[Bug]: planNoteBook在finish_plan后没有按预期的输出总结

**Describe the bug**
A clear and concise description of what the bug is.

planNoteBook在finish_plan后没有按预期的输出总结。并且额外调用了两次reasoning llm请求。

**To Reproduce**
Steps to reproduce the behavior:

planNode的配置如下：
```java
PlanNotebook planNotebook = PlanNotebook.builder()
// 最大的子任务数量
.maxSubtasks(5)
.storage(planStorage)
// 是否需要用户确认执行
.needUserConfirm(true)
.build();
```

执行完finish_plan之后，还发起了两次reasoning的请求

第一次reasoning请求：
```json
{
"thinking": {
"type": "disabled"
},
"model": "ep-20260106155337-szxsd",
"messages": [
{
"role": "system",
"content": "You are a systematic assistant. For multi-step tasks:\n1. Create a plan with create_plan tool\n2. Execute subtasks one by one\n3. Use finish_subtask after completing each\n4. Call finish_plan when all done\n\nYou may see compressed messages containing .\n- Use the UUID to call context_reload if you need full details.\n- NEVER mention, quote, or refer to UUIDs, offload tags, or internal metadata in your response."
},
{
"role": "user",
"content": "抖音的带货主播xxx有多少粉丝？是怎么起来的？他的粉丝有什么特征特色？以及他的场观人数、直播间交易人数和品类特征等等，做一个分析。然后结合他的私域业务，做一个相关诊断和建议。"
},
{
"role": "assistant",
"name": "xyAiAgent",
"tool_calls": [
{
"id": "call_swjw1u8k3fvnqslsy4o1wlil",
"type": "function",
"function": {
"name": "create_plan",
"arguments": " {\"subtasks\": [{\"description\": \"通过网络搜索获取抖音主播xxx的粉丝数量、粉丝特征、场观人数、直播间交易人数和品类特征等基础信息。\", \"expected_outcome\": \"收集到xxx的粉丝数量、粉丝特征、场观人数、直播间交易人数和品类特征等数据。\", \"name\": \"收集xxx基础数据\"}, {\"description\": \"分析xxx的成名原因，包括其直播风格、内容特色、运营策略等。\", \"expected_outcome\": \"总结出xxx的成名原因，形成分析报告。\", \"name\": \"分析xxx成名原因\"}, {\"description\": \"研究xxx的私域业务现状，包括私域流量规模、运营模式、转化效果等。\", \"expected_outcome\": \"掌握xxx私域业务的详细情况，形成分析报告。\", \"name\": \"研究xxx私域业务现状\"}, {\"description\": \"结合前面收集的信息，对xxx的私域业务进行诊断，指出存在的问题和潜在风险。\", \"expected_outcome\": \"完成对xxx私域业务的诊断，提出问题和风险点。\", \"name\": \"诊断xxx私域业务\"}, {\"description\": \"根据诊断结果，为xxx的私域业务提出针对性的建议和优化方案。\", \"expected_outcome\": \"形成xxx私域业务的优化建议和方案。\", \"name\": \"提出私域业务优化建议\"}], \"name\": \"xxx带货主播分析\", \"description\": \"对抖音带货主播xxx的粉丝情况、成名原因、私域业务等进行全面分析，并给出诊断和建议。\", \"expected_outcome\": \"完成一份关于xxx的综合分析报告，包含粉丝特征、成名原因、私域业务诊断和建议等内容。\"}"
}
}
]
},
{
"role": "tool",
"content": "\"Plan 'xxx带货主播分析' created successfully.\"",
"tool_call_id": "call_swjw1u8k3fvnqslsy4o1wlil"
},
// // 省略中间信息
{
"role": "assistant",
"content": "### xxx私域业务优化建议\n\n#### 一、合规体系建设\n1. **成立合规审核小组**：建立专业的合规审核团队，对所有带货内容、产品宣传文案进行事前审核，确保符合广告法及平台规定，避免夸大功效、虚假宣传等问题。\n2. **加强主播及团队培训**：定期开展合规培训，邀请法律专家解读相关法规和平台规则，提高主播及运营团队的合规意识，从源头减少违规风险。\n3. **建立违规预警机制**：利用大数据监测工具，实时监控直播间及私域内容，对可能存在违规风险的表述及时预警并修正。\n\n#### 二、私域用户运营升级\n1. **完善用户数据管理**：通过会员系统、用户调研等方式，收集更全面的用户数据，包括消费习惯、偏好、购买频率等，建立精准的用户画像，为个性化运营提供数据支持。\n2. **精细化分层运营**：根据用户价值、活跃度等维度，将私域用户分为不同层级，如超级会员、活跃用户、沉睡用户等，针对不同层级用户制定差异化的运营策略，提高用户留存和转化。\n3. **增强用户互动体验**：定期举办私域专属活动，如粉丝见面会、线上分享会、新品试用等，增强用户参与感和归属感；利用社群、私信等渠道，及时响应用户需求，提供优质的售后服务。\n\n#### 三、品类拓展与供应链优化\n1. **多元化品类布局**：在巩固美妆护肤核心品类的基础上，逐步拓展家居、母婴、食品等品类，丰富产品矩阵，降低品类依赖风险；结合用户需求和市场趋势，提前布局潜力品类，抢占市场先机。\n2. **强化供应链合作**：与优质供应商建立长期稳定的合作关系，确保产品品质和供应稳定性；加强对供应链的管理和监督，建立供应商评估机制，淘汰不合格供应商。\n3. **打造自有品牌**：利用主播的影响力和私域用户基础，打造自有品牌产品，提高产品附加值和盈利能力；通过私域渠道进行推广和销售，培养用户对自有品牌的忠诚度。\n\n#### 四、品牌形象修复与提升\n1. **发布公开道歉声明**：针对之前的违规行为，发布正式的道歉声明，向用户诚恳道歉，并承诺加强合规管理，挽回用户信任。\n2. **开展公益活动**：积极参与公益事业，通过捐赠物资、开展公益直播等方式，传递正能量，提升品牌社会形象。\n3. **持续输出优质内容**：保持短视频和直播内容的高质量和趣味性，持续输出有价值的内容，强化主播“真实、搞笑、接地气”的人设，增强用户粘性和好感度。\n\n",
"name": "xyAiAgent",
"tool_calls": [
{
"id": "call_tbu4ypwiye2jdb9sehmeayac",
"type": "function",
