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[{"type":"thinking","text" [{"type":"thinking","text":"Let me re-read. The user says:\n\n\"这个不是我的案例看到你的历史档案了——7月你萃取过存量客户盘活的方法论,另一位同事萃取了客户异议处理。训练师都是为企业各个岗位上的智能体,结合岗位经验做成智能体\"\n\nHmm, parsing this Chinese is a bit tricky. Let me parse:\n- \"这个不是我的案例\" — This is not my case? Referring to what? Maybe referring to the previous session \"2026-07-24_xiaoguo-001\" (石头's 客户异议处理) — that one wasn't his. Actually 小郭 IS 小郭 in the first session. In the second session the expert alias is 石头. So the user is clarifying: the 异议处理 session is not his case, it's another colleague (石头). And \"7月你萃取过存量客户盘活的方法论\" — the first session IS his. But he says \"这个不是我的案例\" — perhaps referring to \"另一位同事萃取客户异议处理\" being not his case.\n\n- \"训练师都是为企业各个岗位上的智能体,结合岗位经验做成智能体\" — This seems to describe what the \"训练师\" (trainer) does: the trainers are [training/creating] AI agents (智能体) for various positions/roles in enterprises, combining position experience to make agents.\n\nWait. So the \"训练师\" role is now clarified — 小郭 might be involved in a company where \"训练师\" train AI agents (智能体)? Or the company trains 智能体 for enterprise positions using 岗位经验.\n\nLet me reconsider. Perhaps the context: 小郭 works at a company whose business is 训练师/萃取 — i.e., they extract expert experience (岗位经验) and turn it into 智能体 (AI agents) for enterprise positions. So the \"训练师\" (trainers) are the people who do this work — they train agents by combining expert experience from positions.\n\nActually rereading: \"训练师都是为企业各个岗位上的智能体,结合岗位经验做成智能体\"\n\nInterpretation: The 训练师 (trainer role) is: for each position (岗位) in the enterprise, [they] build AI agents combining the experience of that position into agents. So \"训练师\" here = AI agent trainer / prompt engineer-ish role who turns job experience into agents.\n\nHmm, but earlier the user said \"我想萃取我们公司经验资深的训练师的训法和思维,我自己,哈哈\" — I want to extract the training methods and thinking of the company's experienced senior trainer, myself. So 小郭 IS a senior 训练师 at this company. And the company's 训练师 build 智能体 for enterprise positions.\n\nNow he's saying \"这个不是我的案例\" — in my previous exploration I mentioned \"7月你萃取过存量客户盘活的方法论,另一位同事萃取了客户异议处理\" — maybe he's pointing out the second one (客户异议处理, by 石头) is not his case. But actually, he says \"这个不是我的案例\" right after \"看到你的历史档案了\". Wait the exact text: \"这个不是我的案例看到你的历史档案了——7月你萃取过存量客户盘活的方法论,另一位同事萃取了客户异议处理。\"\n\nPerhaps he means: \"这不是我的案例。看到你的历史档案了——7月你[我]萃取过存量客户盘活的方法论,另一位同事萃取了客户异议处理。\" Hmm, confusing. It might be that he considers both previous sessions not really his current direction. Or he's clarifying that 存量客户盘活 IS his (from the first session) but he doesn't want to continue that thread.\n\nThen he clarifies the actual work of 训练师: they build 智能体 for enterprise positions, combining job experience.\n\nSo the direction大类: this is about AI agents / building 智能体 with 岗位经验. Hmm. The direction categories previously: 销售类/管理类/工程类/合规类/客户成功类. Now the new context is about building agents for various positions.\n\nWait, but that's meta: this AI-Extraction-Engine project itself is about 把专家经验萃取为知识卡供外部 Agent 通过 SDK 调用. So maybe 小郭's company does exactly this: they train 智能体 (agents) for each enterprise position by combining position experience (through this extraction engine). And the \"训练师\" here might be the people who train these agents.\n\nHmm, so what does 小郭 actually do? Let me reconsider the memory: \"用户: 小郭; 角色: 客户成功(CS)领域\". And previous session: 小郭 was 存量客户盘活项目负责人 in 客户成功 direction. Now he says he's a 资深训练师.\n\nMaybe the company pivoted or he has a new role. Now, he wants to extract the 训法 (training methods) and 思维 (thinking) of senior 训练师. And who are the 训练师? \"训练师都是为企业各个岗位上的智能体,结合岗位经验做成智能体\".\n\nLet me re-parse more carefully. \"训练师都是为企业各个岗位上的[训练]智能体\" hmm. Actually maybe: \"训练师都[是]为企业各个岗位上的[工作]—— 智能体,结合岗位经验做成智能体\". \n\nAlternative parse: \"训练师都是为企业各个岗位 训练 智能体,结合岗位经验做成智能体\" (missing 训练 verb). I.e., \"Trainers train agents for various enterprise positions — combining position experience into agents.\"\n\nSo 小郭's company produces AI agents for enterprise roles. The 训练师 is the person who builds/trains these agents, injecting 岗位经验 (the experience of people working in that position) into the agent. 小郭 is one such senior 训练师.\n\nThis makes sense in context of the AI-Extraction-Engine project: the company extracts expert experience (岗位经验) to build agents. The \"训练师\" trains the agents by combining extracted expert experience.