35f9e5893
extra_data: null
agent_id: bb54fb9a-6fd1-4baa-a058-02b09b81fa72
memory:
  {"summaries": {}, "memories": {"c015ab64-9f69-4ee0-8b73-5fc35f9e5893": {"92170162-5950-4693-8c84-6b0f3a69b415": {"memory_id": "92170162-5950-4693-8c84-6b0f3a69b415", "memory": "\u6211\u53eb\u5c0f\u5f20\uff0c\u6211\u559c\u6b22\u51b0\u6dc7\u6dcb\u548c\u770b\u7535\u5f71\u3002", "topics": ["\u59d3\u540d", "\u5174\u8da3"], "last_updated": "2025-07-15T11:16:47.423240"}}}, "runs": [{"content": "\u4f60\u597d\uff01\u6211\u662fQwen\uff0c\u4f60\u7684\u52a9\u624b\u3002\u4eca\u5929\u60f3\u505a\u4ec0\u4e48\u5462\uff1f\u6211\u53ef\u4ee5\u5e2e\u4f60\u627e\u51b0\u6dc7\u6dcb\u6216\u8005\u63a8\u8350\u7535\u5f71\u54e6\uff01", "content_type": "str", "metrics": {"input_tokens": [91], "output_tokens": [23], "total_tokens": [114], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [91], "completion_tokens": [23], "time": [2.4410506000003807]}, "model": "qwen3-4b", "model_provider": "OpenAI", "run_id": "07ca94cc-f2e4-4583-8b65-d3bfdbc9e700", "agent_id": "bb54fb9a-6fd1-4baa-a058-02b09b81fa72", "session_id": "f096e97c-519b-4a58-a6f1-ef3045df49cc", "created_at": 1752547498, "status": "RUNNING", "messages": [{"content": "You have access to memories from previous interactions with the user that you can use:\n\n<memories_from_previous_interactions>\n- \u6211\u53eb\u5c0f\u5f20\uff0c\u6211\u559c\u6b22\u51b0\u6dc7\u6dcb\u548c\u770b\u7535\u5f71\u3002\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": 1752549465}, {"content": "\u4f60\u597d", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1752549465}, {"content": "\u4f60\u597d\uff01\u6211\u662fQwen\uff0c\u4f60\u7684\u52a9\u624b\u3002\u4eca\u5929\u60f3\u505a\u4ec0\u4e48\u5462\uff1f\u6211\u53ef\u4ee5\u5e2e\u4f60\u627e\u51b0\u6dc7\u6dcb\u6216\u8005\u63a8\u8350\u7535\u5f71\u54e6\uff01", "reasoning_content": "", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 91, "output_tokens": 23, "total_tokens": 114, "prompt_tokens": 91, "completion_tokens": 23, "time": 2.4410506000003807}, "created_at": 1752549465}]}, {"content": "\u5f53\u7136\u8bb0\u5f97\uff01\u6211\u53ebQwen\uff0c\u4f60\u53eb\u5c0f\u5f20\uff0c\u5bf9\u5427\uff1f\u5f88\u9ad8\u5174\u8ba4\u8bc6\u4f60\uff01\u4eca\u5929\u60f3\u505a\u4ec0\u4e48\u5462\uff1f\u6211\u53ef\u4ee5\u5e2e\u4f60\u627e\u51b0\u6dc7\u6dcb\u6216\u8005\u63a8\u8350\u7535\u5f71\u54e6\uff01", "content_type": "str", "metrics": {"input_tokens": [131], "output_tokens": [34], "total_tokens": [165], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [131], "completion_tokens": [34], "time": [2.090086899999733]}, "model": "qwen3-4b", "model_provider": "OpenAI", "run_id": "a8c819f1-3e0b-4e76-a469-81398d45793d", "agent_id": "bb54fb9a-6fd1-4baa-a058-02b09b81fa72", "session_id": "f096e97c-519b-4a58-a6f1-ef3045df49cc", "created_at": 