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.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+data/memory.db filter=lfs diff=lfs merge=lfs -text

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data/conversations/058f3cb6.json

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data/conversations/14713cc0.json

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data/conversations/15aff23a.json

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data/conversations/会话1.json

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data/memory/long_conv_test.json

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+    },
+    {
+      "entry_id": "eb4104a0152d",
+      "user_message": "帮我写个排序算法",
+      "ai_response": "回复48: 关于'帮我写个排序算法'的回答",
+      "intent": "",
+      "route": "",
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+      "created_at": 1778439217.4252279,
+      "access_count": 0,
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+        "帮我写个排序算法"
+      ]
+    },
+    {
+      "entry_id": "706611f2d3a8",
+      "user_message": "今天天气怎么样？",
+      "ai_response": "回复49: 关于'今天天气怎么样？'的回答",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T02:53:37.425235",
+      "created_at": 1778439217.4252396,
+      "access_count": 0,
+      "keywords": [
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+      ]
+    },
+    {
+      "entry_id": "027d02a3bdca",
+      "user_message": "翻译hello world",
+      "ai_response": "回复50: 关于'翻译hello wo'的回答",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T02:53:37.425249",
+      "created_at": 1778439217.425253,
+      "access_count": 0,
+      "keywords": [
+        "翻译hello",
+        "world"
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+    }
+  ]
+}

data/memory/matrix_test.json

@@ -0,0 +1,32 @@
+{
+  "user_id": "matrix_test",
+  "version": 1,
+  "entries": [
+    {
+      "entry_id": "39ba4d6d7741",
+      "user_message": "编程任务",
+      "ai_response": "代码已完成",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T18:17:32.934433",
+      "created_at": 1778494652.9344397,
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+    },
+    {
+      "entry_id": "11e615e4b153",
+      "user_message": "Python开发",
+      "ai_response": "模块已完成",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T18:17:32.934467",
+      "created_at": 1778494652.9344704,
+      "access_count": 0,
+      "keywords": [
+        "Python开发"
+      ]
+    }
+  ]
+}

data/memory/physics_teacher.json

@@ -0,0 +1,32 @@
+{
+  "user_id": "physics_teacher",
+  "version": 1,
+  "entries": [
+    {
+      "entry_id": "e1720ceef141",
+      "user_message": "库仑定律描述电荷间的作用力",
+      "ai_response": "F=kq1q2/r²",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T02:53:37.429856",
+      "created_at": 1778439217.4298592,
+      "access_count": 1,
+      "keywords": [
+        "库仑定律描述电荷间的作用力"
+      ]
+    },
+    {
+      "entry_id": "bc92a72e3d10",
+      "user_message": "欧姆定律V=IR",
+      "ai_response": "电压=电流×电阻",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T02:53:37.429866",
+      "created_at": 1778439217.4298687,
+      "access_count": 1,
+      "keywords": [
+        "欧姆定律V=IR"
+      ]
+    }
+  ]
+}

data/memory/rt_train_test.json

@@ -0,0 +1,266 @@
+{
+  "user_id": "rt_train_test",
+  "version": 1,
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+      "ai_response": "虫群是虫群系统的核心概念",
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+      "ai_response": "元模型是虫群系统的核心概念",
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+      "ai_response": "路由是虫群系统的核心概念",
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+      "ai_response": "聚合是虫群系统的核心概念",
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+      "ai_response": "分词器是虫群系统的核心概念",
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+      "ai_response": "训练是虫群系统的核心概念",
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+      "user_message": "关于虫群的问题8",
+      "ai_response": "虫群是虫群系统的核心概念",
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+      "route": "",
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+      "ai_response": "MOA是虫群系统的核心概念",
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+      "ai_response": "元模型是虫群系统的核心概念",
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+      "ai_response": "记忆是虫群系统的核心概念",
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+      "user_message": "关于路由的问题12",
+      "ai_response": "路由是虫群系统的核心概念",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T02:53:37.430713",
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+      "keywords": [
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+      "user_message": "关于聚合的问题13",
+      "ai_response": "聚合是虫群系统的核心概念",
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+      "ai_response": "分词器是虫群系统的核心概念",
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+      "route": "",
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+      "user_message": "关于训练的问题15",
+      "ai_response": "训练是虫群系统的核心概念",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T02:53:37.430759",
+      "created_at": 1778439217.430762,
+      "access_count": 0,
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+      "user_message": "关于虫群的问题16",
+      "ai_response": "虫群是虫群系统的核心概念",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T02:53:37.430774",
+      "created_at": 1778439217.4307768,
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+      "user_message": "关于MOA的问题17",
+      "ai_response": "MOA是虫群系统的核心概念",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T02:53:37.430789",
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+    },
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+      "user_message": "关于元模型的问题18",
+      "ai_response": "元模型是虫群系统的核心概念",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T02:53:37.430804",
+      "created_at": 1778439217.430807,
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+      "keywords": [
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+      ]
+    },
+    {
+      "entry_id": "89b2f06cdb13",
+      "user_message": "关于记忆的问题19",
+      "ai_response": "记忆是虫群系统的核心概念",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T02:53:37.430820",
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+      ]
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+  ]
+}