\n\nSo when he wants to extract \"资深训练师的训法和思维\" — he wants to codify how a senior agent-trainer works: how they go about building an agent for a given enterprise position (how to interview the expert? how to turn experience into agent behavior?), and their thinking.\n\nNow the direction大类 for the session... He's in an AI/agent-building company. The 训练师 role is a new-ish profession. Direction could be \"智能体训练类\" or maybe 培训类. Since the categories in the skill are 销售类/管理类/工程类/合规类/客户成功类, but these are examples. For this case, the direction is about 训练师训法 — building agents from job experience.\n\nActually, maybe simpler: this whole thing is about 训练师 = 智能体训练师. The direction大类 should be something like \"AI 智能体/训法类\" or maybe keep it as \"训练师训法类\".\n\nAlso I need to correct my earlier gaffe: I conflated his case with 石头's (客户异议处理). He says \"这个不是我的案例\" — actually pointing out the 客户异议处理 was not his. Let me acknowledge.\n\nWait, actually re-reading one more time: \"这个不是我的案例看到你的历史档案了——7月你萃取过存量客户盘活的方法论,另一位同事萃取了客户异议处理。训练师都是为企业各个岗位上的智能体,结合岗位经验做成智能体\"\n\nMaybe he means: \"This [本次要萃取的训练师方向] is not my old case [存量客户盘活]. I saw your history files — in July [I/you] extracted 存量客户盘活 methodology, another colleague extracted 客户异议处理.\" So he's distinguishing the new extraction from old ones. And then he clarifies what 训练师 does.\n\nSo the new extraction: 小郭 as senior 训练师, and 训练师 builds agents for enterprise positions by combining job experience.\n\nI should:\n1. Acknowledge the correction — I over-reached by citing his historical sessions; note that the new topic differs.\n2. Confirm my understanding of what 训练师 does.\n3. Ask/confirm the direction category in one word for the session.\n\nI think the direction is best described as \"训练师(智能体训练)类\" or perhaps simply \"客户成功类\"? No — the object is training agents, not customer success. The closest category... Actually the work is: 把岗位经验做成智能体. The trainer's craft. Direction might be \"AI 训练师/智能体类\". Since skill says direction is one word 大类. I'll offer: 智能体类 / 培训类.\n\nBut hold on — is 小郭 the expert being interviewed, or is he the organizer sponsoring extraction of OTHER senior 训练师? Earlier he said \"萃取我们公司经验资深的训练师的训法和思维,我自己,哈哈\". The \"我自己,哈哈\" — I interpreted as he is the expert. Hmm but maybe \"我自己\" means \"by myself\"? Earlier I asked \"萃取对象就是你本人,对吗?\" He didn't answer via the question tool but he continued. In his last message he didn't dispute that. Let me just proceed with the working assumption that he's the expert, but I should confirm since it's crucial to the session. Actually he already said \"我自己\" with 哈哈. And didn't object to my framing \"你想萃取你自己\". So assume 小郭 = 专家.\n\nBut wait — now with new info \"训练师都是为企业各个岗位上的智能体,结合岗位经验做成智能体\", if 小郭 is the senior trainer, then the extraction theme is his methods for training/building agents from job experience. That's a meta-level: extracting how to extract/build agents. Very aligned with the AI-Extraction-Engine domain! This project literally extracts expert experience into knowledge cards consumed by external agents. So 小郭's company uses this engine to build agents for enterprise positions; 小郭 as senior 训练师 does this work; he wants to extract his own craft of doing so.\n\nThis is a genuinely interesting case. Direction: I'd call it \"智能体训练/训法类\". Since categories are examples, I can pick a coarse direction word. Let me confirm with him conversationally in one short question, since he twice declined the multiple-choice tool, so use plain text.\n\nActually — I already asked direction in the previous turn and he responded with clarification instead of picking a category. So I should propose a direction and confirm, rather than asking another open question. Let me propose: direction = \"智能体(Agent)训法类\" — actually to keep it one word: \"智能体训练类\". Hmm, but maybe his company's trainers are building agents across 销售/客服/运营 etc. The core craft is 训法.\n\nLet me not over-engineer. I'll:\n1. Acknowledge the mix-up (correct the record).\n2. Reflect my updated understanding: he's a 资深训练师 whose job is turning 岗位经验 into 智能体 (for various enterprise positions). And he wants to extract his own 训法+思维.\n3. Confirm direction word for the file + confirm he's the expert.\n\nKeep it short, business language, no internal jargon. Don't expose file names, skill names, error codes. \"档案\" was fine — but CLAUDE.md says don't expose file paths. I said \"项目档案里\" earlier — that's arguably ok as \"档案\", but I did list historical case names which is fine (business level).