chore: T-P-1 工作区收敛——并行会话成果与历史未入库文件整理入库

- 入库历史遗漏源码/测试：router_system 9 模块（agent/executors/inference/knowledge/
  memory/planner/skills/trace）、tests 11 个测试文件、config/knowledge 领域知识
- 入库根目录方案文档（v2/v3/可行性×2）、references 文献（arxiv 14-18/cnki_open/
  参考文献清单）、research 论文素材（routerarena/paper/中文文献 PDF）
- 前端构建产物刷新（新 hash）；webapp 误写文档删除
- gitignore 增补：deepseek-harness、research/_refs、.mimosa/.zcode、网关日志/pid、
  临时调试脚本、tests/e2e/node_modules、AI代理功能开发/prefix
- 基线确认：318 passed

config/knowledge/code.yaml

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+# 代码领域知识规则（专家系统风格：关键词子串匹配 + 优先级）
+# subdomain：子领域细化标注（algorithm/debugging/web/database/devops/...）
+# 规则分类：template 规则 → 触发任务拆解；output 规则 → 前向链直接产出知识章节
+domain: code
+rules:
+  # ---- 任务拆解类规则（template）----
+  - id: code-sort
+    priority: 90
+    subdomain: algorithm
+    patterns: ["排序", "快速排序", "排序算法", "二分查找", "sort", "quicksort", "binary search"]
+    template: code-implement
+
+  - id: code-debug
+    priority: 85
+    subdomain: debugging
+    patterns: ["报错", "错误", "调试", "bug", "debug", "typeerror", "异常", "报错信息"]
+    template: code-debug
+
+  - id: code-algorithm
+    priority: 82
+    subdomain: algorithm
+    patterns: ["算法", "数据结构", "递归", "动态规划", "回溯", "贪心", "algorithm", "recursion",
+               "dp", "bfs", "dfs", "链表", "栈", "队列", "树", "图"]
+    template: code-algorithm
+
+  - id: code-refactor
+    priority: 80
+    subdomain: refactoring
+    patterns: ["重构", "优化代码", "改善", "refactor", "代码质量", "清理代码", "消除重复"]
+    template: code-refactor
+
+  - id: code-database
+    priority: 78
+    subdomain: database
+    patterns: ["数据库", "sql", "索引", "查询", "database"]
+    template: code-implement
+
+  - id: code-explain
+    priority: 76
+    subdomain: reading
+    patterns: ["解释这段代码", "这段代码什么意思", "代码讲解", "逐行解释", "explain this code",
+               "理解这段代码", "分析这段代码"]
+    template: code-explain
+
+  - id: code-test
+    priority: 74
+    subdomain: testing
+    patterns: ["单元测试", "测试用例", "写测试", "unittest", "pytest", "单测", "测试代码"]
+    template: code-test
+
+  - id: code-web
+    priority: 72
+    subdomain: web
+    patterns: ["前端", "后端", "接口", "api", "flask", "django", "爬虫", "web", "restful"]
+    template: code-implement
+
+  - id: code-implement-general
+    priority: 50
+    subdomain: implementation
+    patterns: ["实现", "编写", "写一个", "函数", "代码", "编程", "用 python", "用 java",
+               "用 javascript", "sql", "接口", "算法"]
+    template: code-implement
+
+  # ---- 知识问答类规则（output：前向链直接产出答案章节）----
+  - id: code-git-knowledge
+    priority: 60
+    subdomain: devops
+    patterns: ["git", "版本控制", "提交", "分支", "merge", "rebase", "clone", "commit",
+               "push", "pull", "回滚", "冲突"]
+    output: |
+      （git 知识）关于「{query}」：
+      - git 核心概念：工作区 / 暂存区 / 本地仓库 / 远程仓库
+      - 常用命令：git add → git commit → git push；git pull 同步远端
+      - 回滚：git reset --hard <commit> 丢弃本地修改；git revert 生成反向提交
+      - 冲突处理：先 git pull 拉取最新，手动解决冲突标记后 add+commit
+      - 分支：git checkout -b <name> 新建并切换；git merge <branch> 合并
+
+  - id: code-docker-knowledge
+    priority: 58
+    subdomain: devops
+    patterns: ["docker", "容器", "镜像", "k8s", "kubernetes", "部署", "compose"]
+    output: |
+      （部署知识）关于「{query}」：
+      - 镜像 vs 容器：镜像=只读模板，容器=运行实例
+      - 常用命令：docker build -t <name> . ; docker run -p 8000:8000 <name>
+      - 多服务编排：docker-compose.yml 定义 services/ports/volumes
+      - 生产要点：固定镜像版本、非 root 运行、健康检查、日志落盘
+
+  - id: code-python-knowledge
+    priority: 55
+    subdomain: environment
+    patterns: ["python 语法", "python 技巧", "virtualenv", "pip", "venv", "环境", "安装依赖"]
+    output: |
+      （python 环境知识）关于「{query}」：
+      - 虚拟环境：python -m venv .venv 创建；.venv/Scripts/activate 激活
+      - 依赖管理：pip install -r requirements.txt；pip freeze > requirements.txt
+      - 常用技巧：列表推导式、with 上下文管理、f-string 格式化

