{ "schema_version": "1.0", "experiment_id": "1-2", "evidence_mode": "real_api", "created_at": "2026-07-29T15:57:35.564984+00:00", "canonical_source": "book/chapter1.md#实验-1-2-kimi-k3-原生-agent-能力", "credential_source_env": "MOONSHOT_API_KEY", "credential_value_recorded": false, "host": { "platform": "macOS-26.3-arm64-arm-64bit", "python": "3.11.4 (main, Jul 5 2023, 08:40:20) [Clang 14.0.6 ]", "machine": "arm64" }, "repository": { "commit": "4a7f37cf278bd15948c409f14533017c4c7fbc29", "branch": "main", "worktree_dirty": true }, "transient_failed_attempts": [ { "attempt": 1, "answer": "搜索结果未完整返回,我重新执行搜索。", "validation": { "checks": { "direct_moonshot_api": true, "exact_model": true, "provider_response_each_turn": false, "hosted_search_tool_declared_each_search_turn": true, "multiple_hosted_searches": false, "reasoning_observed": true, "final_answer_observed": true, "source_links_in_answer": false, "distance_result_in_answer": false }, "passed": false, "search_ids": [ "3b15ca0f6a6a22a74f50a500018810f9" ], "usage": { "prompt_tokens": 660, "completion_tokens": 99, "total_tokens": 759, "cached_prompt_tokens": 256, "reasoning_tokens": 73 } }, "api_turns": [ { "request": { "model": "kimi-k3", "messages": [ { "role": "system", "content": "你是 Kimi,一个智能搜索助手。\n\n请按照以下步骤处理:\n1. 分析用户问题,识别关键信息需求\n2. 使用 $web_search 工具搜索相关信息\n3. 如果需要更多信息,可以多次调用搜索工具\n4. 综合所有信息,生成准确、全面的答案\n\n注意:\n- 搜索时使用精准的关键词\n- 优先获取最新、最权威的信息\n- 答案要结构清晰,有理有据\n" }, { "role": "user", "content": "截至 2026 年 7 月,东盟 10 个成员国的首都中,地理距离最近的一对是哪两个?\n请自主完成深度研究:先搜索成员国及官方首都的权威来源;检查还缺哪些坐标证据后,\n至少再执行一次不同的后续搜索来补齐可靠坐标;最后计算全部首都两两之间的大圆距离,\n给出最近一对、距离、计算方法、检索日期,并附可点击的来源链接。不要依赖记忆作答。" } ], "temperature": 1, "max_tokens": 8192, "tools": [ { "type": "builtin_function", "function": { "name": "$web_search" } } ] }, "response": { "id": "chatcmpl-6a6a22a7c48fa700012ef965", "choices": [ { "finish_reason": "tool_calls", "index": 0, "logprobs": null, "message": { "content": "", "refusal": null, "role": "assistant", "annotations": null, "audio": null, "function_call": null, "tool_calls": [ { "id": "t-web_search-6a6a22a7c48f", "function": { "arguments": "{\"search_result\":{\"search_id\":\"3b15ca0f6a6a22a74f50a500018810f9\"},\"usage\":{\"total_tokens\":4266}}", "name": "$web_search" }, "type": "builtin_function" } ] } } ], "created": 1785340583, "model": "kimi-k3", "object": "chat.completion", "service_tier": null, "system_fingerprint": null, "usage": { "completion_tokens": 1, "prompt_tokens": 203, "total_tokens": 204, "completion_tokens_details": null, "prompt_tokens_details": null } }, "elapsed_seconds": 6.277444 }, { "request": { "model": "kimi-k3", "messages": [ { "role": "system", "content": "你是 Kimi,一个智能搜索助手。\n\n请按照以下步骤处理:\n1. 分析用户问题,识别关键信息需求\n2. 使用 $web_search 工具搜索相关信息\n3. 如果需要更多信息,可以多次调用搜索工具\n4. 综合所有信息,生成准确、全面的答案\n\n注意:\n- 搜索时使用精准的关键词\n- 优先获取最新、最权威的信息\n- 答案要结构清晰,有理有据\n" }, { "role": "user", "content": "截至 2026 年 7 月,东盟 10 个成员国的首都中,地理距离最近的一对是哪两个?\n请自主完成深度研究:先搜索成员国及官方首都的权威来源;检查还缺哪些坐标证据后,\n至少再执行一次不同的后续搜索来补齐可靠坐标;最后计算全部首都两两之间的大圆距离,\n给出最近一对、距离、计算方法、检索日期,并附可点击的来源链接。