\n\nNow about actually creating the session: I should wait to get the direction confirmed before writing meta.json, because businessGoal.direction is one field. But the skill says keep it light. Given he already told me \"训练师\" craft, I can set direction ~ \"训练/训法类\" but I want a 1-word coarse category. Since the interviewee is him and theme is 训练师训法 for agents... Actually, is this even about agent-training? Let me not assume too much. Let me confirm quickly.\n\nI'll reply in a compact text message asking to confirm the direction as \"训练师·智能体训法类\" — but maybe simpler: propose I'll record direction as \"训练师训法(AI 智能体)类\", and start the interview. Ask him to just confirm yes or adjust. One question."},{"type":"thinking","text":"Let me re-read. The user says:\n\n\"这个不是我的案例看到你的历史档案了——7月你萃取过存量客户盘活的方法论,另一位同事萃取了客户异议处理。训练师都是为企业各个岗位上的智能体,结合岗位经验做成智能体\"\n\nHmm, parsing this Chinese is a bit tricky. Let me parse:\n- \"这个不是我的案例\" — This is not my case? Referring to what? Maybe referring to the previous session \"2026-07-24_xiaoguo-001\" (石头's 客户异议处理) — that one wasn't his. Actually 小郭 IS 小郭 in the first session. In the second session the expert alias is 石头. So the user is clarifying: the 异议处理 session is not his case, it's another colleague (石头). And \"7月你萃取过存量客户盘活的方法论\" — the first session IS his. But he says \"这个不是我的案例\" — perhaps referring to \"另一位同事萃取客户异议处理\" being not his case.\n\n- \"训练师都是为企业各个岗位上的智能体,结合岗位经验做成智能体\" — This seems to describe what the \"训练师\" (trainer) does: the trainers are [training/creating] AI agents (智能体) for various positions/roles in enterprises, combining position experience to make agents.\n\nWait. So the \"训练师\" role is now clarified — 小郭 might be involved in a company where \"训练师\" train AI agents (智能体)? Or the company trains 智能体 for enterprise positions using 岗位经验.\n\nLet me reconsider. Perhaps the context: 小郭 works at a company whose business is 训练师/萃取 — i.e., they extract expert experience (岗位经验) and turn it into 智能体 (AI agents) for enterprise positions. So the \"训练师\" (trainers) are the people who do this work — they train agents by combining expert experience from positions.\n\nActually rereading: \"训练师都是为企业各个岗位上的智能体,结合岗位经验做成智能体\"\n\nInterpretation: The 训练师 (trainer role) is: for each position (岗位) in the enterprise, [they] build AI agents combining the experience of that position into agents. So \"训练师\" here = AI agent trainer / prompt engineer-ish role who turns job experience into agents.\n\nHmm, but earlier the user said \"我想萃取我们公司经验资深的训练师的训法和思维,我自己,哈哈\" — I want to extract the training methods and thinking of the company's experienced senior trainer, myself. So 小郭 IS a senior 训练师 at this company. And the company's 训练师 build 智能体 for enterprise positions.\n\nNow he's saying \"这个不是我的案例\" — in my previous exploration I mentioned \"7月你萃取过存量客户盘活的方法论,另一位同事萃取了客户异议处理\" — maybe he's pointing out the second one (客户异议处理, by 石头) is not his case. But actually, he says \"这个不是我的案例\" right after \"看到你的历史档案了\". Wait the exact text: \"这个不是我的案例看到你的历史档案了——7月你萃取过存量客户盘活的方法论,另一位同事萃取了客户异议处理。\"\n\nPerhaps he means: \"这不是我的案例。看到你的历史档案了——7月你[我]萃取过存量客户盘活的方法论,另一位同事萃取了客户异议处理。\" Hmm, confusing. It might be that he considers both previous sessions not really his current direction. Or he's clarifying that 存量客户盘活 IS his (from the first session) but he doesn't want to continue that thread.\n\nThen he clarifies the actual work of 训练师: they build 智能体 for enterprise positions, combining job experience.\n\nSo the direction大类: this is about AI agents / building 智能体 with 岗位经验. Hmm. The direction categories previously: 销售类/管理类/工程类/合规类/客户成功类. Now the new context is about building agents for various positions.\n\nWait, but that's meta: this AI-Extraction-Engine project itself is about 把专家经验萃取为知识卡供外部 Agent 通过 SDK 调用. So maybe 小郭's company does exactly this: they train 智能体 (agents) for each enterprise position by combining position experience (through this extraction engine). And the \"训练师\" here might be the people who train these agents.\n\nHmm, so what does 小郭 actually do? Let me reconsider the memory: \"用户: 小郭; 角色: 客户成功(CS)领域\". And previous session: 小郭 was 存量客户盘活项目负责人 in 客户成功 direction. Now he says he's a 资深训练师.\n\nMaybe the company pivoted or he has a new role. Now, he wants to extract the 训法 (training methods) and 思维 (thinking) of senior 训练师. And who are the 训练师? \"训练师都是为企业各个岗位上的智能体,结合岗位经验做成智能体\".\n\nLet me re-parse more carefully. \"训练师都是为企业各个岗位上的[训练]智能体\" hmm. Actually maybe: \"训练师都[是]为企业各个岗位上的[工作]—— 智能体,结合岗位经验做成智能体\". \n\nAlternative parse: \"训练师都是为企业各个岗位 训练 智能体,结合岗位经验做成智能体\" (missing 训练 verb). I.e., \"Trainers train agents for various enterprise positions — combining position experience into agents.