1752547498, "status": "RUNNING", "messages": [{"content": "You have access to memories from previous interactions with the user that you can use:\n\n<memories_from_previous_interactions>\n- \u6211\u53eb\u5c0f\u5f20\uff0c\u6211\u559c\u6b22\u51b0\u6dc7\u6dcb\u548c\u770b\u7535\u5f71\u3002\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": 1752549472}, {"content": "\u4f60\u597d", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1752549465}, {"content": "\u4f60\u597d\uff01\u6211\u662fQwen\uff0c\u4f60\u7684\u52a9\u624b\u3002\u4eca\u5929\u60f3\u505a\u4ec0\u4e48\u5462\uff1f\u6211\u53ef\u4ee5\u5e2e\u4f60\u627e\u51b0\u6dc7\u6dcb\u6216\u8005\u63a8\u8350\u7535\u5f71\u54e6\uff01", "reasoning_content": "", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 91, "output_tokens": 23, "total_tokens": 114, "prompt_tokens": 91, "completion_tokens": 23, "time": 2.4410506000003807}, "created_at": 1752549465}, {"content": "\u4f60\u8fd8\u8bb0\u5f97\u6211\u53eb\u4ec0\u4e48\u5417\uff1f", "from_history": false, "stop_after_tool_call": false, "role": "user", "created_at": 1752549472}, {"content": "\u5f53\u7136\u8bb0\u5f97\uff01\u6211\u53ebQwen\uff0c\u4f60\u53eb\u5c0f\u5f20\uff0c\u5bf9\u5427\uff1f\u5f88\u9ad8\u5174\u8ba4\u8bc6\u4f60\uff01\u4eca\u5929\u60f3\u505a\u4ec0\u4e48\u5462\uff1f\u6211\u53ef\u4ee5\u5e2e\u4f60\u627e\u51b0\u6dc7\u6dcb\u6216\u8005\u63a8\u8350\u7535\u5f71\u54e6\uff01", "reasoning_content": "", "from_history": false, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 131, "output_tokens": 34, "total_tokens": 165, "prompt_tokens": 131, "completion_tokens": 34, "time": 2.090086899999733}, "created_at": 1752549472}]}, {"content": "\u6211\u8bb0\u5f97\u4f60\u6700\u559c\u6b22\u51b0\u6dc7\u6dcb\u548c\u770b\u7535\u5f71\u5462\uff01\u8981\u4e0d\u8981\u6211\u5e2e\u4f60\u63a8\u8350\u4e00\u6b3e\u597d\u5403\u7684\u51b0\u6dc7\u6dcb\uff0c\u6216\u8005\u4e00\u90e8\u597d\u770b\u7684\u7535\u5f71\uff1f\ud83d\ude0a", "content_type": "str", "metrics": {"input_tokens": [179], "output_tokens": [24], "total_tokens": [203], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [179], "completion_tokens": [24], "time": [2.1313634999996793]}, "model": "qwen3-4b", "model_provider": "OpenAI", "run_id": "468695e6-4272-484f-bb0d-dffcb95ea46f", "agent_id": "bb54fb9a-6fd1-4baa-a058-02b09b81fa72", "session_id": "f096e97c-519b-4a58-a6f1-ef3045df49cc", "created_at": 