"function": {
"name": "finish_subtask",
"arguments": " {\"subtask_idx\": 4, \"subtask_outcome\": \"### xxx私域业务优化建议\\n\\n#### 一、合规体系建设\\n1. **成立合规审核小组**：建立专业的合规审核团队，对所有带货内容、产品宣传文案进行事前审核，确保符合广告法及平台规定，避免夸大功效、虚假宣传等问题。\\n2. **加强主播及团队培训**：定期开展合规培训，邀请法律专家解读相关法规和平台规则，提高主播及运营团队的合规意识，从源头减少违规风险。\\n3. **建立违规预警机制**：利用大数据监测工具，实时监控直播间及私域内容，对可能存在违规风险的表述及时预警并修正。\\n\\n#### 二、私域用户运营升级\\n1. **完善用户数据管理**：通过会员系统、用户调研等方式，收集更全面的用户数据，包括消费习惯、偏好、购买频率等，建立精准的用户画像，为个性化运营提供数据支持。\\n2. **精细化分层运营**：根据用户价值、活跃度等维度，将私域用户分为不同层级，如超级会员、活跃用户、沉睡用户等，针对不同层级用户制定差异化的运营策略，提高用户留存和转化。\\n3. **增强用户互动体验**：定期举办私域专属活动，如粉丝见面会、线上分享会、新品试用等，增强用户参与感和归属感；利用社群、私信等渠道，及时响应用户需求，提供优质的售后服务。\\n\\n#### 三、品类拓展与供应链优化\\n1. **多元化品类布局**：在巩固美妆护肤核心品类的基础上，逐步拓展家居、母婴、食品等品类，丰富产品矩阵，降低品类依赖风险；结合用户需求和市场趋势，提前布局潜力品类，抢占市场先机。\\n2. **强化供应链合作**：与优质供应商建立长期稳定的合作关系，确保产品品质和供应稳定性；加强对供应链的管理和监督，建立供应商评估机制，淘汰不合格供应商。\\n3. **打造自有品牌**：利用主播的影响力和私域用户基础，打造自有品牌产品，提高产品附加值和盈利能力；通过私域渠道进行推广和销售，培养用户对自有品牌的忠诚度。\\n\\n#### 四、品牌形象修复与提升\\n1. **发布公开道歉声明**：针对之前的违规行为，发布正式的道歉声明，向用户诚恳道歉，并承诺加强合规管理，挽回用户信任。\\n2. **开展公益活动**：积极参与公益事业，通过捐赠物资、开展公益直播等方式，传递正能量，提升品牌社会形象。\\n3. **持续输出优质内容**：保持短视频和直播内容的高质量和趣味性，持续输出有价值的内容，强化主播“真实、搞笑、接地气”的人设，增强用户粘性和好感度。\"}"
}
}
]
},
{
"role": "tool",
"content": "\"Subtask (at index 4) named '提出私域业务优化建议' is marked as done successfully.\"",
"tool_call_id": "call_tbu4ypwiye2jdb9sehmeayac"
},
{
"role": "assistant",
"name": "xyAiAgent",
"tool_calls": [
{
"id": "call_3u8wjac7ox46h3zg8bj2o2g8",
"type": "function",
"function": {
"name": "finish_plan",
"arguments": " {\"state\": \"done\", \"outcome\": \"### xxx带货主播综合分析报告\\n\\n#### 一、基础数据与粉丝特征\\n1. **粉丝数量**：截至2025年12月，抖音粉丝数734.4万，以女性为主（占比71.77%），关注情感、美妆、生活类内容。 \\n2. **粉丝特征**：多为年轻女性，关注情侣日常、护肤经验及生活分享，对美妆产品需求高。 \\n3. **场观与交易数据**：2025年4月数据显示，近30天直播场均峰值6622人，销量16.8万件，月GMV约1879.4万；累计购买人数超342万。 \\n4. **品类特征**：核心为美妆护肤（如薇诺娜水乳），辅以零食、虚拟充值等，曾因夸大化妆品功效多次被罚。\\n\\n#### 二、成名原因分析\\n1. **内容起家**：xxx与若驰夫妇以搞笑夫妻日常短视频起家，通过真实接地气的生活段子和鲜明人设反差快速积累粉丝，高频更新维持粘性。 \\n2. **直播风格**：延续短视频搞笑风格，用生活化场景代入产品，亲自展示效果，以粉丝需求为核心设计带货环节。 \\n3. **运营策略**：选品高性价比且贴合粉丝需求，通过大场筹备和账号矩阵扩大流量覆盖。\\n\\n#### 三、私域业务现状\\n1. **发展阶段**：目前处于精细化运营阶段，通过公私域联动提升用户粘性与转化。2023年与合作后，借助智能营销工具沉淀高消费粉丝。 \\n2. **流量规模**：全网粉丝超700万，私域沉淀以直播间高消费用户为主，具体私域用户数未公开，但通过试用官活动单次可沉淀千人级精准用户。 \\n3. **运营模式**：采用公私域联动、精细化分层、场景化互动和用户体验优先的运营模式，转化效果显著，合作1个月后抖音橱窗支付金额环比增长319%。\\n\\n#### 四、私域业务诊断\\n1. **存在的问题**：合规风险频发、私域用户数据不透明、品类依赖度较高。 \\n2. **潜在风险**：用户信任危机、平台政策风险、市场竞争风险。\\n\\n#### 五、私域业务优化建议\\n1. **合规体系建设**：成立合规审核小组，加强培训，建立违规预警机制。 \\n2. **私域用户运营升级**：完善用户数据管理，精细化分层运营，增强用户互动体验。 \\n3. **品类拓展与供应链优化**：多元化品类布局，强化供应链合作，打造自有品牌。 \\n4. **品牌形象修复与提升**：发布公开道歉声明，开展公益活动，持续输出优质内容。\"}"
}
}
]
},
{
"role": "tool",
"content": "\"The current plan is finished successfully as 'done'.\"",
"tool_call_id": "call_3u8wjac7ox46h3zg8bj2o2g8"
},
{
"role": "user",
"content": "If the user's query is complex (e.g. programming a website, game or app), or requires a long chain of steps to complete (e.g. conduct research on a certain topic from different sources), you NEED to create a plan first by calling 'create_plan'. Otherwise, you can directly execute the user's query without planning.\nImportant Rules: \n⚠️ WAIT FOR USER CONFIRMATION:\n- Present the plan and confirm with user before execution\n- If user's request already implies execution intent (e.g., \"execute\", \"execute the plan\"), proceed directly without asking\n- Otherwise, ask: \"Should I proceed with this plan?\"\n- Start execution only after user confirms (e.g., \"yes\", \"go ahead\", \"proceed\", \"do it\")\n- If user says anything else (questions, modifications, unrelated topics), respond accordingly but DO NOT start execution\n",