\"\n\nSo 小郭's company produces AI agents for enterprise roles. The 训练师 is the person who builds/trains these agents, injecting 岗位经验 (the experience of people working in that position) into the agent. 小郭 is one such senior 训练师.\n\nThis makes sense in context of the AI-Extraction-Engine project: the company extracts expert experience (岗位经验) to build agents. The \"训练师\" trains the agents by combining extracted expert experience.\n\nSo when he wants to extract \"资深训练师的训法和思维\" — he wants to codify how a senior agent-trainer works: how they go about building an agent for a given enterprise position (how to interview the expert? how to turn experience into agent behavior?), and their thinking.\n\nNow the direction大类 for the session... He's in an AI/agent-building company. The 训练师 role is a new-ish profession. Direction could be \"智能体训练类\" or maybe 培训类. Since the categories in the skill are 销售类/管理类/工程类/合规类/客户成功类, but these are examples. For this case, the direction is about 训练师训法 — building agents from job experience.\n\nActually, maybe simpler: this whole thing is about 训练师 = 智能体训练师. The direction大类 should be something like \"AI 智能体/训法类\" or maybe keep it as \"训练师训法类\".\n\nAlso I need to correct my earlier gaffe: I conflated his case with 石头's (客户异议处理). He says \"这个不是我的案例\" — actually pointing out the 客户异议处理 was not his. Let me acknowledge.\n\nWait, actually re-reading one more time: \"这个不是我的案例看到你的历史档案了——7月你萃取过存量客户盘活的方法论,另一位同事萃取了客户异议处理。训练师都是为企业各个岗位上的智能体,结合岗位经验做成智能体\"\n\nMaybe he means: \"This [本次要萃取的训练师方向] is not my old case [存量客户盘活]. I saw your history files — in July [I/you] extracted 存量客户盘活 methodology, another colleague extracted 客户异议处理.\" So he's distinguishing the new extraction from old ones. And then he clarifies what 训练师 does.\n\nSo the new extraction: 小郭 as senior 训练师, and 训练师 builds agents for enterprise positions by combining job experience.\n\nI should:\n1. Acknowledge the correction — I over-reached by citing his historical sessions; note that the new topic differs.\n2. Confirm my understanding of what 训练师 does.\n3. Ask/confirm the direction category in one word for the session.\n\nI think the direction is best described as \"训练师(智能体训练)类\" or perhaps simply \"客户成功类\"? No — the object is training agents, not customer success. The closest category... Actually the work is: 把岗位经验做成智能体. The trainer's craft. Direction might be \"AI 训练师/智能体类\". Since skill says direction is one word 大类. I'll offer: 智能体类 / 培训类.\n\nBut hold on — is 小郭 the expert being interviewed, or is he the organizer sponsoring extraction of OTHER senior 训练师? Earlier he said \"萃取我们公司经验资深的训练师的训法和思维,我自己,哈哈\". The \"我自己,哈哈\" — I interpreted as he is the expert. Hmm but maybe \"我自己\" means \"by myself\"? Earlier I asked \"萃取对象就是你本人,对吗?\" He didn't answer via the question tool but he continued. In his last message he didn't dispute that. Let me just proceed with the working assumption that he's the expert, but I should confirm since it's crucial to the session. Actually he already said \"我自己\" with 哈哈. And didn't object to my framing \"你想萃取你自己\". So assume 小郭 = 专家.\n\nBut wait — now with new info \"训练师都是为企业各个岗位上的智能体,结合岗位经验做成智能体\", if 小郭 is the senior trainer, then the extraction theme is his methods for training/building agents from job experience. That's a meta-level: extracting how to extract/build agents. Very aligned with the AI-Extraction-Engine domain! This project literally extracts expert experience into knowledge cards consumed by external agents. So 小郭's company uses this engine to build agents for enterprise positions; 小郭 as senior 训练师 does this work; he wants to extract his own craft of doing so.\n\nThis is a genuinely interesting case. Direction: I'd call it \"智能体训练/训法类\". Since categories are examples, I can pick a coarse direction word. Let me confirm with him conversationally in one short question, since he twice declined the multiple-choice tool, so use plain text.\n\nActually — I already asked direction in the previous turn and he responded with clarification instead of picking a category. So I should propose a direction and confirm, rather than asking another open question. Let me propose: direction = \"智能体(Agent)训法类\" — actually to keep it one word: \"智能体训练类\". Hmm, but maybe his company's trainers are building agents across 销售/客服/运营 etc. The core craft is 训法.\n\nLet me not over-engineer. I'll:\n1. Acknowledge the mix-up (correct the record).\n2. Reflect my updated understanding: he's a 资深训练师 whose job is turning 岗位经验 into 智能体 (for various enterprise positions). And he wants to extract his own 训法+思维.\n3. Confirm direction word for the file + confirm he's the expert.