config/knowledge/education.yaml

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+# 教育领域知识规则 + 事实表（学习/考试/语言/课程/职业）
+domain: education
+rules:
+  - id: edu-study-method
+    priority: 88
+    subdomain: study
+    patterns: ["学习方法", "怎么学", "高效学习", "记忆", "复习", "预习", "笔记", "专注",
+               "study", "学习效率", "拖延"]
+    template: edu-guide
+
+  - id: edu-exam
+    priority: 86
+    subdomain: exam
+    patterns: ["考试", "备考", "复习计划", "刷题", "模拟考", "中考", "高考", "考研",
+               "exam", "备考", "考前"]
+    template: edu-guide
+
+  - id: edu-language
+    priority: 84
+    subdomain: language
+    patterns: ["英语", "单词", "口语", "听力", "雅思", "托福", "四级", "六级", "日语",
+               "英语学习", "language", "背单词"]
+    template: edu-guide
+
+  - id: edu-course
+    priority: 82
+    subdomain: course
+    patterns: ["选课", "课程", "专业选择", "报班", "网课", "自学", "教材", "course",
+               "考研专业"]
+    template: edu-guide
+
+  - id: edu-career
+    priority: 80
+    subdomain: career
+    patterns: ["职业规划", "求职", "面试", "简历", "实习", "跳槽", "转行", "职场",
+               "career", "job", "interview"]
+    template: edu-guide
+
+  - id: edu-general
+    priority: 50
+    patterns: ["教育", "学习", "读书", "education", "learn", "培养"]
+    template: edu-guide
+
+facts:
+  - id: edu-study-spaced
+    keywords: ["学习方法", "记忆", "复习"]
+    statement: "间隔重复优于集中突击：按 1 天/3 天/7 天节奏复习，用主动回忆（合上资料自测）代替重读"
+
+  - id: edu-focus-pomodoro
+    keywords: ["专注", "拖延", "效率"]
+    statement: "番茄工作法：25 分钟专注 + 5 分钟休息；学习前明确单一目标，关闭手机通知减少切换损耗"
+
+  - id: edu-exam-plan
+    keywords: ["备考", "考试", "复习计划"]
+    statement: "备考建议：先做真题定位薄弱点，再按薄弱点分配时间；考前一周以错题与框架回顾为主"
+
+  - id: edu-language-input
+    keywords: ["英语", "口语", "听力"]
+    statement: "语言学习坚持可理解输入：听力用慢速英语起步，口语先模仿跟读再自由表达，每日 30 分钟优于周末突击"
+
+  - id: edu-career-resume
+    keywords: ["简历", "面试", "求职"]
+    statement: "简历用 STAR 结构描述经历（情境-任务-行动-结果），量化成果；面试准备 2-3 个完整项目故事"
+
+  - id: edu-course-choice
+    keywords: ["选课", "专业选择", "报班"]
+    statement: "选课/选专业先看培养方案与就业方向，试听试学后再决定；网课优先选有答疑与作业反馈的"