"name": "user"
}
],
"stream": true,
"stream_options": {
"include_usage": true
},
"tools": [
{
"type": "function",
"function": {
"name": "finish_plan",
"description": "Finish the current plan by given outcome, or abandon it",
"parameters": {
"type": "object",
"properties": {
"state": {
"type": "string",
"description": "The state to finish the plan: done/abandoned"
},
"outcome": {
"type": "string",
"description": "The specific outcome of the plan if done, or reason if abandoned"
}
},
"required": [
"state",
"outcome"
]
}
}
},
{
"type": "function",
"function": {
"name": "update_subtask_state",
"description": "Update the state of a subtask by given index and state",
"parameters": {
"type": "object",
"properties": {
"subtask_idx": {
"type": "integer",
"description": "The index of the subtask to be updated, starting from 0"
},
"state": {
"type": "string",
"description": "The new state: todo/in_progress/abandoned"
}
},
"required": [
"subtask_idx",
"state"
]
}
}
},
{
"type": "function",
"function": {
"name": "view_subtasks",
"description": "View the details of the sub-tasks by given indexes",
"parameters": {
"type": "object",
"properties": {
"subtask_idx": {
"type": "array",
"items": {
"type": "integer"
},
"description": "The indexes of the sub-tasks to be viewed, starting from 0"
}
},
"required": [
"subtask_idx"
]
}
}
},
{
"type": "function",
"function": {
"name": "view_historical_plans",
"description": "View the historical plans",
"parameters": {
"type": "object",
"properties": {}
}
}
},
{
"type": "function",
"function": {
"name": "recover_historical_plan",
"description": "Recover a historical plan by given plan ID",
"parameters": {
"type": "object",
"properties": {
"plan_id": {
"type": "string",
"description": "The ID of the historical plan to be recovered"
}
},
"required": [
"plan_id"
]
}
}
},
{
"type": "function",
"function": {
"name": "revise_current_plan",
"description": "Revise the current plan by adding, revising or deleting a sub-task",
"parameters": {
"type": "object",
"properties": {
"subtask_idx": {
"type": "integer",
"description": "The index of the sub-task to be revised, starting from 0"
},
"action": {
"type": "string",
"description": "The action to be performed: add/revise/delete"
},
"subtask": {
"type": "object",
"description": "The sub-task to be added or revised (required for add/revise)"
}
},
"required": [
"subtask_idx",
"action",
"subtask"
]
}
}
},
{
"type": "function",
"function": {
"name": "finish_subtask",
"description": "Label the subtask as done by given index and outcome",
"parameters": {
"type": "object",
"properties": {
"subtask_idx": {
"type": "integer",
"description": "The index of the sub-task to be marked as done, starting from 0"
},
"subtask_outcome": {
"type": "string",
"description": "The specific outcome of the sub-task, should exactly match the expected outcome in the sub-task description. SHOULDN'T be what you did or general description, e.g. \"I have searched xxx\", \"I have written the code for xxx\", etc. It SHOULD be the specific data, information, or path to the file, e.g. \"There are 5 articles about xxx, they are\\n- xxx\\n- xxx\\n...\""
}
},
"required": [
"subtask_idx",
"subtask_outcome"
]
}
}
},
{
"type": "function",
"function": {
"name": "create_plan",
"description": "Create a plan by given name and sub-tasks",
"parameters": {
"type": "object",
"properties": {
"subtasks": {
"type": "array",