\n\nKeep it short, business language, no internal jargon. Don't expose file names, skill names, error codes. \"档案\" was fine — but CLAUDE.md says don't expose file paths. I said \"项目档案里\" earlier — that's arguably ok as \"档案\", but I did list historical case names which is fine (business level).\n\nNow about actually creating the session: I should wait to get the direction confirmed before writing meta.json, because businessGoal.direction is one field. But the skill says keep it light. Given he already told me \"训练师\" craft, I can set direction ~ \"训练/训法类\" but I want a 1-word coarse category. Since the interviewee is him and theme is 训练师训法 for agents... Actually, is this even about agent-training? Let me not assume too much. Let me confirm quickly.\n\nI'll reply in a compact text message asking to confirm the direction as \"训练师·智能体训法类\" — but maybe simpler: propose I'll record direction as \"训练师训法(AI 智能体)类\", and start the interview. Ask him to just confirm yes or adjust. One question."},{"type":"text","text":"明白了,是我刚才把你和上次的案例串混了——记一下:**你这次的萃取对象是你自己,方向是\"资深训练师怎么把岗位经验做成智能体\"**,跟你 7 月那个\"存量客户盘活\"不是一回事。那个只是说明你之前做过客户成功方向,不代表这次内容。\n\n我也确认下我现在的理解,你看对不对:\n\n你是一家帮企业做智能体的公司里的**资深训练师**。你们做的事情是:针对企业里的各个岗位(销售、客服、运营……),把那个岗位上资深员工的经验挖出来,结合岗位特点,做成能上岗干活的智能体。而你想萃取的,就是你自己这套**\"怎么把人的经验训练成智能体\"的训法和思维**——也就是\"训练师的训练师\"那层功夫。\n\n如果是这个意思,我就把这次萃取的方向记为「**智能体训法类**」,专家写你本人。\n\n一个字不对就纠正我。对了的话跟我说声,或者直接来一句\"对,开始\",我就把档案建好,进入访谈——访谈会先从你真实带过的案例聊起,比如你最近做的一个最得意的智能体,是怎么把一个岗位的经验\"喂\"进去的。"}]...
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2026-09-09 07:01:04
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[{"type":"thinking","text" [{"type":"thinking","text":"Good. Let me record this and move to the next layer. Let me also ask about the frontline perspective - does 小郭 manage this team? It seems like they are the manager. Let me ask for the frontline perspective too, but also start moving toward Layer 3 (找标杆).\n\nActually, 小郭 seems to be the manager/customer success role. Let me ask about the frontline perspective and then move to finding benchmarks.\n\nLet me record and then ask about the frontline perspective and benchmark."},{"type":"thinking","text":"Good. Let me record this and move to the next layer. Let me also ask about the frontline perspective - does 小郭 manage this team? It seems like they are the manager. Let me ask for the frontline perspective too, but also start moving toward Layer 3 (找标杆).\n\nActually, 小郭 seems to be the manager/customer success role. Let me ask about the frontline perspective and then move to finding benchmarks.\n\nLet me record and then ask about the frontline perspective and benchmark."},{"type":"text","text":"明白了。价格敏感、比价严重、决策周期长导致跟单难——这是很典型的 SaaS 销售困境。"},{"type":"tool_use","id":"call_00_yzIxLAlVWnI8lNZVlbsW2206","name":"Bash","input":{"command":"cat >> /home/forge/workspace/forgeworkspace/AI-Extraction-Engine/raw/diagnose-2026-07-18/diagnostic-notes.jsonl << 'FORGEEOF'\n{\"turnId\": 2, \"layer\": \"gap\", \"role\": \"manager\", \"speaker\": \"小郭\", \"content\": \"核心短板：不会成交、跟单弱（时机/内容/异议处理/节奏把控都弱）。新人老人差距明显。客户比价严重、决策周期长、跟单消耗精力大。\", \"timestamp\": \"2026-07-18\"}\nFORGEEOF","description":"Append diagnostic note for layer 2"}},{"type":"tool_result","tool_use_id":"call_00_yzIxLAlVWnI8lNZVlbsW2206","content":"(Bash completed with no output)","is_error":false},{"type":"tool_raw_result","tool_use_id":"call_00_yzIxLAlVWnI8lNZVlbsW2206","tool_name":"Bash","raw_content":{"type":"text","text":"(Bash completed with no output)"}},{"type":"thinking","text":"Now let me move to Layer 3 - 找标杆. I need to ask about who the top performers are and what makes them different."},{"type":"text","text":"好，缺口已经清楚了。现在聊聊**团队里的标杆**。\n\n你们团队里，谁的成交率最高、跟单做得最好？TA 跟其他人相比，做法上最不一样的地方是什么？"}]...
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2026-07-18 15:21:26
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[{"type":"thinking","text" [{"type":"thinking","text":"Good, 石头 works with government/state-owned enterprise clients in the software industry. Let me naturally explore this a bit more before diving into the story. I should get a sense of their role, scope, and typical scenarios. Let me ask a bit about their work context."},{"type":"thinking","text":"Good, 石头 works with government/state-owned enterprise clients in the software industry. Let me naturally explore this a bit more before diving into the story. I should get a sense of their role, scope, and typical scenarios. Let me ask a bit about their work context."},{"type":"text","text":"政府客户，那跟一般企业客户很不一样。石头您在这个行业做客户经理多久了？主要管的是哪个区域的客户？"}]...