不要依赖记忆作答。" }, { "role": "assistant", "content": "", "tool_calls": [ { "id": "t-web_search-6a6a22a7c48f", "type": "function", "function": { "name": "$web_search", "arguments": "{\"search_result\":{\"search_id\":\"3b15ca0f6a6a22a74f50a500018810f9\"},\"usage\":{\"total_tokens\":4266}}" } } ] }, { "role": "tool", "tool_call_id": "t-web_search-6a6a22a7c48f", "name": "$web_search", "content": "{\"search_result\": {\"search_id\": \"3b15ca0f6a6a22a74f50a500018810f9\"}, \"usage\": {\"total_tokens\": 4266}}" } ], "temperature": 1, "max_tokens": 8192, "tools": [ { "type": "builtin_function", "function": { "name": "$web_search" } } ] }, "response": { "id": "chatcmpl-6a6a22a88dc9461ab3e2461e", "choices": [ { "finish_reason": "stop", "index": 0, "logprobs": null, "message": { "content": "搜索结果未完整返回,我重新执行搜索。", "refusal": null, "role": "assistant", "annotations": null, "audio": null, "function_call": null, "tool_calls": null, "reasoning_content": "The search result didn't include actual content in what I received. Let me look — the tool response only shows search_id and usage, no results content. It seems the results may not have been returned properly, or I need to check. Let me try searching again.\n\nActually, the response format seems truncated. Let me try another search to get the actual content." } } ], "created": 1785340586, "model": "kimi-k3", "object": "chat.completion", "service_tier": null, "system_fingerprint": null, "usage": { "completion_tokens": 98, "prompt_tokens": 457, "total_tokens": 555, "completion_tokens_details": { "accepted_prediction_tokens": null, "audio_tokens": null, "reasoning_tokens": 73, "rejected_prediction_tokens": null }, "prompt_tokens_details": { "audio_tokens": null, "cached_tokens": 256 }, "cached_tokens": 256 } }, "elapsed_seconds": 11.16168 } ] }, { "attempt": 2, "answer": "抱歉,我无法获取足够的信息来回答您的问题。", "validation": { "checks": { "direct_moonshot_api": true, "exact_model": true, "provider_response_each_turn": false, "hosted_search_tool_declared_each_search_turn": true, "multiple_hosted_searches": false, "reasoning_observed": true, "final_answer_observed": false, "source_links_in_answer": false, "distance_result_in_answer": false }, "passed": false, "search_ids": [ "df239d206a6a22b64f50a50001881119" ], "usage": { "prompt_tokens": 652, "completion_tokens": 93, "total_tokens": 745, "cached_prompt_tokens": 256, "reasoning_tokens": 77 } }, "api_turns": [ { "request": { "model": "kimi-k3", "messages": [ { "role": "system", "content": "你是 Kimi,一个智能搜索助手。\n\n请按照以下步骤处理:\n1. 分析用户问题,识别关键信息需求\n2. 使用 $web_search 工具搜索相关信息\n3. 如果需要更多信息,可以多次调用搜索工具\n4. 综合所有信息,生成准确、全面的答案\n\n注意:\n- 搜索时使用精准的关键词\n- 优先获取最新、最权威的信息\n- 答案要结构清晰,有理有据\n" }, { "role": "user", "content": "截至 2026 年 7 月,东盟 10 个成员国的首都中,地理距离最近的一对是哪两个?\n请自主完成深度研究:先搜索成员国及官方首都的权威来源;检查还缺哪些坐标证据后,\n至少再执行一次不同的后续搜索来补齐可靠坐标;最后计算全部首都两两之间的大圆距离,\n给出最近一对、距离、计算方法、检索日期,并附可点击的来源链接。