"items": {
"type": "object"
},
"description": "A list of sequential sub-tasks. Each subtask must be an object with: 'name' (string, required), 'description' (string), 'expected_outcome' (string). Example: [{\"name\": \"Calculate area\", \"description\": \"Multiply length by width\", \"expected_outcome\": \"Area value\"}]"
},
"name": {
"type": "string",
"description": "The plan name, should be concise, descriptive and not exceed 10 words"
},
"description": {
"type": "string",
"description": "The plan description, including the constraints, target and outcome to be achieved. The description should be clear, specific and concise, and all the constraints, target and outcome should be specific and measurable"
},
"expected_outcome": {
"type": "string",
"description": "The expected outcome of the plan, which should be specific, concrete and measurable"
}
},
"required": [
"name",
"description",
"expected_outcome",
"subtasks"
]
}
}
},
{
"type": "function",
"function": {
"name": "knowledge_search",
"description": "关于产品使用、私域用户运营、用户营销相关的问题，可先从知识库中检索",
"parameters": {
"type": "object",
"properties": {
"question": {
"type": "string",
"description": "客户的核心问题"
}
},
"required": [
"question"
]
}
}
},
{
"type": "function",
"function": {
"name": "context_reload",
"description": "Reload previously offloaded context messages by UUID. Use this tool when you need to access the original tool invocation history that was compressed and stored. The UUID is typically provided in compressed context hints.",
"parameters": {
"type": "object",
"properties": {
"working_context_offload_uuid": {
"type": "string",
"description": "The UUID of the offloaded context to reload. This UUID is provided in compressed context hints when context compression occurs."
}
},
"required": [
"working_context_offload_uuid"
]
}
}
},
{
"type": "function",
"function": {
"name": "web_search",
"description": "网络搜索",
"parameters": {
"type": "object",
"properties": {
"query": {
"type": "string",
"description": "客户搜索关键词"
}
},
"required": [
"query"
]
}
}
},
{
"type": "function",
"function": {
"name": "update_plan_info",
"description": "Update the current plan's name, description, or expected outcome. Pass null or empty string to keep a field unchanged.",
"parameters": {
"type": "object",
"properties": {
"name": {
"type": "string",
"description": "The new plan name (optional, pass null or empty to keep unchanged)"
},
"description": {
"type": "string",
"description": "The new plan description (optional, pass null or empty to keep unchanged)"
},
"expected_outcome": {
"type": "string",
"description": "The new expected outcome (optional, pass null or empty to keep unchanged)"
}
},
"required": [
"name",
"description",
"expected_outcome"
]
}
}
},
{
"type": "function",
"function": {
"name": "get_subtask_count",
"description": "Get the number of subtasks in the current plan",
"parameters": {
"type": "object",
"properties": {}
}
}
}
]
}
```

第二次reasoning请求：
```json
{
"thinking": {
"type": "disabled"
},
"model": "ep-20260106155337-szxsd",
"messages": [
{
"role": "system",
"content": "You are a systematic assistant. For multi-step tasks:\n1. Create a plan with create_plan tool\n2. Execute subtasks one by one\n3. Use finish_subtask after completing each\n4. Call finish_plan when all done\n\nYou may see compressed messages containing .\n- Use the UUID to call context_reload if you need full details.\n- NEVER mention, quote, or refer to UUIDs, offload tags, or internal metadata in your response."