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2026-07-24 07:47:20
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[{"type":"thinking","text" [{"type":"thinking","text":"Good, now I'm getting a clearer picture. Let me proceed with the diagnostic process layer by layer. The user is describing the business:\n\n- Product: Software SaaS\n- Price: 30,000/year\n- Sales process: 获客 (acquisition) → 锁客 (locking in) → 成交 (deal) → 跟进 (follow-up)\n\nLet me continue with more questions to complete the first layer (画地图). I need to understand:\n1. The complete sales process in their own terms\n2. Who is responsible at each stage\n3. What metrics they track\n4. Whether there are different business types\n\nLet me ask more focused questions to fill in the map."},{"type":"thinking","text":"Good, now I'm getting a clearer picture. Let me proceed with the diagnostic process layer by layer. The user is describing the business:\n\n- Product: Software SaaS\n- Price: 30,000/year\n- Sales process: 获客 (acquisition) → 锁客 (locking in) → 成交 (deal) → 跟进 (follow-up)\n\nLet me continue with more questions to complete the first layer (画地图). I need to understand:\n1. The complete sales process in their own terms\n2. Who is responsible at each stage\n3. What metrics they track\n4. Whether there are different business types\n\nLet me ask more focused questions to fill in the map."},{"type":"text","text":"了解了——SaaS 软件，3 万/年，流程是获客→锁客→成交→跟进。\n\n再细化几个问题：\n\n1. **流程细节**——\"锁客\"这个阶段具体指什么环节？是出方案、做演示（POC），还是签框架协议？\n2. **角色分工**——销售专员自己跑完全程，还是到了某个阶段经理/技术会介入？\n3. **团队规模**——整个销售团队大概多少人？新人比例高吗？\n4. **日常指标**——你们主要盯哪些数据？比如拜访量、演示量、成交率这些？"}]...
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2026-07-18 15:12:01
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[{"type":"thinking","text" [{"type":"thinking","text":"Good, I'm getting a clearer picture. Let me summarize what I've learned so far and move to the next layer - finding capability gaps. But first, let me also ask about business types since the framework mentions understanding if there are different segments.\n\nLet me recap what I know:\n- Product: SaaS software, 30,000 RMB/year\n- Sales process: 获客 (lead generation) → 锁客 (proposal + contract) → 成交 (close) → 跟进 (follow-up)\n- At 锁客 stage: 出方案+合同\n- Manager gets involved at contract signing stage\n- Metrics: 拜访量 (visits), 成交率 (close rate)\n- Team: not specified yet\n\nI should ask about:\n1. Whether there are different types of customers/products (业务分型)\n2. Team size and composition\n\nThen move to layer 2 - finding gaps."},{"type":"thinking","text":"Good, I'm getting a clearer picture. Let me summarize what I've learned so far and move to the next layer - finding capability gaps. But first, let me also ask about business types since the framework mentions understanding if there are different segments.\n\nLet me recap what I know:\n- Product: SaaS software, 30,000 RMB/year\n- Sales process: 获客 (lead generation) → 锁客 (proposal + contract) → 成交 (close) → 跟进 (follow-up)\n- At 锁客 stage: 出方案+合同\n- Manager gets involved at contract signing stage\n- Metrics: 拜访量 (visits), 成交率 (close rate)\n- Team: not specified yet\n\nI should ask about:\n1. Whether there are different types of customers/products (业务分型)\n2. Team size and composition\n\nThen move to layer 2 - finding gaps."},{"type":"text","text":"清楚了。再问两个补充的：\n\n1. **你们的客户有没有明显分类？** 比如不同规模的客户、不同行业，做法会不一样？\n2. **团队大概多少人？新人（入职不到半年）和老手的比例如何？**"}]...
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2026-07-18 15:12:45
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[{"type":"thinking","text" [{"type":"thinking","text":"Good, 10 years of experience in Guangdong, government sector. Let me update the meta.json with this info and then continue the conversation naturally.\n\nLet me update the role, scope, and yearsOfExperience."},{"type":"thinking","text":"Good, 10 years of experience in Guangdong, government sector. Let me update the meta.json with this info and then continue the conversation naturally.\n\nLet me update the role, scope, and yearsOfExperience."},{"type":"tool_use","id":"call_00_qwIFsicLUgdqi75wOy3F0708","name":"Edit","input":{"file_path":"/home/forge/workspace/forgeworkspace/AI-Extraction-Engine/raw/2026-07-24_xiaoguo-001/meta.json","old_string":"\"role\": \"\"","new_string":"\"role\": \"软件行业客户经理\""}},{"type":"tool_result","tool_use_id":"call_00_qwIFsicLUgdqi75wOy3F0708","content":"The file /home/forge/workspace/forgeworkspace/AI-Extraction-Engine/raw/2026-07-24_xiaoguo-001/meta.json has been updated successfully. (file state is current in your context — no need to Read it back)","is_error":false},{"type":"tool_raw_result","tool_use_id":"call_00_qwIFsicLUgdqi75wOy3F0708","tool_name":"Edit","raw_content":{"type":"text","text":"The file /home/forge/workspace/forgeworkspace/AI-Extraction-Engine/raw/2026-07-24_xiaoguo-001/meta.json has been updated successfully. (file state is current in your context — no need to Read it back)"}},{"type":"thinking","text":"Let me update scope and yearsOfExperience too."