config/knowledge/finance.yaml

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+# 金融领域知识规则 + 事实表（理财科普口径，非投资建议）
+domain: finance
+rules:
+  # ---- 投资理财 ----
+  - id: finance-investing
+    priority: 90
+    subdomain: investing
+    patterns: ["理财", "投资", "基金", "股票", "债券", "收益", "定投", "指数", "回撤",
+               "invest", "fund", "stock", "portfolio", "收益率"]
+    template: finance-advice
+
+  - id: finance-saving
+    priority: 78
+    subdomain: saving
+    patterns: ["存款", "储蓄", "定期", "活期", "利息", "存钱", "deposit", "interest"]
+    template: finance-advice
+
+  - id: finance-loan
+    priority: 84
+    subdomain: loan
+    patterns: ["贷款", "房贷", "车贷", "消费贷", "借呗", "花呗", "还款", "月供", "贷款利率",
+               "loan", "mortgage", "lpr", "等额本息", "等额本金"]
+    template: finance-advice
+
+  - id: finance-insurance
+    priority: 82
+    subdomain: insurance
+    patterns: ["保险", "重疾险", "医疗险", "意外险", "寿险", "保费", "理赔", "退保",
+               "insurance", "policy"]
+    template: finance-advice
+
+  - id: finance-credit-card
+    priority: 80
+    subdomain: credit
+    patterns: ["信用卡", "额度", "账单", "分期", "逾期", "征信", "信用", "credit card",
+               "套现", "最低还款"]
+    template: finance-advice
+
+  - id: finance-personal-budget
+    priority: 76
+    subdomain: budgeting
+    patterns: ["记账", "预算", "开销", "省钱", "开支", "家庭财务", "财务规划", "budget"]
+    template: finance-advice
+
+  - id: finance-general
+    priority: 50
+    patterns: ["金融", "钱", "财务", "finance", "money", "经济"]
+    template: finance-advice
+
+facts:
+  - id: finance-risk-warning
+    keywords: ["理财", "投资", "基金", "股票"]
+    statement: "理财投资均存在风险，收益与风险成正比；过往业绩不代表未来表现，切勿用急用钱投资"
+
+  - id: finance-deposit-insurance
+    keywords: ["存款", "储蓄", "银行"]
+    statement: "我国实行存款保险制度，同一存款人在同一家银行的存款本息合计 50 万元以内受国家保障"
+
+  - id: finance-loan-lpr
+    keywords: ["贷款", "房贷", "利率"]
+    statement: "房贷利率通常与 LPR（贷款市场报价利率）挂钩，等额本息月供固定、等额本金逐月递减"
+
+  - id: finance-insurance-buy
+    keywords: ["保险", "重疾险", "医疗险"]
+    statement: "投保遵循先保障后理财原则，优先配置医疗险、重疾险等基础保障；如实告知健康状况，避免理赔纠纷"
+
+  - id: finance-credit-overdue
+    keywords: ["信用卡", "逾期", "征信"]
+    statement: "信用卡逾期会影响个人征信记录，产生违约金与利息；建议设置自动还款避免逾期"
+
+  - id: finance-emergency-fund
+    keywords: ["预算", "记账", "省钱"]
+    statement: "家庭财务建议预留 3-6 个月支出的应急金，再考虑投资；先记账 1-2 个月摸清开支结构再优化"

config/knowledge/general.yaml

@@ -0,0 +1,39 @@
+# 通用领域知识规则（subdomain：writing/translate/explain/compare）
+domain: general
+rules:
+  # ---- 任务拆解类规则（template）----
+  - id: general-explain
+    priority: 35
+    subdomain: explain
+    patterns: ["总结", "介绍", "解释", "为什么", "优缺点", "是什么", "原理", "机制",
+               "summarize", "explain", "what is", "推荐", "评价", "概念"]
+    template: general-explain
+
+  - id: general-writing
+    priority: 33
+    subdomain: writing
+    patterns: ["写一封", "写一篇", "作文", "邮件", "报告", "文案", "简历", "论文", "总结报告",
+               "write an email", "essay"]
+    template: general-writing
+
+  - id: general-compare
+    priority: 31
+    subdomain: compare
+    patterns: ["区别", "对比", "比较", "哪个好", "差异", "versus", "vs", "compare", "difference"]
+    template: general-explain
+
+  - id: general-translate
+    priority: 30
+    subdomain: translate
+    patterns: ["翻译", "translate", "译成", "译成英文", "译成中文", "英文怎么说"]
+    output: |
+      （翻译提示）关于「{query}」：
+      - 先确定源语言与目标语言、语气（正式/口语）与受众
+      - 专有名词与术语保持一致性，必要时保留原文并注释
+      - 翻译后回读检查语义完整性与自然度
+
+  - id: general-knowledge
+    priority: 20
+    subdomain: explain
+    patterns: ["概念", "原理", "机制", "concept", "principle"]
+    template: general-explain