data/memory/swarm_project.json

@@ -0,0 +1,149 @@
+{
+  "user_id": "swarm_project",
+  "version": 1,
+  "entries": [
+    {
+      "entry_id": "e9ebd05737a4",
+      "user_message": "虫群项目什么时候开始的",
+      "ai_response": "2026年5月9日，基于Hermes智能体框架开始开发虫群项目",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:01:57.668591",
+      "created_at": 1778432517.6686053,
+      "access_count": 0,
+      "keywords": [
+        "虫群项目什么时候开始的"
+      ]
+    },
+    {
+      "entry_id": "23b83fa4041e",
+      "user_message": "虫群的架构是什么",
+      "ai_response": "五层虫族体系：虫皇(Overmind)→虫巢(Hive)→脑虫(Cerebrate)→虫后(Queen)→子虫(Drone)",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:01:57.669479",
+      "created_at": 1778432517.669485,
+      "access_count": 0,
+      "keywords": [
+        "虫群的架构是什么"
+      ]
+    },
+    {
+      "entry_id": "60ef627c7fd4",
+      "user_message": "训练了多少个模型",
+      "ai_response": "3个本地模型：tiny(3.83M)、small(11.8M)、medium(26.8M)，词表5526",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:01:57.669942",
+      "created_at": 1778432517.6699476,
+      "access_count": 0,
+      "keywords": [
+        "训练了多少个模型"
+      ]
+    },
+    {
+      "entry_id": "2baa4d369d38",
+      "user_message": "MOA是什么",
+      "ai_response": "Mixtures of Agents，多模型聚合引擎。路由→并行执行→聚合，不同于MOE的模型内门控",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:01:57.670543",
+      "created_at": 1778432517.6705499,
+      "access_count": 0,
+      "keywords": [
+        "MOA是什么"
+      ]
+    },
+    {
+      "entry_id": "7ce113e8089a",
+      "user_message": "MOA和MOE的区别",
+      "ai_response": "MOA是模型间聚合(Mixtures of Agents)，多个独立模型投票/加权；MOE是模型内分工(Mixture of Experts)，门控网络选择专家。虫群用MOA",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:01:57.671046",
+      "created_at": 1778432517.6710517,
+      "access_count": 0,
+      "keywords": [
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+      ]
+    },
+    {
+      "entry_id": "35aa5aaff82b",
+      "user_message": "种子模型是什么",
+      "ai_response": "虫皇模型是种子，喂养不同素材长成不同模型。体量大=虫巢/脑虫，体量小=虫后个人端",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:01:57.671607",
+      "created_at": 1778432517.6716137,
+      "access_count": 0,
+      "keywords": [
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+    },
+    {
+      "entry_id": "3bb266c68b04",
+      "user_message": "记忆模型有什么功能",
+      "ai_response": "v7.1增强：encode_realtime实时训练、fork_for_task任务分叉、MemoryMatrix记忆矩阵、超长对话支持",
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+      "route": "",
+      "timestamp": "2026-05-11T01:01:57.672503",
+      "created_at": 1778432517.6725132,
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+      "keywords": [
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+    },
+    {
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+      "user_message": "自动训练机制",
+      "ai_response": "AutoTrainer：should_train判断触发、auto_train增量训练、grow_param参数扩展(d_model逐级增大)",
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+      "route": "",
+      "timestamp": "2026-05-11T01:01:57.673484",
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+    {
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+      "user_message": "数据采集器功能",
+      "ai_response": "DataCollector：对话自动采集、公开数据集下载、质量过滤、去重、格式统一",
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+      "route": "",
+      "timestamp": "2026-05-11T01:01:57.674044",
+      "created_at": 1778432517.6740494,
+      "access_count": 0,
+      "keywords": [
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+    },
+    {
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+      "user_message": "1B模型能拆成几百个小模型吗",
+      "ai_response": "理论上可以。1B参数≈1000个1M小模型。但不是参数拆分，而是多小模型协作覆盖1B能力(MOA)",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:01:57.674744",
+      "created_at": 1778432517.674753,
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+      "keywords": [
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+    {
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+      "user_message": "MOA是模型间聚合",
+      "ai_response": "多个独立模型投票/加权合并结果",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:01:57.676965",
+      "created_at": 1778432517.6769743,
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+    }
+  ]
+}