},{"type":"tool_use","id":"call_00_OOZ7a2s3NexLuYSYRwch9258","name":"Edit","input":{"file_path":"/home/forge/workspace/forgeworkspace/AI-Extraction-Engine/raw/2026-07-24_xiaoguo-001/meta.json","old_string":"\"scope\": \"\"","new_string":"\"scope\": \"广东区域\""}},{"type":"tool_result","tool_use_id":"call_00_OOZ7a2s3NexLuYSYRwch9258","content":"The file /home/forge/workspace/forgeworkspace/AI-Extraction-Engine/raw/2026-07-24_xiaoguo-001/meta.json has been updated successfully. (file state is current in your context — no need to Read it back)","is_error":false},{"type":"tool_raw_result","tool_use_id":"call_00_OOZ7a2s3NexLuYSYRwch9258","tool_name":"Edit","raw_content":{"type":"text","text":"The file /home/forge/workspace/forgeworkspace/AI-Extraction-Engine/raw/2026-07-24_xiaoguo-001/meta.json has been updated successfully. (file state is current in your context — no need to Read it back)"}},{"type":"tool_use","id":"call_01_XOk4lLt1spt9o8nRdBs72348","name":"Edit","input":{"file_path":"/home/forge/workspace/forgeworkspace/AI-Extraction-Engine/raw/2026-07-24_xiaoguo-001/meta.json","old_string":"\"yearsOfExperience\": null","new_string":"\"yearsOfExperience\": 10"}},{"type":"tool_result","tool_use_id":"call_01_XOk4lLt1spt9o8nRdBs72348","content":"The file /home/forge/workspace/forgeworkspace/AI-Extraction-Engine/raw/2026-07-24_xiaoguo-001/meta.json has been updated successfully. (file state is current in your context — no need to Read it back)","is_error":false},{"type":"tool_raw_result","tool_use_id":"call_01_XOk4lLt1spt9o8nRdBs72348","tool_name":"Edit","raw_content":{"type":"text","text":"The file /home/forge/workspace/forgeworkspace/AI-Extraction-Engine/raw/2026-07-24_xiaoguo-001/meta.json has been updated successfully. (file state is current in your context — no need to Read it back)"}},{"type":"thinking","text":"Good. I've updated the meta.json. Now let me continue the conversation naturally. The user has 10 years of experience in the software industry as an account manager for government clients in Guangdong. Now I should guide the conversation toward a story - asking about a particularly challenging case/experience where they handled customer objections well."},{"type":"text","text":"十年广东政府客户，经验够厚。石头，政府项目的客户异议跟企业客户不是一回事——采购流程长、决策链复杂、需求变化也频繁。\n\n聊到客户异议处理，您最近有没有哪一次**特别坎坷、但最后扛下来了**的案例？就是那种\"差点翻车但救回来了\"的经历，跟我讲讲？"}]...
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2026-07-24 07:47:40
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[{"type":"text","text": [{"type":"text","text":"销服人员，也就是我们公司的销售，因为我们重视服务，所以，叫销服"}]...
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2026-09-08 23:58:28
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[{"type":"text","text": [{"type":"text","text":"销售团队，提升销售业绩"}]...
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2026-07-18 15:11:15
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[{"type":"text","text": [{"type":"text","text":"销冠"}]...
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2026-08-24 06:33:40
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[{"type":"text","text": [{"type":"text","text":"都有，明显"}]...
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2026-07-18 15:20:39
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[{"type":"text","text": [{"type":"text","text":"这个说来话长，你这个也没有语音功能，说起来效率不高啊"}]...
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2026-07-24 07:48:27
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[{"type":"text","text": [{"type":"text","text":"这个不是我的案例看到你的历史档案了——7月你萃取过存量客户盘活的方法论,另一位同事萃取了客户异议处理。训练师都是为企业各个岗位上的智能体，结合岗位经验做成智能体"}]...
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2026-09-09 07:00:36
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[{"type":"text","text": [{"type":"text","text":"还是不够具体不够清晰 不够形象，请使用通俗易懂的方式来叙述"}]...
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2026-07-16 08:02:25
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[{"type":"text","text": [{"type":"text","text":"运营类"}]...
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2026-07-29 01:38:34
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[{"type":"text","text": [{"type":"text","text":"软件SaaS，3万一年，获客、锁客、成交、跟进"}]...
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2026-07-18 15:11:55
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[{"type":"text","text": [{"type":"text","text":"赵老大，他是销冠"}]...
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2026-07-18 15:21:51
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[{"type":"text","text": [{"type":"text","text":"资料在哪里呀？"}]...
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2026-09-10 07:14:39
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[{"type":"text","text": [{"type":"text","text":"资料在哪里呀？"}]...
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2026-09-10 07:15:13
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[{"type":"text","text": [{"type":"text","text":"请告诉我你可以做什么？"}]...
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2026-09-03 08:42:41
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[{"type":"text","text": [{"type":"text","text":"请你帮我搜索关于 经验萃取的文章"}]...
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2026-07-16 07:37:16
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[{"type":"text","text": [{"type":"text","text":"详细阐述 \"挖、采、用\"三步体系"}]...
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2026-07-16 08:00:58
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[{"type":"text","text": [{"type":"text","text":"详细说明这个技能的内容是如何组织的？"}]...