config/knowledge/legal.yaml

@@ -0,0 +1,120 @@
+# 法律领域知识规则 + 事实表（subdomain：labor/contract/ip/housing/family/...）
+domain: legal
+rules:
+  # ---- 任务拆解类规则（template）----
+  - id: legal-contract
+    priority: 92
+    subdomain: contract
+    patterns: ["合同", "条款", "违约", "竞业", "contract", "clause", "赔偿", "违约金"]
+    template: legal-advice
+
+  - id: legal-labor
+    priority: 93
+    subdomain: labor
+    patterns: ["加班", "工资", "辞退", "裁员", "试用期", "社保", "公积金", "年假", "请假",
+               "劳动法", "离职", "解除劳动合同", "加班费", "经济补偿"]
+    template: legal-advice
+
+  - id: legal-ip
+    priority: 86
+    subdomain: ip
+    patterns: ["专利", "版权", "商标", "知识产权", "盗版", "侵权", "patent", "copyright", "trademark"]
+    template: legal-advice
+
+  - id: legal-housing
+    priority: 84
+    subdomain: housing
+    patterns: ["租房", "买房", "购房", "房产", "物业", "租金", "押金", "房东", "房贷",
+               "property", "rent", "lease"]
+    template: legal-advice
+
+  - id: legal-marriage
+    priority: 82
+    subdomain: family
+    patterns: ["离婚", "结婚", "婚姻", "继承", "遗产", "抚养权", "彩礼", "marriage", "divorce",
+               "遗嘱", "赡养"]
+    template: legal-advice
+
+  - id: legal-tax
+    priority: 78
+    subdomain: tax
+    patterns: ["个税", "税务", "发票", "报税", "tax", "开票", "税率"]
+    template: legal-advice
+
+  - id: legal-consumer
+    priority: 76
+    subdomain: consumer
+    patterns: ["退款", "退货", "消费者", "七天无理由", "维权", "投诉", "商家", "网购",
+               "consumer", "refund"]
+    template: legal-advice
+
+  - id: legal-litigation
+    priority: 74
+    subdomain: litigation
+    patterns: ["诉讼", "仲裁", "起诉", "判决", "上诉", "执行", "litigation", "arbitration"]
+    template: legal-advice
+
+  - id: legal-compliance
+    priority: 70
+    subdomain: compliance
+    patterns: ["合规", "法规", "法条", "监管", "compliance", "regulatory", "数据合规"]
+    template: legal-advice
+
+  - id: legal-general
+    priority: 50
+    subdomain: general
+    patterns: ["法律", "law", "legal", "民法典", "刑法"]
+    template: legal-advice
+
+facts:
+  # ---- 劳动 ----
+  - id: legal-noncompete
+    keywords: ["竞业", "离职", "同业"]
+    statement: "竞业限制期限不得超过二年，且用人单位应在限制期内按月给予经济补偿"
+
+  - id: legal-renew-compensation
+    keywords: ["不续签", "经济补偿", "劳动合同"]
+    statement: "劳动合同期满用人单位不续签的，通常应支付经济补偿（每满一年一个月工资）"
+
+  - id: legal-breach-penalty
+    keywords: ["违约金", "违约"]
+    statement: "违约金过高的，当事人可请求法院适当减少；以实际损失为基础，兼顾合同履行情况"
+
+  - id: legal-overtime-pay
+    keywords: ["加班", "加班费", "加班工资"]
+    statement: "工作日加班支付不低于工资 150% 的报酬；休息日加班不能补休的支付 200%；法定节假日加班支付 300%"
+
+  - id: legal-illegal-termination
+    keywords: ["辞退", "开除", "解除劳动合同"]
+    statement: "用人单位违法解除劳动合同的，应支付二倍经济补偿标准的赔偿金（2N）"
+
+  - id: legal-probation
+    keywords: ["试用期", "试用"]
+    statement: "试用期最长不得超过六个月，且同一用人单位与同一劳动者只能约定一次试用期"
+
+  # ---- 房产/租房 ----
+  - id: legal-deposit-refund
+    keywords: ["押金", "租房", "退租"]
+    statement: "租赁期满房屋无损坏且费用结清的，押金应全额退还；扣除须有合同依据或实际损失"
+
+  - id: legal-rent-contract
+    keywords: ["租房", "房东", "租金"]
+    statement: "租房建议签订书面合同，明确租期、租金、押金、维修责任与违约责任"
+
+  # ---- 婚姻/继承 ----
+  - id: legal-inheritance-order
+    keywords: ["继承", "遗产", "遗嘱"]
+    statement: "法定继承顺序：第一顺序为配偶、子女、父母；第二顺序为兄弟姐妹、祖父母、外祖父母"
+
+  - id: legal-common-property
+    keywords: ["离婚", "财产", "婚后"]
+    statement: "婚姻关系存续期间所得工资、投资收益等一般为夫妻共同财产；分割时协议优先，协商不成由法院判决"
+
+  # ---- 消费者 ----
+  - id: legal-seven-day-return
+    keywords: ["七天无理由", "退货", "退款"]
+    statement: "网络购物一般适用七日无理由退货（定作、鲜活易腐等除外）；退货商品应保持完好"
+
+  - id: legal-patent-process
+    keywords: ["专利", "申请"]
+    statement: "专利申请流程：提交申请 → 受理 → 初步审查/实质审查（发明）→ 授权公告，费用含申请费与年费"