},
{
"role": "user",
"content": "抖音的带货主播xxx有多少粉丝？是怎么起来的？他的粉丝有什么特征特色？以及他的场观人数、直播间交易人数和品类特征等等，做一个分析。然后结合他的私域业务，做一个相关诊断和建议。"
},
{
"role": "assistant",
"name": "xyAiAgent",
"tool_calls": [
{
"id": "call_swjw1u8k3fvnqslsy4o1wlil",
"type": "function",
"function": {
"name": "create_plan",
"arguments": " {\"subtasks\": [{\"description\": \"通过网络搜索获取抖音主播xxx的粉丝数量、粉丝特征、场观人数、直播间交易人数和品类特征等基础信息。\", \"expected_outcome\": \"收集到xxx的粉丝数量、粉丝特征、场观人数、直播间交易人数和品类特征等数据。\", \"name\": \"收集xxx基础数据\"}, {\"description\": \"分析xxx的成名原因，包括其直播风格、内容特色、运营策略等。\", \"expected_outcome\": \"总结出xxx的成名原因，形成分析报告。\", \"name\": \"分析xxx成名原因\"}, {\"description\": \"研究xxx的私域业务现状，包括私域流量规模、运营模式、转化效果等。\", \"expected_outcome\": \"掌握xxx私域业务的详细情况，形成分析报告。\", \"name\": \"研究xxx私域业务现状\"}, {\"description\": \"结合前面收集的信息，对xxx的私域业务进行诊断，指出存在的问题和潜在风险。\", \"expected_outcome\": \"完成对xxx私域业务的诊断，提出问题和风险点。\", \"name\": \"诊断xxx私域业务\"}, {\"description\": \"根据诊断结果，为xxx的私域业务提出针对性的建议和优化方案。\", \"expected_outcome\": \"形成xxx私域业务的优化建议和方案。\", \"name\": \"提出私域业务优化建议\"}], \"name\": \"xxx带货主播分析\", \"description\": \"对抖音带货主播xxx的粉丝情况、成名原因、私域业务等进行全面分析，并给出诊断和建议。\", \"expected_outcome\": \"完成一份关于xxx的综合分析报告，包含粉丝特征、成名原因、私域业务诊断和建议等内容。\"}"
}
}
]
},
// 省略中间信息
{
"role": "assistant",
"content": "### xxx私域业务优化建议\n\n#### 一、合规体系建设\n1. **成立合规审核小组**：建立专业的合规审核团队，对所有带货内容、产品宣传文案进行事前审核，确保符合广告法及平台规定，避免夸大功效、虚假宣传等问题。\n2. **加强主播及团队培训**：定期开展合规培训，邀请法律专家解读相关法规和平台规则，提高主播及运营团队的合规意识，从源头减少违规风险。\n3. **建立违规预警机制**：利用大数据监测工具，实时监控直播间及私域内容，对可能存在违规风险的表述及时预警并修正。\n\n#### 二、私域用户运营升级\n1. **完善用户数据管理**：通过会员系统、用户调研等方式，收集更全面的用户数据，包括消费习惯、偏好、购买频率等，建立精准的用户画像，为个性化运营提供数据支持。\n2. **精细化分层运营**：根据用户价值、活跃度等维度，将私域用户分为不同层级，如超级会员、活跃用户、沉睡用户等，针对不同层级用户制定差异化的运营策略，提高用户留存和转化。\n3. **增强用户互动体验**：定期举办私域专属活动，如粉丝见面会、线上分享会、新品试用等，增强用户参与感和归属感；利用社群、私信等渠道，及时响应用户需求，提供优质的售后服务。\n\n#### 三、品类拓展与供应链优化\n1. **多元化品类布局**：在巩固美妆护肤核心品类的基础上，逐步拓展家居、母婴、食品等品类，丰富产品矩阵，降低品类依赖风险；结合用户需求和市场趋势，提前布局潜力品类，抢占市场先机。\n2. **强化供应链合作**：与优质供应商建立长期稳定的合作关系，确保产品品质和供应稳定性；加强对供应链的管理和监督，建立供应商评估机制，淘汰不合格供应商。\n3. **打造自有品牌**：利用主播的影响力和私域用户基础，打造自有品牌产品，提高产品附加值和盈利能力；通过私域渠道进行推广和销售，培养用户对自有品牌的忠诚度。\n\n#### 四、品牌形象修复与提升\n1. **发布公开道歉声明**：针对之前的违规行为，发布正式的道歉声明，向用户诚恳道歉，并承诺加强合规管理，挽回用户信任。\n2. **开展公益活动**：积极参与公益事业，通过捐赠物资、开展公益直播等方式，传递正能量，提升品牌社会形象。\n3. **持续输出优质内容**：保持短视频和直播内容的高质量和趣味性，持续输出有价值的内容，强化主播“真实、搞笑、接地气”的人设，增强用户粘性和好感度。\n\n",
"name": "xyAiAgent",
"tool_calls": [
{
"id": "call_tbu4ypwiye2jdb9sehmeayac",
"type": "function",
"function": {
"name": "finish_subtask",
"arguments": " {\"subtask_idx\": 4, \"subtask_outcome\": \"### xxx私域业务优化建议\\n\\n#### 一、合规体系建设\\n1. **成立合规审核小组**：建立专业的合规审核团队，对所有带货内容、产品宣传文案进行事前审核，确保符合广告法及平台规定，避免夸大功效、虚假宣传等问题。\\n2. **加强主播及团队培训**：定期开展合规培训，邀请法律专家解读相关法规和平台规则，提高主播及运营团队的合规意识，从源头减少违规风险。\\n3. **建立违规预警机制**：利用大数据监测工具，实时监控直播间及私域内容，对可能存在违规风险的表述及时预警并修正。\\n\\n#### 二、私域用户运营升级\\n1. **完善用户数据管理**：通过会员系统、用户调研等方式，收集更全面的用户数据，包括消费习惯、偏好、购买频率等，建立精准的用户画像，为个性化运营提供数据支持。\\n2. **精细化分层运营**：根据用户价值、活跃度等维度，将私域用户分为不同层级，如超级会员、活跃用户、沉睡用户等，针对不同层级用户制定差异化的运营策略，提高用户留存和转化。\\n3. **增强用户互动体验**：定期举办私域专属活动，如粉丝见面会、线上分享会、新品试用等，增强用户参与感和归属感；利用社群、私信等渠道，及时响应用户需求，提供优质的售后服务。\\n\\n#### 三、品类拓展与供应链优化\\n1. **多元化品类布局**：在巩固美妆护肤核心品类的基础上，逐步拓展家居、母婴、食品等品类，丰富产品矩阵，降低品类依赖风险；结合用户需求和市场趋势，提前布局潜力品类，抢占市场先机。\\n2. **强化供应链合作**：与优质供应商建立长期稳定的合作关系，确保产品品质和供应稳定性；加强对供应链的管理和监督，建立供应商评估机制，淘汰不合格供应商。\\n3. **打造自有品牌**：利用主播的影响力和私域用户基础，打造自有品牌产品，提高产品附加值和盈利能力；通过私域渠道进行推广和销售，培养用户对自有品牌的忠诚度。\\n\\n#### 四、品牌形象修复与提升\\n1. **发布公开道歉声明**：针对之前的违规行为，发布正式的道歉声明，向用户诚恳道歉，并承诺加强合规管理，挽回用户信任。\\n2. **开展公益活动**：积极参与公益事业，通过捐赠物资、开展公益直播等方式，传递正能量，提升品牌社会形象。\\n3. **持续输出优质内容**：保持短视频和直播内容的高质量和趣味性，持续输出有价值的内容，强化主播“真实、搞笑、接地气”的人设，增强用户粘性和好感度。\"}"