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2026-07-16 12:53:35
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[{"type":"text","text": [{"type":"text","text":"试试"}]...
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2026-08-24 06:32:44
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[{"type":"text","text": [{"type":"text","text":"视频号运营"}]...
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2026-09-09 04:59:01
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[{"type":"text","text": [{"type":"text","text":"藏独"}]...
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2026-07-21 06:19:49
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[{"type":"text","text": [{"type":"text","text":"能给我输出一份html 文件吗？"}]...
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2026-07-16 08:38:03
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[{"type":"text","text": [{"type":"text","text":"给内训师本人当助手，以及培训经理业务专家制作课程"}]...
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2026-09-09 07:06:32
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[{"type":"text","text": [{"type":"text","text":"确认"}]...
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2026-07-16 11:58:16
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23221ad9-6ee7-4eba-b0ae-36d78b631322
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user
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[{"type":"text","text": [{"type":"text","text":"石头"}]...
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2026-07-24 07:46:56
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09b6bf4d-32e5-437f-a1ad-89d37406f021
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user
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[{"type":"text","text": [{"type":"text","text":"没事没事，我们继续吧，你可以显示一下你的进度吗"}]...
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2026-09-09 07:25:28
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420d2d37-862b-46e4-9625-288452120d9a
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876c07f0-12ba-4cfa-808f-fe52ad269433
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user
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[{"type":"text","text": [{"type":"text","text":"查询知识"}]...
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2026-07-30 10:34:50
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489c3e9e-f3aa-4a32-ada2-3f215ba12749
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user
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[{"type":"text","text": [{"type":"text","text":"查一下有没有绩效咨询顾问提升与sponsor介绍方案的能力？"}]...
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2026-09-03 08:44:42
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fa1b89ba-09da-442e-9674-100902e7eeab
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0aa529e3-999f-477d-98c7-77cfdd40142d
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user
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[{"type":"text","text": [{"type":"text","text":"是的，些微差距但不大。团队3-7人"}]...
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2026-07-18 15:18:33
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a0e1a71f-03fe-4d4e-8d35-65d5ef69233c
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user
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[{"type":"text","text": [{"type":"text","text":"我要做个课"}]...
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2026-09-09 04:58:21
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7842ef69-427a-483d-bf72-3ce9985a355e
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user
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[{"type":"text","text": [{"type":"text","text":"我的"}]...
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2026-09-09 04:59:17
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c4358c33-3481-4d8d-9f29-efda37e7facd
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user
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[{"type":"text","text": [{"type":"text","text":"我现在很难过希望你详细真实告诉我，想知道你是按照什么方法论或者萃取的流程来跟我对话的"}]...
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2026-09-09 07:14:32
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010bb0cd-633f-47d5-892a-5f3c09250a95
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c28b6b13-93b5-43af-b07e-77322d485bce
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[{"type":"text","text": [{"type":"text","text":"我是璐宝仿石漆企业大学执行校长，现在我们公司要搭建企业大学，从组织架构，运营，以及课程体系搭建方面给我一些建议"}]...
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2026-09-08 23:54:33
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user
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[{"type":"text","text": [{"type":"text","text":"我想萃取我的一个经验"}]...
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2026-07-24 07:44:03
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2e09f750-9c5e-47e0-90c9-235006325420
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user
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[{"type":"text","text": [{"type":"text","text":"我想萃取我们公司经验资深的训练师的训法和思维，我自己，哈哈"}]...
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2026-09-09 06:58:22
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user
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[{"type":"text","text": [{"type":"text","text":"我想萃取一份社群运营sop"}]...
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2026-07-29 01:38:18
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85b1acad-803c-411c-87bd-ddb848561a1b
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user
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[{"type":"text","text": [{"type":"text","text":"我怎么开始，下一轮该干什么"}]...
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2026-09-09 06:54:45
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user
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[{"type":"text","text": [{"type":"text","text":"我们从哪里开始"}]...
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2026-07-21 08:21:24
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user
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[{"type":"text","text": [{"type":"text","text":"您好"}]...
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2026-08-24 06:32:06
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user
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[{"type":"text","text": [{"type":"text","text":"怎么萃取？"}]...
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2026-09-01 14:09:23
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user
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[{"type":"text","text": [{"type":"text","text":"当生成完成如何触发他以文件形式发送出来，不需要改造 只提供思路"}]...
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2026-07-16 12:57:43
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[{"type":"text","text": [{"type":"text","text":"开始访谈"}]...
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2026-07-24 07:46:36
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user
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[{"type":"text","text": [{"type":"text","text":"开始"}]...
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2026-09-09 07:02:06
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user
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[{"type":"text","text": [{"type":"text","text":"帮我分析每个技能现在预期输出的文件是什么？深入阅读每个技能给出"}]...
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2026-07-16 12:51:25
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0aa529e3-999f-477d-98c7-77cfdd40142d
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user
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[{"type":"text","text": [{"type":"text","text":"就是单量大，但我也不知道有什么诀窍"}]...
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2026-07-18 15:22:48
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user
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[{"type":"text","text": [{"type":"text","text":"导出成果"}]...
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2026-07-16 11:57:44
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