data/memory/swarm_system.json

@@ -0,0 +1,84 @@
+{
+  "user_id": "swarm_system",
+  "version": 1,
+  "entries": [
+    {
+      "entry_id": "6d04c73a49d9",
+      "user_message": "虫群Swarm项目",
+      "ai_response": "v7.0虫族生态架构，五层体系(虫皇/虫巢/脑虫/虫后/子虫)，核心模块25个，100%测试通过",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T18:19:38.464036",
+      "created_at": 1778494778.4640436,
+      "access_count": 0,
+      "keywords": [
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+      ]
+    },
+    {
+      "entry_id": "b7bc46958c71",
+      "user_message": "MAF企业智能体",
+      "ai_response": "基于Dify源码改造，API服务层100%完成，前端开发中，包含客户/合同/公文等业务模块",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T18:19:38.464678",
+      "created_at": 1778494778.464685,
+      "access_count": 0,
+      "keywords": [
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+    },
+    {
+      "entry_id": "5c1502ce49ba",
+      "user_message": "模型注册中心",
+      "ai_response": "14个免费模型可用，智谱AI 3个(677ms)，NIM 11个(5731ms)，Modal GLM-5.1端点已集成",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T18:19:38.464711",
+      "created_at": 1778494778.4647136,
+      "access_count": 0,
+      "keywords": [
+        "模型注册中心"
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+    },
+    {
+      "entry_id": "c68887c0b8a4",
+      "user_message": "API网关",
+      "ai_response": "香港网关v2已部署(8.210.120.176)，Relay Server运行在8001端口",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T18:19:38.464737",
+      "created_at": 1778494778.4647398,
+      "access_count": 0,
+      "keywords": [
+        "API网关"
+      ]
+    },
+    {
+      "entry_id": "8b999a1a40df",
+      "user_message": "训练系统",
+      "ai_response": "3个训练数据集(alpaca-gpt4/belle-math/coig-cqia)，6版训练脚本，量化+导出工具链完整",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T18:19:38.464765",
+      "created_at": 1778494778.4647672,
+      "access_count": 0,
+      "keywords": [
+        "训练系统"
+      ]
+    },
+    {
+      "entry_id": "7497c9190b6b",
+      "user_message": "记忆系统",
+      "ai_response": "双重存储(SQLite+JSON)，关键词+意图双索引，时间衰减+访问频次评分，容量5000条",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T18:19:38.464789",
+      "created_at": 1778494778.4647915,
+      "access_count": 0,
+      "keywords": [
+        "记忆系统"
+      ]
+    }
+  ]
+}