}
}
]
},
{
"role": "tool",
"content": "\"Subtask (at index 4) named '提出私域业务优化建议' is marked as done successfully.\"",
"tool_call_id": "call_tbu4ypwiye2jdb9sehmeayac"
},
{
"role": "assistant",
"name": "xyAiAgent",
"tool_calls": [
{
"id": "call_3u8wjac7ox46h3zg8bj2o2g8",
"type": "function",
"function": {
"name": "finish_plan",
"arguments": " {\"state\": \"done\", \"outcome\": \"### xxx带货主播综合分析报告\\n\\n#### 一、基础数据与粉丝特征\\n1. **粉丝数量**：截至2025年12月，抖音粉丝数734.4万，以女性为主（占比71.77%），关注情感、美妆、生活类内容。 \\n2. **粉丝特征**：多为年轻女性，关注情侣日常、护肤经验及生活分享，对美妆产品需求高。 \\n3. **场观与交易数据**：2025年4月数据显示，近30天直播场均峰值6622人，销量16.8万件，月GMV约1879.4万；累计购买人数超342万。 \\n4. **品类特征**：核心为美妆护肤（如薇诺娜水乳），辅以零食、虚拟充值等，曾因夸大化妆品功效多次被罚。\\n\\n#### 二、成名原因分析\\n1. **内容起家**：xxx与若驰夫妇以搞笑夫妻日常短视频起家，通过真实接地气的生活段子和鲜明人设反差快速积累粉丝，高频更新维持粘性。 \\n2. **直播风格**：延续短视频搞笑风格，用生活化场景代入产品，亲自展示效果，以粉丝需求为核心设计带货环节。 \\n3. **运营策略**：选品高性价比且贴合粉丝需求，通过大场筹备和账号矩阵扩大流量覆盖。\\n\\n#### 三、私域业务现状\\n1. **发展阶段**：目前处于精细化运营阶段，通过公私域联动提升用户粘性与转化。2023年与yyy合作后，借助智能营销工具沉淀高消费粉丝。 \\n2. **流量规模**：全网粉丝超700万，私域沉淀以直播间高消费用户为主，具体私域用户数未公开，但通过试用官活动单次可沉淀千人级精准用户。 \\n3. **运营模式**：采用公私域联动、精细化分层、场景化互动和用户体验优先的运营模式，转化效果显著，合作yyy1个月后抖音橱窗支付金额环比增长319%。\\n\\n#### 四、私域业务诊断\\n1. **存在的问题**：合规风险频发、私域用户数据不透明、品类依赖度较高。 \\n2. **潜在风险**：用户信任危机、平台政策风险、市场竞争风险。\\n\\n#### 五、私域业务优化建议\\n1. **合规体系建设**：成立合规审核小组，加强培训，建立违规预警机制。 \\n2. **私域用户运营升级**：完善用户数据管理，精细化分层运营，增强用户互动体验。 \\n3. **品类拓展与供应链优化**：多元化品类布局，强化供应链合作，打造自有品牌。 \\n4. **品牌形象修复与提升**：发布公开道歉声明，开展公益活动，持续输出优质内容。\"}"
}
}
]
},
{
"role": "tool",
"content": "\"The current plan is finished successfully as 'done'.\"",
"tool_call_id": "call_3u8wjac7ox46h3zg8bj2o2g8"
},
{
"role": "assistant",
"name": "xyAiAgent",
"tool_calls": [
{
"id": "call_46hcwb69ob2ndwgt6lgv15r7",
"type": "function",
"function": {
"name": "view_historical_plans",
"arguments": " {}"
}
}
]
},
{
"role": "tool",
"content": "\"Plan named 'xxx带货主播分析':\\n- ID: 3ad1f6f0-8b61-4bbf-863b-2373d2d78266\\n- Created at: 2026-01-21 14:09:23\\n- Description: 对抖音带货主播xxx的粉丝情况、成名原因、私域业务等进行全面分析，并给出诊断和建议。\\n- State: done\\n\\n\"",
"tool_call_id": "call_46hcwb69ob2ndwgt6lgv15r7"
},
{
"role": "user",
"content": "If the user's query is complex (e.g. programming a website, game or app), or requires a long chain of steps to complete (e.g. conduct research on a certain topic from different sources), you NEED to create a plan first by calling 'create_plan'. Otherwise, you can directly execute the user's query without planning.\nImportant Rules: \n⚠️ WAIT FOR USER CONFIRMATION:\n- Present the plan and confirm with user before execution\n- If user's request already implies execution intent (e.g., \"execute\", \"execute the plan\"), proceed directly without asking\n- Otherwise, ask: \"Should I proceed with this plan?\"\n- Start execution only after user confirms (e.g., \"yes\", \"go ahead\", \"proceed\", \"do it\")\n- If user says anything else (questions, modifications, unrelated topics), respond accordingly but DO NOT start execution\n",
"name": "user"
}
],
"stream": true,
"stream_options": {
"include_usage": true
},
