[ { "type": "message", "msg_id": "M-001", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-M001", "content": null, "ai_message": { "model": "gemini-2.5-flash", "content": "项目1的第一个完整回复：今天的天气非常好，适合户外活动。", "reasoning_content": "", "tool_calls": [], "usage": { "model": "gemini-2.5-flash", "request_model": "gemini-2.5-flash", "prompt_tokens": 150, "completion_tokens": 40, "total_tokens": 190 } }, "tool_call": null, "timestamp": "2025-10-13T14:00:00.100000", "metadata": { "session_type": "chat" } }, { "type": "start_chunk", "msg_id": "S-001", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S001", "content": null, "ai_message": { "model": "gemini-2.5-flash", "content": "", "reasoning_content": "", "tool_calls": [ { "id": "tool-S001-1", "type": "function", "function": { "name": "get_weather", "arguments": "" } } ], "usage": {} }, "tool_call": null, "timestamp": "2025-10-13T14:00:00.200000", "metadata": { "session_type": "tool_use" } }, { "type": "start_chunk", "msg_id": "S-002", "project_id": "2", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-2-S002", "content": null, "ai_message": { "model": "gemini-2.5-flash", "content": "", "reasoning_content": "", "tool_calls": [], "usage": {} }, "tool_call": null, "timestamp": "2025-10-13T14:00:00.300000", "metadata": { "session_type": "text_only" } }, { "type": "start_chunk", "msg_id": "S-003", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S003", "content": null, "ai_message": { "model": "gemini-2.5-flash", "content": "", "reasoning_content": "", "tool_calls": [], "usage": {} }, "tool_call": null, "timestamp": "2025-10-13T14:00:00.400000", "metadata": { "session_type": "reasoning_first" } }, { "type": "message", "msg_id": "M-002", "project_id": "2", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-2-M002", "content": null, "ai_message": { "model": "gemini-2.5-flash", "content": "第二个完整回复：根据我的分析，最优解是B方案。", "reasoning_content": "推理过程：我首先评估了A、B、C三个方案的成本与效益，发现B方案在长期回报上表现最佳。", "tool_calls": [], "usage": { "model": "gemini-2.5-flash", "request_model": "gemini-2.5-flash", "prompt_tokens": 200, "completion_tokens": 90, "total_tokens": 290 } }, "tool_call": null, "timestamp": "2025-10-13T14:00:00.500000", "metadata": { "session_type": "analysis" } }, { "type": "content_chunk", "msg_id": "S-001", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S001", "content": "{\"text\":\"正在为用户\"}", "ai_message": {}, "tool_call": null, "timestamp": "2025-10-13T14:00:00.600000", "metadata": { "session_type": "tool_use" } }, { "type": "content_chunk", "msg_id": "S-002", "project_id": "2", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-2-S002", "content": "{\"text\":\"项目2的流式内容\"}", "ai_message": {}, "tool_call": null, "timestamp": "2025-10-13T14:00:00.700000", "metadata": { "session_type": "text_only" } }, { "type": "content_chunk", "msg_id": "S-003", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S003", "content": "{\"text\":\"这是第一个部分\"}", "ai_message": {}, "tool_call": null, "timestamp": "2025-10-13T14:00:00.800000", "metadata": { "session_type": "reasoning_first" } }, { "type": "message", "msg_id": "M-003", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-M003", "content": null, "ai_message": { "model": "gemini-2.5-flash", "content": "好的，我已准备好调用工具。", "reasoning_content": "我识别到用户意图是查询天气，因此我需要调用`get_weather`工具。", "tool_calls": [ { "id": "tool-M003-1", "type": "function", "function": { "name": "get_weather", "arguments": "{\"location\":\"Shanghai\"}" } } ], "usage": { "model": "gemini-2.5-flash", "request_model": "gemini-2.5-flash", "prompt_tokens": 180, "completion_tokens": 60, "total_tokens": 240 } }, "tool_call": null, "timestamp": "2025-10-13T14:00:00.900000", "metadata": { "session_type": "tool_call_only" } }, { "type": "reasoning_chunk", "msg_id": "S-001", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S001", "content": "{\"text\":\"考虑调用工具A进行数据\"}", "ai_message": {}, "tool_call": null, "timestamp": "2025-10-13T14:00:01.000000", "metadata": { "session_type": "tool_use" } }, { "type": "reasoning_chunk", "msg_id": "S-002", "project_id": "2", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-2-S002", "content": "{\"text\":\"无需推理，直接输出答案。