1752547498, "status": "RUNNING", "messages": [{"content": "You have access to memories from previous interactions with the user that you can use:\n\n<memories_from_previous_interactions>\n- \u6211\u53eb\u5c0f\u5f20\uff0c\u6211\u559c\u6b22\u51b0\u6dc7\u6dcb\u548c\u770b\u7535\u5f71\u3002\n</memories_from_previous_interactions>\n\nNote: this information is from previous interactions and may be updated in this conversation. 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user_id: 423b6bb9-663b-447b-9366-b80ce99db685
extra_data: null
agent_id: 8fbac28d-b524-4342-ab14-00f5d9ff5ddf
memory:
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**\u7406\u7531**\uff1a\u91cd\u5e86\u662f\u706b\u9505\u4e4b\u90fd\uff0c\u4f60\u53ef\u4ee5\u4f53\u9a8c\u5230\u5404\u79cd\u4e0d\u540c\u53e3\u5473\u7684\u706b\u9505\u3002\u540c\u65f6\uff0c\u8fd9\u91cc\u7684\u5c71\u57ce\u5730\u8c8c\u4e5f\u975e\u5e38\u9002\u5408\u6444\u5f71\uff0c\u6bd4\u5982\u6d2a\u5d16\u6d1e\u3001\u78c1\u5668\u53e3\u3001\u957f\u6c5f\u7d22\u9053\u7b49\u90fd\u662f\u7edd\u4f73\u7684\u62cd\u6444\u5730\u3002\n- **\u63a8\u8350\u7f8e\u98df**\uff1a\u91cd\u5e86\u706b\u9505\u3001\u6bdb\u8840\u65fa\u3001\u9178\u8fa3\u7c89\u3002\n\n### 3. **\u897f\u5b89**  \n- **\u7406\u7531**\uff1a\u897f\u5b89\u6709\u60a0\u4e45\u7684\u5386\u53f2\u6587\u5316\uff0c\u6709\u5f88\u591a\u53e4\u8ff9\u53ef\u4ee5\u62cd\uff0c\u6bd4\u5982\u5175\u9a6c\u4fd1\u3001\u5927\u96c1\u5854\u3001\u53e4\u57ce\u5899\u7b49\u3002\u800c\u4e14\u897f\u5b89\u7684\u706b\u9505\u4e5f\u5f88\u51fa\u540d\uff0c\u5c24\u5176\u662f\u201c\u8001\u5b59\u5bb6\u201d\u8fd9\u6837\u7684\u8001\u5b57\u53f7\u3002\n- **\u63a8\u8350\u7f8e\u98df**\uff1a\u8089\u5939\u998d\u3001\u51c9\u76ae\u3001\u7f8a\u8089\u6ce1\u998d\u3002\n\n### 4. **\u676d\u5dde**  \n- **\u7406\u7531**\uff1a\u676d\u5dde\u6709\u897f\u6e56\uff0c\u98ce\u666f\u4f18\u7f8e\uff0c\u975e\u5e38\u9002\u5408\u6444\u5f71\u3002\u540c\u65f6\uff0c\u676d\u5dde\u4e5f\u6709\u4e0d\u5c11\u706b\u9505\u5e97\uff0c\u5c24\u5176\u662f\u9760\u8fd1\u897f\u6e56\u7684\u533a\u57df\uff0c\u6c1b\u56f4\u611f\u5341\u8db3\u3002\n- **\u63a8\u8350\u7f8e\u98df**\uff1a\u4e1c\u5761\u8089\u3001\u9f99\u4e95\u867e\u4ec1\u3001\u897f\u6e56\u918b\u9c7c\u3002\n\n### 5. **\u6606\u660e**  \n- **\u7406\u7531**\uff1a\u6606\u660e\u56db\u5b63\u5982\u6625\uff0c\u98ce\u666f\u4f18\u7f8e\uff0c\u9002\u5408\u62cd\u7167\u3002\u800c\u4e14\u6606\u660e\u7684\u706b\u9505\u4e5f\u633a\u6709\u540d\u7684\uff0c\u7279\u522b\u662f\u201c\u4e91\u4e0a\u706b\u9505\u201d\uff0c\u5728\u9ad8\u6d77\u62d4\u5730\u533a\u5403\u706b\u9505\u522b\u6709\u4e00\u756a\u98ce\u5473\u3002\n- **\u63a8\u8350\u7f8e\u98df**\uff1a\u8fc7\u6865\u7c73\u7ebf\u3001\u9c9c\u82b1\u997c\u3001\u6c7d\u9505\u9e21\u3002\n\n---\n\n\u4f60\u66f4\u60f3\u53bb\u54ea\u4e2a\u57ce\u5e02\u5462\uff1f\u6211\u53ef\u4ee5\u5e2e\u4f60\u8fdb\u4e00\u6b65\u89c4\u5212\u884c\u7a0b\u6216\u8005\u63a8\u8350\u4e00\u4e9b\u5177\u4f53\u7684\u666f\u70b9\u548c\u9910\u5385\u54e6\uff01\ud83d\ude0a", "content_type": "str", "metrics": {"input_tokens": [341], "output_tokens": [396], "total_tokens": [737], "audio_tokens": [0], "input_audio_tokens": [0], "output_audio_tokens": [0], "cached_tokens": [0], "cache_write_tokens": [0], "reasoning_tokens": [0], "prompt_tokens": [341], "completion_tokens": [396], "time": [7.214739799999734]}, "model": "qwen3-4b", "model_provider": "OpenAI", "run_id": "59ff986d-ec6d-4bbb-8a93-e6399593b521", "agent_id": "8fbac28d-b524-4342-ab14-00f5d9ff5ddf", "session_id": "084df8bc-7229-4f5b-9ffb-bfb6479db779", "created_at": 1752550671, "status": "RUNNING", "messages": [{"content": "You have access to 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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": 1752559079}, {"content": "\u4f60\u597d", "from_history": true, "stop_after_tool_call": false, "role": "user", "created_at": 1752558851}, {"content": "\u4f60\u597d\uff01\u6211\u662fQwen\uff0c\u4f60\u7684\u52a9\u624b\u3002\u6211\u559c\u6b22\u5b66\u4e60\u65b0\u77e5\u8bc6\uff0c\u4e5f\u559c\u6b22\u548c\u4f60\u804a\u5929\u3002\u4eca\u5929\u60f3\u804a\u804a\u4ec0\u4e48\u5417\uff1f\u6bd4\u5982\uff0c\u4f60\u63d0\u5230\u7684\u51b0\u6dc7\u6dcb\u548c\u770b\u7535\u5f71\uff0c\u8fd9\u4e9b\u90fd\u662f\u5f88\u6709\u8da3\u7684\u8bdd\u9898\uff01\ud83d\ude0a", "reasoning_content": "", "from_history": true, "stop_after_tool_call": false, "role": "assistant", "metrics": {"input_tokens": 90, "output_tokens": 41, "total_tokens": 131, "prompt_tokens": 90, "completion_tokens": 41, "time": 4.369147299999895}, "created_at": 1752558851}, 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session_data:
  {"session_state": {"current_user_id": "423b6bb9-663b-447b-9366-b80ce99db685", "current_session_id": "084df8bc-7229-4f5b-9ffb-bfb6479db779"}, "session_metrics": {"input_tokens": 2438, "output_tokens": 974, "total_tokens": 3412, "audio_tokens": 0, "input_audio_tokens": 0, "output_audio_tokens": 0, "cached_tokens": 0, "cache_write_tokens": 0, "reasoning_tokens": 0, "prompt_tokens": 2438, "completion_tokens": 974, "prompt_tokens_details": null, "completion_tokens_details": null, "additional_metrics": null, "time": 45.05131129999609, "time_to_first_token": null, "timer": null}}