不要依赖记忆作答。" } ], "temperature": 1, "max_tokens": 8192, "tools": [ { "type": "builtin_function", "function": { "name": "$web_search" } } ] }, "response": { "id": "chatcmpl-6a6a22b67dcaa60001ac54e8", "choices": [ { "finish_reason": "tool_calls", "index": 0, "logprobs": null, "message": { "content": "", "refusal": null, "role": "assistant", "annotations": null, "audio": null, "function_call": null, "tool_calls": [ { "id": "t-web_search-6a6a22b67dca", "function": { "arguments": "{\"search_result\":{\"search_id\":\"df239d206a6a22b64f50a50001881119\"},\"usage\":{\"total_tokens\":5372}}", "name": "$web_search" }, "type": "builtin_function" } ] } } ], "created": 1785340598, "model": "kimi-k3", "object": "chat.completion", "service_tier": null, "system_fingerprint": null, "usage": { "completion_tokens": 1, "prompt_tokens": 203, "total_tokens": 204, "completion_tokens_details": null, "prompt_tokens_details": null } }, "elapsed_seconds": 1.740362 }, { "request": { "model": "kimi-k3", "messages": [ { "role": "system", "content": "你是 Kimi,一个智能搜索助手。\n\n请按照以下步骤处理:\n1. 分析用户问题,识别关键信息需求\n2. 使用 $web_search 工具搜索相关信息\n3. 如果需要更多信息,可以多次调用搜索工具\n4. 综合所有信息,生成准确、全面的答案\n\n注意:\n- 搜索时使用精准的关键词\n- 优先获取最新、最权威的信息\n- 答案要结构清晰,有理有据\n" }, { "role": "user", "content": "截至 2026 年 7 月,东盟 10 个成员国的首都中,地理距离最近的一对是哪两个?\n请自主完成深度研究:先搜索成员国及官方首都的权威来源;检查还缺哪些坐标证据后,\n至少再执行一次不同的后续搜索来补齐可靠坐标;最后计算全部首都两两之间的大圆距离,\n给出最近一对、距离、计算方法、检索日期,并附可点击的来源链接。不要依赖记忆作答。" }, { "role": "assistant", "content": "", "tool_calls": [ { "id": "t-web_search-6a6a22b67dca", "type": "function", "function": { "name": "$web_search", "arguments": "{\"search_result\":{\"search_id\":\"df239d206a6a22b64f50a50001881119\"},\"usage\":{\"total_tokens\":5372}}" } } ] }, { "role": "tool", "tool_call_id": "t-web_search-6a6a22b67dca", "name": "$web_search", "content": "{\"search_result\": {\"search_id\": \"df239d206a6a22b64f50a50001881119\"}, \"usage\": {\"total_tokens\": 5372}}" } ], "temperature": 1, "max_tokens": 8192, "tools": [ { "type": "builtin_function", "function": { "name": "$web_search" } } ] }, "response": { "id": "chatcmpl-6a6a22b7a5dea32f85466e4b", "choices": [ { "finish_reason": "stop", "index": 0, "logprobs": null, "message": { "content": "", "refusal": null, "role": "assistant", "annotations": null, "audio": null, "function_call": null, "tool_calls": null, "reasoning_content": "The web_search result only returned a search_id without actual content. It seems the search results are not included in the response. Let me try again with a different query to get actual results.\n\nThe result format shows only search_id, no snippets or content. Maybe I need to call it again or the results are implicit. Let me try another search to see if I get content." } } ], "created": 1785340601, "model": "kimi-k3", "object": "chat.completion", "service_tier": null, "system_fingerprint": null, "usage": { "completion_tokens": 92, "prompt_tokens": 449, "total_tokens": 541, "completion_tokens_details": { "accepted_prediction_tokens": null, "audio_tokens": null, "reasoning_tokens": 77, "rejected_prediction_tokens": null }, "prompt_tokens_details": { "audio_tokens": null, "cached_tokens": 256 }, "cached_tokens": 256 } }, "elapsed_seconds": 