\"}", "ai_message": {}, "tool_call": null, "timestamp": "2025-10-13T14:00:01.100000", "metadata": { "session_type": "text_only" } }, { "type": "reasoning_chunk", "msg_id": "S-003", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S003", "content": "{\"text\":\"这是推理的第一段。\"}", "ai_message": {}, "tool_call": null, "timestamp": "2025-10-13T14:00:01.200000", "metadata": { "session_type": "reasoning_first" } }, { "type": "message", "msg_id": "M-004", "project_id": "2", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-2-M004", "content": null, "ai_message": { "model": "gemini-2.5-flash", "content": "我将同时调用两个工具来获取全面的信息。", "reasoning_content": "", "tool_calls": [ { "id": "tool-M004-1", "type": "function", "function": { "name": "search_database", "arguments": "{\"query\":\"recent sales\"}" } }, { "id": "tool-M004-2", "type": "function", "function": { "name": "get_weather", "arguments": "{\"location\":\"Tokyo\"}" } } ], "usage": { "model": "gemini-2.5-flash", "request_model": "gemini-2.5-flash", "prompt_tokens": 250, "completion_tokens": 120, "total_tokens": 370 } }, "tool_call": null, "timestamp": "2025-10-13T14:00:01.300000", "metadata": { "session_type": "multi_tool_call" } }, { "type": "tool_call_chunk", "msg_id": "S-001", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S001", "content": null, "ai_message": {}, "tool_call": { "id": "tool-S001-1", "type": "function", "function": { "name": "get_weather", "arguments": "{\"location\":\"Beijing\"}" } }, "timestamp": "2025-10-13T14:00:01.400000", "metadata": { "session_type": "tool_use" } }, { "type": "tool_call_chunk", "msg_id": "S-002", "project_id": "2", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-2-S002", "content": null, "ai_message": {}, "tool_call": { "id": "tool-S002-1", "type": "function", "function": { "name": "get_weather", "arguments": "{\"location\":\"London\"}" } }, "timestamp": "2025-10-13T14:00:01.500000", "metadata": { "session_type": "text_only" } }, { "type": "tool_call_chunk", "msg_id": "S-003", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S003", "content": null, "ai_message": {}, "tool_call": { "id": "tool-S003-1", "type": "function", "function": { "name": "search_database", "arguments": "{\"query\":\"user_data\"}" } }, "timestamp": "2025-10-13T14:00:01.600000", "metadata": { "session_type": "reasoning_first" } }, { "type": "message", "msg_id": "M-005", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-M005", "content": null, "ai_message": { "model": "gemini-2.5-flash", "content": "在调用工具之前，我先给出了一段引导性的文本。", "reasoning_content": "", "tool_calls": [ { "id": "tool-M005-1", "type": "function", "function": { "name": "search_database", "arguments": "{\"query\":\"project 1 status\"}" } } ], "usage": { "model": "gemini-2.5-flash", "request_model": "gemini-2.5-flash", "prompt_tokens": 190, "completion_tokens": 75, "total_tokens": 265 } }, "tool_call": null, "timestamp": "2025-10-13T14:00:01.700000", "metadata": { "session_type": "mixed" } }, { "type": "finish_chunk", "msg_id": "S-001", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S001", "content": null, "ai_message": { "model": "gemini-2.5-flash", "usage": { "model": "gemini-2.5-flash", "prompt_tokens": 120, "completion_tokens": 55, "total_tokens": 175 } }, "tool_call": null, "timestamp": "2025-10-13T14:00:01.800000", "metadata": { "session_type": "tool_use" } }, { "type": "finish_chunk", "msg_id": "S-002", "project_id": "2", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-2-S002", "content": null, "ai_message": { "model": "gemini-2.5-flash", "usage": { "model": "gemini-2.5-flash", "prompt_tokens": 100, "completion_tokens": 30, "total_tokens": 130 } }, "tool_call": null, "timestamp": "2025-10-13T14:00:01.900000", "metadata": { "session_type": "text_only" } }, { "type": "finish_chunk", "msg_id": "S-003", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S003", "content": null, "ai_message": { "model": "gemini-2.5-flash", "usage": { "model": "gemini-2.5-flash", "prompt_tokens": 150, "completion_tokens": 70, "total_tokens": 220 } }, "tool_call": null, "timestamp": "2025-10-13T14:00:02.000000", "metadata": { "session_type": "reasoning_first" } }, { "type": "start_chunk", "msg_id": "S-004", "project_id": "2", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-2-S004", "content": null, "ai_message": { "model": "gemini-2.5-flash", "content": "", "reasoning_content": "", "tool_calls": [ { "id": "tool-S004-1", "type": "function", "function": { "name": "search_database", "arguments": "" } } ], "usage": {} }, "tool_call": null, "timestamp": "2025-10-13T14:00:02.100000", "metadata": { "session_type": "tool_use" } }, { "type": "start_chunk", "msg_id": "S-005", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S005", "content": null, "ai_message": { "model": "gemini-2.5-flash", "content": "", "reasoning_content": "", "tool_calls": [], "usage": {} }, "tool_call": null, "timestamp": "2025-10-13T14:00:02.200000", "metadata": { "session_type": "text_only" } }, { "type": "start_chunk", "msg_id": "S-006", "project_id": "2", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-2-S006", "content": null, "ai_message": { "model": "gemini-2.5-flash", "content": "", "reasoning_content": "", "tool_calls": [], "usage": {} }, "tool_call": null, "timestamp": "2025-10-13T14:00:02.300000", "metadata": { "session_type": "reasoning_first" } }, { "type": "content_chunk", "msg_id": "S-004", "project_id": "2", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-2-S004", "content": "{\"text\":\"项目2的工具使用流：\"}", "ai_message": {}, "tool_call": null, "timestamp": "2025-10-13T14:00:02.400000", "metadata": { "session_type": "tool_use" } }, { "type": "content_chunk", "msg_id": "S-005", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S005", "content": "{\"text\":\"流式输出内容继续。\"}", "ai_message": {}, "tool_call": null, "timestamp": "2025-10-13T14:00:02.500000", "metadata": { "session_type": "text_only" } }, { "type": "content_chunk", "msg_id": "S-006", "project_id": "2", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-2-S006", "content": "{\"text\":\"第二轮流式数据。\"}", "ai_message": {}, "tool_call": null, "timestamp": "2025-10-13T14:00:02.600000", "metadata": { "session_type": "reasoning_first" } }, { "type": "reasoning_chunk", "msg_id": "S-004", "project_id": "2", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-2-S004", "content": "{\"text\":\"需要进行数据库查询。\"}", "ai_message": {}, "tool_call": null, "timestamp": "2025-10-13T14:00:02.700000", "metadata": { "session_type": "tool_use" } }, { "type": "reasoning_chunk", "msg_id": "S-005", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S005", "content": "{\"text\":\"\"}", "ai_message": {}, "tool_call": null, "timestamp": "2025-10-13T14:00:02.800000", "metadata": { "session_type": "text_only" } }, { "type": "reasoning_chunk", "msg_id": "S-006", "project_id": "2", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-2-S006", "content": "{\"text\":\"推理内容：方案应考虑长期稳定。