config/knowledge/life.yaml

@@ -0,0 +1,77 @@
+# 生活领域知识规则 + 事实表（生活百科：美食/旅行/家居/宠物/健身/天气）
+domain: life
+rules:
+  - id: life-food
+    priority: 88
+    subdomain: food
+    patterns: ["菜谱", "做饭", "烹饪", "美食", "炒", "炖", "烤箱", "烘焙", "食材", "做法",
+               "recipe", "cook", "料理"]
+    template: life-guide
+
+  - id: life-travel
+    priority: 86
+    subdomain: travel
+    patterns: ["旅行", "旅游", "攻略", "行程", "机票", "酒店", "签证", "景点", "自驾",
+               "travel", "trip", " itinerary", "路线"]
+    template: life-guide
+
+  - id: life-home
+    priority: 84
+    subdomain: home
+    patterns: ["装修", "收纳", "家居", "家电", "清洁", "打扫", "家具", "软装", "home",
+               "整理", "断舍离"]
+    template: life-guide
+
+  - id: life-pet
+    priority: 82
+    subdomain: pet
+    patterns: ["宠物", "猫", "狗", "遛狗", "猫粮", "狗粮", "驱虫", "疫苗", "宠物医院",
+               "pet", "cat", "dog", "铲屎"]
+    template: life-guide
+
+  - id: life-fitness
+    priority: 80
+    subdomain: fitness
+    patterns: ["健身", "锻炼", "跑步", "深蹲", "俯卧撑", "增肌", "减脂", "运动计划",
+               "workout", "gym", "跑步机", "瑜伽"]
+    template: life-guide
+
+  - id: life-weather
+    priority: 78
+    subdomain: weather
+    patterns: ["天气", "气温", "下雨", "台风", "降温", "weather", "预报", "湿度"]
+    output: |
+      （生活常识）关于「{query}」：
+      - 建议通过天气 App 查看实时预报（温度/降水概率/风力/空气质量）
+      - 极端天气（台风/暴雨/高温）关注气象预警信号，做好防护
+      - 出行穿衣参考体感温度（气温+湿度+风力综合）
+
+  - id: life-general
+    priority: 50
+    patterns: ["生活", "常识", "小妙招", "life", "日常"]
+    template: life-guide
+
+facts:
+  - id: life-travel-checklist
+    keywords: ["旅行", "旅游", "出行"]
+    statement: "出行前准备：证件（身份证/护照）、行程确认、常用药、充电设备；境外游注意签证与保险"
+
+  - id: life-food-cooking
+    keywords: ["做饭", "菜谱", "烹饪"]
+    statement: "家常菜要点：热锅冷油防粘、盐最后放保留鲜味、肉类先腌后炒更嫩；生熟分开防交叉污染"
+
+  - id: life-pet-vaccine
+    keywords: ["宠物", "疫苗", "猫", "狗"]
+    statement: "幼猫幼犬按龄接种疫苗（如猫三联/犬联苗），之后每年加强；定期体内外驱虫并记录免疫本"
+
+  - id: life-fitness-basic
+    keywords: ["健身", "锻炼", "增肌", "减脂"]
+    statement: "健身三要素：渐进负荷、营养充足（蛋白质）、充分恢复（睡眠）；新手先学动作模式再上重量"
+
+  - id: life-home-cleaning
+    keywords: ["清洁", "收纳", "打扫"]
+    statement: "收纳先分类后收纳（断舍离-分类-定位）；厨房油污用温碱水；浴室防霉注意通风除湿"
+
+  - id: life-travel-weather
+    keywords: ["旅行", "天气"]
+    statement: "长途旅行前查看目的地未来一周天气，准备应对衣物与雨具；山区/海边注意温差与防晒"

config/knowledge/math.yaml

@@ -0,0 +1,68 @@
+# 数学领域知识规则（subdomain：algebra/calculus/geometry/probability/...）
+domain: math
+rules:
+  # ---- 任务拆解类规则（template）----
+  - id: math-equation
+    priority: 90
+    subdomain: algebra
+    patterns: ["方程", "求解", "求根", "solve", "equation", "解方程", "一元二次", "一元一次",
+               "等于多少", "x 等于", "求 x"]
+    template: math-solve
+
+  - id: math-calculus
+    priority: 88
+    subdomain: calculus
+    patterns: ["积分", "导数", "微积分", "求导", "定积分", "不定积分", "integral", "derivative", "∫", "lim", "极限"]
+    template: math-solve
+
+  - id: math-algebra
+    priority: 84
+    subdomain: algebra
+    patterns: ["代数", "矩阵", "向量", "多项式", "代数式", "因式分解", "algebra", "matrix",
+               "polynomial", "行列式", "线性方程组"]
+    template: math-solve
+
+  - id: math-geometry
+    priority: 82
+    subdomain: geometry
+    patterns: ["几何", "三角形", "圆", "面积", "体积", "周长", "勾股", "相似", "全等",
+               "geometry", "angle", "直角"]
+    template: math-solve
+
+  - id: math-proof
+    priority: 80
+    subdomain: proof
+    patterns: ["证明", "定理", "推导", "反证", "归纳", "proof", "theorem", "推论"]
+    template: math-proof
+
+  - id: math-probability
+    priority: 78
+    subdomain: probability
+    patterns: ["概率", "统计", "期望", "方差", "分布", "组合", "排列", "probability",
+               "statistics", "排列组合"]
+    template: math-solve
+
+  - id: math-number-theory
+    priority: 76
+    subdomain: number-theory
+    patterns: ["素数", "质数", "整除", "最大公约数", "最小公倍数", "同余", "数论", "gcd", "mod"]
+    template: math-solve
+
+  - id: math-trigonometry
+    priority: 74
+    subdomain: trigonometry
+    patterns: ["三角", "正弦", "余弦", "正切", "sin", "cos", "tan", "弧度", "角度"]
+    template: math-solve
+
+  - id: math-optimization
+    priority: 72
+    subdomain: optimization
+    patterns: ["最优化", "极值", "最大值", "最小值", "最大化", "最小化", "最优解", "optimize",
+               "最大值最小值", "约束优化"]
+    template: math-optimize
+
+  - id: math-general
+    priority: 50
+    subdomain: general
+    patterns: ["数学", "计算", "等于", "math", "求值", "求和"]
+    template: math-solve