6.951842 } ] }, { "attempt": 3, "answer": "抱歉,我无法获取足够的信息来回答您的问题。", "validation": { "checks": { "direct_moonshot_api": true, "exact_model": true, "provider_response_each_turn": false, "hosted_search_tool_declared_each_search_turn": true, "multiple_hosted_searches": false, "reasoning_observed": true, "final_answer_observed": false, "source_links_in_answer": false, "distance_result_in_answer": false }, "passed": false, "search_ids": [ "7cf26c246a6a22c34f50a50001881141" ], "usage": { "prompt_tokens": 654, "completion_tokens": 54, "total_tokens": 708, "cached_prompt_tokens": 256, "reasoning_tokens": 38 } }, "api_turns": [ { "request": { "model": "kimi-k3", "messages": [ { "role": "system", "content": "你是 Kimi,一个智能搜索助手。\n\n请按照以下步骤处理:\n1. 分析用户问题,识别关键信息需求\n2. 使用 $web_search 工具搜索相关信息\n3. 如果需要更多信息,可以多次调用搜索工具\n4. 综合所有信息,生成准确、全面的答案\n\n注意:\n- 搜索时使用精准的关键词\n- 优先获取最新、最权威的信息\n- 答案要结构清晰,有理有据\n" }, { "role": "user", "content": "截至 2026 年 7 月,东盟 10 个成员国的首都中,地理距离最近的一对是哪两个?\n请自主完成深度研究:先搜索成员国及官方首都的权威来源;检查还缺哪些坐标证据后,\n至少再执行一次不同的后续搜索来补齐可靠坐标;最后计算全部首都两两之间的大圆距离,\n给出最近一对、距离、计算方法、检索日期,并附可点击的来源链接。不要依赖记忆作答。" } ], "temperature": 1, "max_tokens": 8192, "tools": [ { "type": "builtin_function", "function": { "name": "$web_search" } } ] }, "response": { "id": "chatcmpl-6a6a22c38fcd8100016b9ae6", "choices": [ { "finish_reason": "tool_calls", "index": 0, "logprobs": null, "message": { "content": "", "refusal": null, "role": "assistant", "annotations": null, "audio": null, "function_call": null, "tool_calls": [ { "id": "t-web_search-6a6a22c38fcd", "function": { "arguments": "{\"search_result\":{\"search_id\":\"7cf26c246a6a22c34f50a50001881141\"},\"usage\":{\"total_tokens\":3583}}", "name": "$web_search" }, "type": "builtin_function" } ] } } ], "created": 1785340611, "model": "kimi-k3", "object": "chat.completion", "service_tier": null, "system_fingerprint": null, "usage": { "completion_tokens": 1, "prompt_tokens": 203, "total_tokens": 204, "completion_tokens_details": null, "prompt_tokens_details": null } }, "elapsed_seconds": 1.362886 }, { "request": { "model": "kimi-k3", "messages": [ { "role": "system", "content": "你是 Kimi,一个智能搜索助手。\n\n请按照以下步骤处理:\n1. 分析用户问题,识别关键信息需求\n2. 使用 $web_search 工具搜索相关信息\n3. 如果需要更多信息,可以多次调用搜索工具\n4. 综合所有信息,生成准确、全面的答案\n\n注意:\n- 搜索时使用精准的关键词\n- 优先获取最新、最权威的信息\n- 答案要结构清晰,有理有据\n" }, { "role": "user", "content": "截至 2026 年 7 月,东盟 10 个成员国的首都中,地理距离最近的一对是哪两个?\n请自主完成深度研究:先搜索成员国及官方首都的权威来源;检查还缺哪些坐标证据后,\n至少再执行一次不同的后续搜索来补齐可靠坐标;最后计算全部首都两两之间的大圆距离,\n给出最近一对、距离、计算方法、检索日期,并附可点击的来源链接。不要依赖记忆作答。" }, { "role": "assistant", "content": "", "tool_calls": [ { "id": "t-web_search-6a6a22c38fcd", "type": "function", "function": { "name": "$web_search", "arguments": "{\"search_result\":{\"search_id\":\"7cf26c246a6a22c34f50a50001881141\"},\"usage\":{\"total_tokens\":3583}}" } } ] }, { "role": "tool", "tool_call_id": "t-web_search-6a6a22c38fcd", "name": "$web_search", "content": "{\"search_result\": {\"search_id\": \"7cf26c246a6a22c34f50a50001881141\"}, \"usage\": {\"total_tokens\": 3583}}" } ], "temperature": 