\"}", "ai_message": {}, "tool_call": null, "timestamp": "2025-10-13T14:00:02.900000", "metadata": { "session_type": "reasoning_first" } }, { "type": "tool_call_chunk", "msg_id": "S-004", "project_id": "2", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-2-S004", "content": null, "ai_message": {}, "tool_call": { "id": "tool-S004-1", "type": "function", "function": { "name": "search_database", "arguments": "{\"query\":\"user_preferences\"}" } }, "timestamp": "2025-10-13T14:00:03.000000", "metadata": { "session_type": "tool_use" } }, { "type": "tool_call_chunk", "msg_id": "S-005", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S005", "content": null, "ai_message": {}, "tool_call": { "id": "tool-S005-1", "type": "function", "function": { "name": "get_weather", "arguments": "{\"location\":\"NewYork\"}" } }, "timestamp": "2025-10-13T14:00:03.100000", "metadata": { "session_type": "text_only" } }, { "type": "tool_call_chunk", "msg_id": "S-006", "project_id": "2", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-2-S006", "content": null, "ai_message": {}, "tool_call": { "id": "tool-S006-1", "type": "function", "function": { "name": "get_weather", "arguments": "{\"location\":\"Paris\"}" } }, "timestamp": "2025-10-13T14:00:03.200000", "metadata": { "session_type": "reasoning_first" } }, { "type": "finish_chunk", "msg_id": "S-004", "project_id": "2", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-2-S004", "content": null, "ai_message": { "model": "gemini-2.5-flash", "usage": { "model": "gemini-2.5-flash", "prompt_tokens": 110, "completion_tokens": 60, "total_tokens": 170 } }, "tool_call": null, "timestamp": "2025-10-13T14:00:03.300000", "metadata": { "session_type": "tool_use" } }, { "type": "finish_chunk", "msg_id": "S-005", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S005", "content": null, "ai_message": { "model": "gemini-2.5-flash", "usage": { "model": "gemini-2.5-flash", "prompt_tokens": 90, "completion_tokens": 20, "total_tokens": 110 } }, "tool_call": null, "timestamp": "2025-10-13T14:00:03.400000", "metadata": { "session_type": "text_only" } }, { "type": "finish_chunk", "msg_id": "S-006", "project_id": "2", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-2-S006", "content": null, "ai_message": { "model": "gemini-2.5-flash", "usage": { "model": "gemini-2.5-flash", "prompt_tokens": 140, "completion_tokens": 65, "total_tokens": 205 } }, "tool_call": null, "timestamp": "2025-10-13T14:00:03.500000", "metadata": { "session_type": "reasoning_first" } }, { "type": "start_chunk", "msg_id": "S-007", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S007", "content": null, "ai_message": { "model": "gemini-2.5-flash", "content": "", "reasoning_content": "", "tool_calls": [ { "id": "tool-S007-1", "type": "function", "function": { "name": "search_database", "arguments": "" } } ], "usage": {} }, "tool_call": null, "timestamp": "2025-10-13T14:00:03.600000", "metadata": { "session_type": "mixed" } }, { "type": "start_chunk", "msg_id": "S-008", "project_id": "2", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-2-S008", "content": null, "ai_message": { "model": "gemini-2.5-flash", "content": "", "reasoning_content": "", "tool_calls": [], "usage": {} }, "tool_call": null, "timestamp": "2025-10-13T14:00:03.700000", "metadata": { "session_type": "text_only" } }, { "type": "start_chunk", "msg_id": "S-009", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S009", "content": null, "ai_message": { "model": "gemini-2.5-flash", "content": "", "reasoning_content": "", "tool_calls": [], "usage": {} }, "tool_call": null, "timestamp": "2025-10-13T14:00:03.800000", "metadata": { "session_type": "reasoning_first" } }, { "type": "content_chunk", "msg_id": "S-007", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S007", "content": "{\"text\":\"混合流式响应。\"}", "ai_message": {}, "tool_call": null, "timestamp": "2025-10-13T14:00:03.900000", "metadata": { "session_type": "mixed" } }, { "type": "content_chunk", "msg_id": "S-008", "project_id": "2", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-2-S008", "content": "{\"text\":\"这是最后一部分纯文本。