config/knowledge/medical.yaml

@@ -0,0 +1,115 @@
+# 医学领域知识规则 + 事实表（科普口径，非诊断；subdomain：chronic/drug/firstaid/...）
+domain: medical
+rules:
+  # ---- 任务拆解类规则（template）----
+  - id: medical-hypertension
+    priority: 92
+    subdomain: chronic
+    patterns: ["高血压", "hypertension", "血压", "高血脂", "血脂"]
+    template: medical-advice
+
+  - id: medical-drug
+    priority: 93
+    subdomain: medication
+    patterns: ["药物", "吃药", "剂量", "副作用", "退烧药", "降压药", "抗生素", "dosage",
+               "prescription", "用药"]
+    template: medical-advice
+
+  - id: medical-common
+    priority: 88
+    subdomain: common
+    patterns: ["感冒", "发烧", "咳嗽", "流感", "嗓子疼", "头痛", "cold", "fever", "cough"]
+    template: medical-advice
+
+  - id: medical-chronic
+    priority: 86
+    subdomain: chronic
+    patterns: ["糖尿病", "血糖", "diabetes", "痛风", "尿酸", "甲状腺"]
+    template: medical-advice
+
+  - id: medical-digestive
+    priority: 84
+    subdomain: digestive
+    patterns: ["胃", "腹泻", "便秘", "消化不良", "肠胃", "拉肚子", "腹胀", "stomach"]
+    template: medical-advice
+
+  - id: medical-nutrition
+    priority: 82
+    subdomain: nutrition
+    patterns: ["减肥", "饮食", "营养", "卡路里", "热量", "膳食", "节食", "diet", "nutrition"]
+    template: medical-advice
+
+  - id: medical-mental
+    priority: 80
+    subdomain: mental
+    patterns: ["失眠", "焦虑", "抑郁", "压力", "睡眠", "情绪", "insomnia", "anxiety"]
+    template: medical-advice
+
+  - id: medical-firstaid
+    priority: 78
+    subdomain: firstaid
+    patterns: ["烫伤", "烧伤", "止血", "扭伤", "中暑", "触电", "溺水", "急救", "first aid",
+               "划伤", "擦伤"]
+    template: medical-firstaid
+
+  - id: medical-pediatrics
+    priority: 76
+    subdomain: pediatrics
+    patterns: ["儿童", "婴儿", "宝宝", "小孩", "儿科", "幼儿", "child", "baby", "infant"]
+    template: medical-advice
+
+  - id: medical-general
+    priority: 50
+    subdomain: general
+    patterns: ["医疗", "症状", "诊断", "治疗", "医生", "患者", "手术", "疫苗", "感染",
+               "medical", "symptom", "disease", "clinic"]
+    template: medical-advice
+
+facts:
+  # ---- 慢病 ----
+  - id: medical-hypertension-diet
+    keywords: ["高血压", "饮食"]
+    statement: "高血压患者应低盐低脂饮食、控制体重、规律运动、戒烟限酒，并在医生指导下用药"
+
+  - id: medical-diabetes-diet
+    keywords: ["糖尿病", "饮食"]
+    statement: "糖尿病患者应控制总热量、少食多餐、选择低 GI 主食、规律监测血糖并遵医嘱用药"
+
+  - id: medical-hypertension-care
+    keywords: ["高血压", "血压", "监测"]
+    statement: "高血压患者建议每日固定时间测量血压并记录；收缩压持续高于 180 或出现剧烈头痛、胸闷应立即就医"
+
+  # ---- 用药 ----
+  - id: medical-drug-side-effect
+    keywords: ["副作用", "药物"]
+    statement: "用药前阅读说明书，注意禁忌与相互作用；出现严重不良反应应立即停药并就医"
+
+  - id: medical-fever-drug
+    keywords: ["发烧", "退烧"]
+    statement: "体温超过 38.5℃ 可在药师指导下使用退烧药；持续发热或出现严重症状应及时就医"
+
+  - id: medical-antibiotic
+    keywords: ["抗生素", "消炎药"]
+    statement: "抗生素为处方药，需医生诊断后使用；切勿自行服用或随意停药，以免耐药"
+
+  # ---- 常见病 ----
+  - id: medical-cold-care
+    keywords: ["感冒", "咳嗽", "流鼻涕"]
+    statement: "普通感冒多为自限性，注意休息、多饮水；症状持续超过一周或加重应就医"
+
+  - id: medical-diarrhea-care
+    keywords: ["腹泻", "拉肚子"]
+    statement: "腹泻注意补充水分与电解质；出现血便、高热、持续呕吐或脱水迹象应立即就医"
+
+  # ---- 生活 ----
+  - id: medical-nutrition-guide
+    keywords: ["减肥", "饮食", "营养"]
+    statement: "均衡膳食：蔬果、全谷物、优质蛋白搭配；减肥应控制总热量并配合运动，避免极端节食"
+
+  - id: medical-insomnia
+    keywords: ["失眠", "睡眠"]
+    statement: "改善睡眠：固定作息、睡前避免咖啡因与屏幕蓝光、白天适量运动；长期失眠应就医评估"
+
+  - id: medical-firstaid-burn
+    keywords: ["烫伤", "烧伤"]
+    statement: "烫伤急救：立即用流动冷水冲洗 15-20 分钟，切勿涂抹牙膏/酱油；水泡不要挑破，严重者尽快就医"