"tools": [
{
"type": "function",
"function": {
"name": "finish_plan",
"description": "Finish the current plan by given outcome, or abandon it",
"parameters": {
"type": "object",
"properties": {
"state": {
"type": "string",
"description": "The state to finish the plan: done/abandoned"
},
"outcome": {
"type": "string",
"description": "The specific outcome of the plan if done, or reason if abandoned"
}
},
"required": [
"state",
"outcome"
]
}
}
},
{
"type": "function",
"function": {
"name": "update_subtask_state",
"description": "Update the state of a subtask by given index and state",
"parameters": {
"type": "object",
"properties": {
"subtask_idx": {
"type": "integer",
"description": "The index of the subtask to be updated, starting from 0"
},
"state": {
"type": "string",
"description": "The new state: todo/in_progress/abandoned"
}
},
"required": [
"subtask_idx",
"state"
]
}
}
},
{
"type": "function",
"function": {
"name": "view_subtasks",
"description": "View the details of the sub-tasks by given indexes",
"parameters": {
"type": "object",
"properties": {
"subtask_idx": {
"type": "array",
"items": {
"type": "integer"
},
"description": "The indexes of the sub-tasks to be viewed, starting from 0"
}
},
"required": [
"subtask_idx"
]
}
}
},
{
"type": "function",
"function": {
"name": "view_historical_plans",
"description": "View the historical plans",
"parameters": {
"type": "object",
"properties": {}
}
}
},
{
"type": "function",
"function": {
"name": "recover_historical_plan",
"description": "Recover a historical plan by given plan ID",
"parameters": {
"type": "object",
"properties": {
"plan_id": {
"type": "string",
"description": "The ID of the historical plan to be recovered"
}
},
"required": [
"plan_id"
]
}
}
},
{
"type": "function",
"function": {
"name": "revise_current_plan",
"description": "Revise the current plan by adding, revising or deleting a sub-task",
"parameters": {
"type": "object",
"properties": {
"subtask_idx": {
"type": "integer",
"description": "The index of the sub-task to be revised, starting from 0"
},
"action": {
"type": "string",
"description": "The action to be performed: add/revise/delete"
},
"subtask": {
"type": "object",
"description": "The sub-task to be added or revised (required for add/revise)"
}
},
"required": [
"subtask_idx",
"action",
"subtask"
]
}
}
},
{
"type": "function",
"function": {
"name": "finish_subtask",
"description": "Label the subtask as done by given index and outcome",
"parameters": {
"type": "object",
"properties": {
"subtask_idx": {
"type": "integer",
"description": "The index of the sub-task to be marked as done, starting from 0"
},
"subtask_outcome": {
"type": "string",
"description": "The specific outcome of the sub-task, should exactly match the expected outcome in the sub-task description. SHOULDN'T be what you did or general description, e.g. \"I have searched xxx\", \"I have written the code for xxx\", etc. It SHOULD be the specific data, information, or path to the file, e.g. \"There are 5 articles about xxx, they are\\n- xxx\\n- xxx\\n...\""
}
},
"required": [
"subtask_idx",
"subtask_outcome"
]
}
}
},
{
"type": "function",
"function": {
"name": "create_plan",
"description": "Create a plan by given name and sub-tasks",