\"}", "ai_message": {}, "tool_call": null, "timestamp": "2025-10-13T14:00:04.000000", "metadata": { "session_type": "text_only" } }, { "type": "content_chunk", "msg_id": "S-009", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S009", "content": "{\"text\":\"最后一个流的文本。\"}", "ai_message": {}, "tool_call": null, "timestamp": "2025-10-13T14:00:04.100000", "metadata": { "session_type": "reasoning_first" } }, { "type": "reasoning_chunk", "msg_id": "S-007", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S007", "content": "{\"text\":\"在回答前搜索信息。\"}", "ai_message": {}, "tool_call": null, "timestamp": "2025-10-13T14:00:04.200000", "metadata": { "session_type": "mixed" } }, { "type": "reasoning_chunk", "msg_id": "S-008", "project_id": "2", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-2-S008", "content": "{\"text\":\"\"}", "ai_message": {}, "tool_call": null, "timestamp": "2025-10-13T14:00:04.300000", "metadata": { "session_type": "text_only" } }, { "type": "reasoning_chunk", "msg_id": "S-009", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S009", "content": "{\"text\":\"这是最后一个推理片段。\"}", "ai_message": {}, "tool_call": null, "timestamp": "2025-10-13T14:00:04.400000", "metadata": { "session_type": "reasoning_first" } }, { "type": "tool_call_chunk", "msg_id": "S-007", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S007", "content": null, "ai_message": {}, "tool_call": { "id": "tool-S007-1", "type": "function", "function": { "name": "search_database", "arguments": "{\"query\":\"current_metrics\"}" } }, "timestamp": "2025-10-13T14:00:04.500000", "metadata": { "session_type": "mixed" } }, { "type": "tool_call_chunk", "msg_id": "S-008", "project_id": "2", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-2-S008", "content": null, "ai_message": {}, "tool_call": { "id": "tool-S008-1", "type": "function", "function": { "name": "get_weather", "arguments": "{\"location\":\"Sydney\"}" } }, "timestamp": "2025-10-13T14:00:04.600000", "metadata": { "session_type": "text_only" } }, { "type": "tool_call_chunk", "msg_id": "S-009", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S009", "content": null, "ai_message": {}, "tool_call": { "id": "tool-S009-1", "type": "function", "function": { "name": "search_database", "arguments": "{\"query\":\"final_report\"}" } }, "timestamp": "2025-10-13T14:00:04.700000", "metadata": { "session_type": "reasoning_first" } }, { "type": "finish_chunk", "msg_id": "S-007", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S007", "content": null, "ai_message": { "model": "gemini-2.5-flash", "usage": { "model": "gemini-2.5-flash", "prompt_tokens": 130, "completion_tokens": 80, "total_tokens": 210 } }, "tool_call": null, "timestamp": "2025-10-13T14:00:04.800000", "metadata": { "session_type": "mixed" } }, { "type": "finish_chunk", "msg_id": "S-008", "project_id": "2", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-2-S008", "content": null, "ai_message": { "model": "gemini-2.5-flash", "usage": { "model": "gemini-2.5-flash", "prompt_tokens": 100, "completion_tokens": 40, "total_tokens": 140 } }, "tool_call": null, "timestamp": "2025-10-13T14:00:04.900000", "metadata": { "session_type": "text_only" } }, { "type": "finish_chunk", "msg_id": "S-009", "project_id": "1", "sender_agent_type": "AI", "sender_id": "gemini-2.5-flash", "task_id": "task-1-S009", "content": null, "ai_message": { "model": "gemini-2.5-flash", "usage": { "model": "gemini-2.5-flash", "prompt_tokens": 160, "completion_tokens": 75, "total_tokens": 235 } }, "tool_call": null, "timestamp": "2025-10-13T14:00:05.000000", "metadata": { "session_type": "reasoning_first" } } ]