config/knowledge/tasks.yaml

@@ -0,0 +1,119 @@
+# 任务模板：Planner 拆解规则（子任务 DAG 定义）
+# steps 中每个节点：id（唯一）、kind（执行器动作类型）、domain、deps（依赖）、desc
+task_templates:
+  # ---- 代码 ----
+  code-implement:
+    steps:
+      - {id: analyze,   kind: analyze,   domain: code,    desc: "需求与约束分析"}
+      - {id: design,    kind: design,    domain: code,    deps: [analyze],   desc: "算法与数据结构设计"}
+      - {id: implement, kind: implement, domain: code,    deps: [design],    desc: "实现代码"}
+      - {id: verify,    kind: verify,    domain: code,    deps: [implement], desc: "自测校验"}
+
+  code-debug:
+    steps:
+      - {id: analyze,   kind: analyze,   domain: code,    desc: "错误现象与复现分析"}
+      - {id: diagnose,  kind: diagnose,  domain: code,    deps: [analyze],   desc: "定位错误根因"}
+      - {id: fix,       kind: fix,       domain: code,    deps: [diagnose],  desc: "给出修复方案"}
+      - {id: verify,    kind: verify,    domain: code,    deps: [fix],       desc: "修复后验证"}
+
+  code-algorithm:
+    steps:
+      - {id: analyze,   kind: analyze,   domain: code,    desc: "题意与输入输出分析"}
+      - {id: design,    kind: design,    domain: code,    deps: [analyze],   desc: "算法选型（复杂度权衡）"}
+      - {id: implement, kind: implement, domain: code,    deps: [design],    desc: "编码实现"}
+      - {id: complexity, kind: complexity, domain: code,  deps: [implement], desc: "时间/空间复杂度分析"}
+      - {id: verify,    kind: verify,    domain: code,    deps: [complexity], desc: "自测校验"}
+
+  code-refactor:
+    steps:
+      - {id: analyze,   kind: analyze,   domain: code,    desc: "现状与问题分析"}
+      - {id: refactor,  kind: refactor,  domain: code,    deps: [analyze],   desc: "重构方案（结构/命名/去重）"}
+      - {id: verify,    kind: verify,    domain: code,    deps: [refactor],  desc: "行为等价验证"}
+
+  code-explain:
+    steps:
+      - {id: analyze,   kind: analyze,   domain: code,    desc: "代码结构与流程梳理"}
+      - {id: explain,   kind: explain,   domain: code,    deps: [analyze],   desc: "逐段讲解代码"}
+      - {id: verify,    kind: verify,    domain: code,    deps: [explain],   desc: "理解正确性核对"}
+
+  code-test:
+    steps:
+      - {id: analyze,   kind: analyze,   domain: code,    desc: "被测功能与边界分析"}
+      - {id: design,    kind: design,    domain: code,    deps: [analyze],   desc: "测试用例设计"}
+      - {id: testcase,  kind: testcase,  domain: code,    deps: [design],    desc: "编写测试用例"}
+      - {id: verify,    kind: verify,    domain: code,    deps: [testcase],  desc: "覆盖率与结果核对"}
+
+  # ---- 数学 ----
+  math-solve:
+    steps:
+      - {id: conditions, kind: analyze,  domain: math,    desc: "明确已知条件与目标"}
+      - {id: solve,      kind: solve,    domain: math,    deps: [conditions], desc: "选择方法并求解"}
+      - {id: verify,     kind: verify,   domain: math,    deps: [solve],      desc: "检查边界与验证"}
+
+  math-proof:
+    steps:
+      - {id: conditions, kind: analyze,  domain: math,    desc: "明确命题与已知条件"}
+      - {id: solve,      kind: solve,    domain: math,    deps: [conditions], desc: "选择证明方法（直接/反证/归纳）"}
+      - {id: verify,     kind: verify,   domain: math,    deps: [solve],      desc: "检查证明严密性"}