1, "max_tokens": 8192, "tools": [ { "type": "builtin_function", "function": { "name": "$web_search" } } ] }, "response": { "id": "chatcmpl-6a6a22e2adf8be004bbd9338", "choices": [ { "finish_reason": "stop", "index": 0, "logprobs": null, "message": { "content": "", "refusal": null, "role": "assistant", "annotations": null, "audio": null, "function_call": null, "tool_calls": null, "reasoning_content": "Search returned nothing visible. Need call again with query. The user asked deep research with multiple searches and links. Need gather authoritative sources. Search web for ASEAN member states capitals official." } } ], "created": 1785340653, "model": "kimi-k3", "object": "chat.completion", "service_tier": null, "system_fingerprint": null, "usage": { "completion_tokens": 53, "prompt_tokens": 451, "total_tokens": 504, "completion_tokens_details": { "accepted_prediction_tokens": null, "audio_tokens": null, "reasoning_tokens": 38, "rejected_prediction_tokens": null }, "prompt_tokens_details": { "audio_tokens": null, "cached_tokens": 256 }, "cached_tokens": 256 } }, "elapsed_seconds": 44.713356 } ] } ], "run": { "provider": "moonshot", "model": "kimi-k3", "base_url": "https://api.moonshot.cn/v1", "question": "截至 2026 年 7 月,东盟 10 个成员国的首都中,地理距离最近的一对是哪两个?\n请自主完成深度研究:先搜索成员国及官方首都的权威来源;检查还缺哪些坐标证据后,\n至少再执行一次不同的后续搜索来补齐可靠坐标;最后计算全部首都两两之间的大圆距离,\n给出最近一对、距离、计算方法、检索日期,并附可点击的来源链接。不要依赖记忆作答。", "answer": "抱歉,我无法获取足够的信息来回答您的问题。", "trace": [ { "iteration": 1, "type": "action", "tool": "$web_search", "args": { "search_result": { "search_id": "7cf26c246a6a22c34f50a50001881141" }, "usage": { "total_tokens": 3583 } } }, { "iteration": 1, "type": "observation", "tool": "$web_search", "content": "{\"search_result\": {\"search_id\": \"7cf26c246a6a22c34f50a50001881141\"}, \"usage\": {\"total_tokens\": 3583}}" }, { "iteration": 2, "type": "thought", "content": "Search returned nothing visible. Need call again with query. The user asked deep research with multiple searches and links. Need gather authoritative sources. Search web for ASEAN member states capitals official." } ], "api_turns": [ { "request": { "model": "kimi-k3", "messages": [ { "role": "system", "content": "你是 Kimi,一个智能搜索助手。\n\n请按照以下步骤处理:\n1. 分析用户问题,识别关键信息需求\n2. 使用 $web_search 工具搜索相关信息\n3. 如果需要更多信息,可以多次调用搜索工具\n4. 综合所有信息,生成准确、全面的答案\n\n注意:\n- 搜索时使用精准的关键词\n- 优先获取最新、最权威的信息\n- 答案要结构清晰,有理有据\n" }, { "role": "user", "content": "截至 2026 年 7 月,东盟 10 个成员国的首都中,地理距离最近的一对是哪两个?\n请自主完成深度研究:先搜索成员国及官方首都的权威来源;检查还缺哪些坐标证据后,\n至少再执行一次不同的后续搜索来补齐可靠坐标;最后计算全部首都两两之间的大圆距离,\n给出最近一对、距离、计算方法、检索日期,并附可点击的来源链接。不要依赖记忆作答。" } ], "temperature": 1, "max_tokens": 8192, "tools": [ { "type": "builtin_function", "function": { "name": "$web_search" } } ] }, "response": { "id": "chatcmpl-6a6a22c38fcd8100016b9ae6", "choices": [ { "finish_reason": "tool_calls", "index": 0, "logprobs": null, "message": { "content": "", "refusal": null, "role": "assistant", "annotations": null, "audio": null, "function_call": null, "tool_calls": [ { "id": "t-web_search-6a6a22c38fcd", "function": { "arguments": "{\"search_result\":{\"search_id\":\"7cf26c246a6a22c34f50a50001881141\"},\"usage\":{\"total_tokens\":3583}}", "name": "$web_search" }, "type": "builtin_function" } ] } } ], "created": 1785340611, "model": "kimi-k3", "object": "chat.completion", "service_tier": null, "system_fingerprint": null, "usage": { "completion_tokens": 1, "prompt_tokens": 203, "total_tokens": 204, "completion_tokens_details": null, "prompt_tokens_details": null } }, "elapsed_seconds": 1.362886 }, { "request": { "model": "kimi-k3", "messages": [ { "role": "system", "content": "你是 Kimi,一个智能搜索助手。\n\n请按照以下步骤处理:\n1. 分析用户问题,识别关键信息需求\n2. 使用 $web_search 工具搜索相关信息\n3. 如果需要更多信息,可以多次调用搜索工具\n4. 综合所有信息,生成准确、全面的答案\n\n注意:\n- 搜索时使用精准的关键词\n- 优先获取最新、最权威的信息\n- 答案要结构清晰,有理有据\n" }, { "role": "user", "content": "截至 2026 年 7 月,东盟 10 个成员国的首都中,地理距离最近的一对是哪两个?\n请自主完成深度研究:先搜索成员国及官方首都的权威来源;检查还缺哪些坐标证据后,\n至少再执行一次不同的后续搜索来补齐可靠坐标;最后计算全部首都两两之间的大圆距离,\n给出最近一对、距离、计算方法、检索日期,并附可点击的来源链接。不要依赖记忆作答。" }, { "role": "assistant", "content": "", "tool_calls": [ { "id": "t-web_search-6a6a22c38fcd", "type": "function", "function": { "name": "$web_search", "arguments": "{\"search_result\":{\"search_id\":\"7cf26c246a6a22c34f50a50001881141\"},\"usage\":{\"total_tokens\":3583}}" } } ] }, { "role": "tool", "tool_call_id": "t-web_search-6a6a22c38fcd", "name": "$web_search", "content": "{\"search_result\": {\"search_id\": \"7cf26c246a6a22c34f50a50001881141\"}, \"usage\": {\"total_tokens\": 3583}}" } ], "temperature": 1, "max_tokens": 8192, "tools": [ { "type": "builtin_function", "function": { "name": "$web_search" } } ] }, "response": { "id": "chatcmpl-6a6a22e2adf8be004bbd9338", "choices": [ { "finish_reason": "stop", "index": 0, "logprobs": null, "message": { "content": "", "refusal": null, "role": "assistant", "annotations": null, "audio": null, "function_call": null, "tool_calls": null, "reasoning_content": "Search returned nothing visible. 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Search web for ASEAN member states capitals official." } } ], "created": 1785340653, "model": "kimi-k3", "object": "chat.completion", "service_tier": null, "system_fingerprint": null, "usage": { "completion_tokens": 53, "prompt_tokens": 451, "total_tokens": 504, "completion_tokens_details": { "accepted_prediction_tokens": null, "audio_tokens": null, "reasoning_tokens": 38, "rejected_prediction_tokens": null }, "prompt_tokens_details": { "audio_tokens": null, "cached_tokens": 256 }, "cached_tokens": 256 } }, "elapsed_seconds": 44.713356 } ] }, "acceptance": { "checks": { "direct_moonshot_api": true, "exact_model": true, "provider_response_each_turn": false, "hosted_search_tool_declared_each_search_turn": true, "multiple_hosted_searches": false, "reasoning_observed": true, "final_answer_observed": false, "source_links_in_answer": false, "distance_result_in_answer": false }, "passed": false, "search_ids": [ "7cf26c246a6a22c34f50a50001881141" ], "usage": { "prompt_tokens": 654, "completion_tokens": 54, "total_tokens": 708, "cached_prompt_tokens": 256, "reasoning_tokens": 38 } } }