"parameters": {
"type": "object",
"properties": {
"subtasks": {
"type": "array",
"items": {
"type": "object"
},
"description": "A list of sequential sub-tasks. Each subtask must be an object with: 'name' (string, required), 'description' (string), 'expected_outcome' (string). Example: [{\"name\": \"Calculate area\", \"description\": \"Multiply length by width\", \"expected_outcome\": \"Area value\"}]"
},
"name": {
"type": "string",
"description": "The plan name, should be concise, descriptive and not exceed 10 words"
},
"description": {
"type": "string",
"description": "The plan description, including the constraints, target and outcome to be achieved. The description should be clear, specific and concise, and all the constraints, target and outcome should be specific and measurable"
},
"expected_outcome": {
"type": "string",
"description": "The expected outcome of the plan, which should be specific, concrete and measurable"
}
},
"required": [
"name",
"description",
"expected_outcome",
"subtasks"
]
}
}
},
{
"type": "function",
"function": {
"name": "knowledge_search",
"description": "关于yyy产品使用、私域用户运营、用户营销相关的问题，可先从知识库中检索",
"parameters": {
"type": "object",
"properties": {
"question": {
"type": "string",
"description": "客户的核心问题"
}
},
"required": [
"question"
]
}
}
},
{
"type": "function",
"function": {
"name": "context_reload",
"description": "Reload previously offloaded context messages by UUID. Use this tool when you need to access the original tool invocation history that was compressed and stored. The UUID is typically provided in compressed context hints.",
"parameters": {
"type": "object",
"properties": {
"working_context_offload_uuid": {
"type": "string",
"description": "The UUID of the offloaded context to reload. This UUID is provided in compressed context hints when context compression occurs."
}
},
"required": [
"working_context_offload_uuid"
]
}
}
},
{
"type": "function",
"function": {
"name": "web_search",
"description": "网络搜索",
"parameters": {
"type": "object",
"properties": {
"query": {
"type": "string",
"description": "客户搜索关键词"
}
},
"required": [
"query"
]
}
}
},
{
"type": "function",
"function": {
"name": "update_plan_info",
"description": "Update the current plan's name, description, or expected outcome. Pass null or empty string to keep a field unchanged.",
"parameters": {
"type": "object",
"properties": {
"name": {
"type": "string",
"description": "The new plan name (optional, pass null or empty to keep unchanged)"
},
"description": {
"type": "string",
"description": "The new plan description (optional, pass null or empty to keep unchanged)"
},
"expected_outcome": {
"type": "string",
"description": "The new expected outcome (optional, pass null or empty to keep unchanged)"
}
},
"required": [
"name",
"description",
"expected_outcome"
]
}
}
},
{
"type": "function",
"function": {
"name": "get_subtask_count",
"description": "Get the number of subtasks in the current plan",
"parameters": {
"type": "object",
"properties": {}
}
}
}
]
}
```

**Expected behavior**
A clear and concise description of what you expected to happen.

finish_plan之后应该输出总结，然后结束本轮调用。

**Environment (please complete the following information):**

- AgentScope-Java Version: 1.0.7,
- Java Version: 17