+
+  math-optimize:
+    steps:
+      - {id: conditions, kind: analyze,  domain: math,    desc: "目标函数与约束条件"}
+      - {id: solve,      kind: optimize, domain: math,    deps: [conditions], desc: "求极值/最优解"}
+      - {id: verify,     kind: verify,   domain: math,    deps: [solve],      desc: "验证最优性与边界"}
+
+  # ---- 法律 ----
+  legal-advice:
+    steps:
+      - {id: facts,      kind: analyze,  domain: legal,   desc: "梳理事实与法律问题"}
+      - {id: retrieve,   kind: retrieve, domain: legal,   deps: [facts],      desc: "检索适用法规"}
+      - {id: conclude,   kind: conclude, domain: legal,   deps: [retrieve],   desc: "给出法律意见"}
+      - {id: disclaimer, kind: disclaimer, domain: legal, deps: [conclude],   desc: "免责提示"}
+
+  # ---- 医疗 ----
+  medical-advice:
+    steps:
+      - {id: symptoms,   kind: analyze,  domain: medical, desc: "梳理症状与背景"}
+      - {id: advise,     kind: advise,   domain: medical, deps: [symptoms],  desc: "给出一般建议"}
+      - {id: warning,    kind: disclaimer, domain: medical, deps: [advise],  desc: "就医警示"}
+
+  medical-firstaid:
+    steps:
+      - {id: symptoms,   kind: analyze,  domain: medical, desc: "判断伤情与风险等级"}
+      - {id: advise,     kind: advise,   domain: medical, deps: [symptoms],  desc: "给出急救处理步骤"}
+      - {id: warning,    kind: disclaimer, domain: medical, deps: [advise],  desc: "危险信号与就医提示"}
+
+  # ---- 通用 ----
+  general-explain:
+    steps:
+      - {id: outline,    kind: analyze,  domain: general, desc: "梳理主题要点"}
+      - {id: explain,    kind: explain,  domain: general, deps: [outline],   desc: "展开解释"}
+      - {id: conclude,   kind: conclude, domain: general, deps: [explain],   desc: "总结"}
+
+  general-writing:
+    steps:
+      - {id: outline,    kind: analyze,  domain: general, desc: "明确文体、受众与要点"}
+      - {id: draft,      kind: draft,    domain: general, deps: [outline],   desc: "起草正文"}
+      - {id: polish,     kind: polish,   domain: general, deps: [draft],     desc: "润色与检查"}
+
+  # ---- 金融 ----
+  finance-advice:
+    steps:
+      - {id: facts,      kind: analyze,  domain: finance, desc: "梳理财务需求与背景"}
+      - {id: retrieve,   kind: retrieve, domain: finance, deps: [facts],      desc: "检索金融知识条目"}
+      - {id: conclude,   kind: conclude, domain: finance, deps: [retrieve],   desc: "给出建议与风险提示"}
+      - {id: disclaimer, kind: disclaimer, domain: finance, deps: [conclude], desc: "风险免责提示"}
+
+  # ---- 生活 ----
+  life-guide:
+    steps:
+      - {id: context,    kind: analyze,  domain: life,    desc: "梳理需求与场景"}
+      - {id: advise,     kind: advise,   domain: life,    deps: [context],    desc: "给出实用建议"}
+      - {id: conclude,   kind: conclude, domain: life,    deps: [advise],     desc: "总结要点"}
+
+  # ---- 教育 ----
+  edu-guide:
+    steps:
+      - {id: context,    kind: analyze,  domain: education, desc: "明确目标与现状"}
+      - {id: plan,       kind: design,   domain: education, deps: [context], desc: "制定学习/行动方案"}
+      - {id: conclude,   kind: conclude, domain: education, deps: [plan],    desc: "总结与下一步"}