agent_data:
  {"agent_id": "8fbac28d-b524-4342-ab14-00f5d9ff5ddf", "model": {"name": "OpenAILike", "provider": "OpenAI", "id": "qwen3-4b"}}


# memory

id: 6b9e5dcf-1c7b-4094-85d9-3e38eb47d53b
user_id: 423b6bb9-663b-447b-9366-b80ce99db685
created_at: 2025-07-15 05:46:29
updated_at: 2025-07-15 05:54:30
memory:
  {'memory_id': '6b9e5dcf-1c7b-4094-85d9-3e38eb47d53b', 'memory': "User's name is hhh", 'topics': ['name'], 'last_updated': '2025-07-15T13:54:30.164505', 'input': '你还记得我叫什么吗？'}


id: 56a84d95-6a38-4e2c-973a-5a9fcc8074ed
user_id: 423b6bb9-663b-447b-9366-b80ce99db685
created_at: 2025-07-15 05:55:56
updated_at: 2025-07-15 05:55:56
memory:
  {'memory_id': '56a84d95-6a38-4e2c-973a-5a9fcc8074ed', 'memory': 'User likes photography and hot pot', 'topics': ['interests', 'hobbies'], 'last_updated': '2025-07-15T13:55:56.156539', 'input': '我还喜欢摄影和吃火锅'}


id: 2198dace-ffaf-4f24-98be-352be18038cf
user_id: 423b6bb9-663b-447b-9366-b80ce99db685
created_at: 2025-07-15 05:58:08
updated_at: 2025-07-15 05:58:08
memory:
  {'memory_id': '2198dace-ffaf-4f24-98be-352be18038cf', 'memory': 'User is interested in travel', 'topics': ['interests'], 'last_updated': '2025-07-15T13:58:08.818154', 'input': '最近我想去旅游，请帮我根据我的爱好推荐城市'}


id: e5c5ab57-df3c-41b2-bcee-84cd17e9feff
user_id: 423b6bb9-663b-447b-9366-b80ce99db685
created_at: 2025-07-15 05:58:11
updated_at: 2025-07-15 05:58:11
memory:
  {'memory_id': 'e5c5ab57-df3c-41b2-bcee-84cd17e9feff', 'memory': 'User likes photography and hot pot', 'topics': ['hobbies'], 'last_updated': '2025-07-15T13:58:11.399237', 'input': '最近我想去旅游，请帮我根据我的爱好推荐城市'}


id: 7a0e1777-8180-4c0c-90a9-0b37fb89e8f7
user_id: 423b6bb9-663b-447b-9366-b80ce99db685
created_at: 2025-07-15 05:58:13
updated_at: 2025-07-15 05:58:13
memory:
  {'memory_id': '7a0e1777-8180-4c0c-90a9-0b37fb89e8f7', 'memory': "User's name is hhh", 'topics': ['name'], 'last_updated': '2025-07-15T13:58:13.172492', 'input': '最近我想去旅游，请帮我根据我的爱好推荐城市'}


id: f6328b12-e9db-4bcf-903a-1b66717aa876
user_id: 423b6bb9-663b-447b-9366-b80ce99db685
created_at: 2025-07-15 05:58:14
updated_at: 2025-07-15 05:58:14
memory:
  {'memory_id': 'f6328b12-e9db-4bcf-903a-1b66717aa876', 'memory': 'User is interested in travel', 'topics': ['interests'], 'last_updated': '2025-07-15T13:58:14.903511', 'input': '最近我想去旅游，请帮我根据我的爱好推荐城市'}


id: 45def6ba-4bc1-457b-8b59-0481b4f8fd40
user_id: 423b6bb9-663b-447b-9366-b80ce99db685
created_at: 2025-07-15 05:58:16
updated_at: 2025-07-15 05:58:16
memory:
  {'memory_id': '45def6ba-4bc1-457b-8b59-0481b4f8fd40', 'memory': 'User likes photography and hot pot', 'topics': ['hobbies'], 'last_updated': '2025-07-15T13:58:16.547996', 'input': '最近我想去旅游，请帮我根据我的爱好推荐城市'}


id: 71acf64b-3727-4695-9c2a-f44ff4845ce7
user_id: 423b6bb9-663b-447b-9366-b80ce99db685
created_at: 2025-07-15 05:58:19
updated_at: 2025-07-15 05:58:19
memory:
  {'memory_id': '71acf64b-3727-4695-9c2a-f44ff4845ce7', 'memory': "User's name is hhh", 'topics': ['name'], 'last_updated': '2025-07-15T13:58:19.279994', 'input': '最近我想去旅游，请帮我根据我的爱好推荐城市'}