data/memory/test_v71.json

@@ -0,0 +1,423 @@
+{
+  "user_id": "test_v71",
+  "version": 1,
+  "entries": [
+    {
+      "entry_id": "5cce16f81e2c",
+      "user_message": "解释量子力学",
+      "ai_response": "量子力学研究微观粒子行为",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.046261",
+      "created_at": 1778432426.0462732,
+      "access_count": 0,
+      "keywords": [
+        "解释量子力学"
+      ]
+    },
+    {
+      "entry_id": "1bd4f8f16cbc",
+      "user_message": "什么是薛定谔方程",
+      "ai_response": "薛定谔方程描述量子态随时间演化",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.046780",
+      "created_at": 1778432426.0467901,
+      "access_count": 0,
+      "keywords": [
+        "什么是薛定谔方程"
+      ]
+    },
+    {
+      "entry_id": "3a57aec1264d",
+      "user_message": "牛顿第二定律",
+      "ai_response": "F=ma是经典力学核心",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.046820",
+      "created_at": 1778432426.0468237,
+      "access_count": 0,
+      "keywords": [
+        "牛顿第二定律"
+      ]
+    },
+    {
+      "entry_id": "4c24f7dce459",
+      "user_message": "问题0: 讲解物理概念0",
+      "ai_response": "物理概念0的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.047650",
+      "created_at": 1778432426.0476599,
+      "access_count": 0,
+      "keywords": [
+        "问题0",
+        "讲解物理概念0"
+      ]
+    },
+    {
+      "entry_id": "8193d1bdb48c",
+      "user_message": "问题1: 讲解物理概念1",
+      "ai_response": "物理概念1的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.047703",
+      "created_at": 1778432426.0477085,
+      "access_count": 0,
+      "keywords": [
+        "问题1",
+        "讲解物理概念1"
+      ]
+    },
+    {
+      "entry_id": "49181ea34fb3",
+      "user_message": "问题2: 讲解物理概念2",
+      "ai_response": "物理概念2的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.047740",
+      "created_at": 1778432426.0477448,
+      "access_count": 0,
+      "keywords": [
+        "问题2",
+        "讲解物理概念2"
+      ]
+    },
+    {
+      "entry_id": "dca57d2b3e0c",
+      "user_message": "问题3: 讲解物理概念3",
+      "ai_response": "物理概念3的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.047773",
+      "created_at": 1778432426.0477767,
+      "access_count": 0,
+      "keywords": [
+        "问题3",
+        "讲解物理概念3"
+      ]
+    },
+    {
+      "entry_id": "21ac851def0c",
+      "user_message": "问题4: 讲解物理概念4",
+      "ai_response": "物理概念4的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.047803",
+      "created_at": 1778432426.0478067,
+      "access_count": 0,
+      "keywords": [
+        "问题4",
+        "讲解物理概念4"
+      ]
+    },
+    {
+      "entry_id": "763fda56dd7a",
+      "user_message": "问题5: 讲解物理概念5",
+      "ai_response": "物理概念5的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.047833",
+      "created_at": 1778432426.0478375,
+      "access_count": 0,
+      "keywords": [
+        "问题5",
+        "讲解物理概念5"
+      ]
+    },
+    {
+      "entry_id": "3ea858ef75f5",
+      "user_message": "问题6: 讲解物理概念6",
+      "ai_response": "物理概念6的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.047863",
+      "created_at": 1778432426.047867,
+      "access_count": 0,
+      "keywords": [
+        "问题6",
+        "讲解物理概念6"
+      ]
+    },
+    {
+      "entry_id": "6901450a9318",
+      "user_message": "问题7: 讲解物理概念7",
+      "ai_response": "物理概念7的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.048472",
+      "created_at": 1778432426.048481,
+      "access_count": 0,
+      "keywords": [
+        "问题7",
+        "讲解物理概念7"
+      ]
+    },
+    {
+      "entry_id": "48514c1ee7e5",
+      "user_message": "问题8: 讲解物理概念8",
+      "ai_response": "物理概念8的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.048514",
+      "created_at": 1778432426.048518,
+      "access_count": 0,
+      "keywords": [
+        "问题8",
+        "讲解物理概念8"
+      ]
+    },
+    {
+      "entry_id": "05f793d8bafa",
+      "user_message": "问题9: 讲解物理概念9",
+      "ai_response": "物理概念9的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.048560",
+      "created_at": 1778432426.048564,
+      "access_count": 0,
+      "keywords": [
+        "问题9",
+        "讲解物理概念9"
+      ]
+    },
+    {
+      "entry_id": "4a388e263c3c",
+      "user_message": "问题10: 讲解物理概念10",
+      "ai_response": "物理概念10的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.048590",
+      "created_at": 1778432426.048593,
+      "access_count": 0,
+      "keywords": [
+        "问题10",
+        "讲解物理概念10"
+      ]
+    },
+    {
+      "entry_id": "593bd9417aa0",
+      "user_message": "问题11: 讲解物理概念11",
+      "ai_response": "物理概念11的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.048619",
+      "created_at": 1778432426.0486221,
+      "access_count": 0,
+      "keywords": [
+        "问题11",
+        "讲解物理概念11"
+      ]
+    },
+    {
+      "entry_id": "8e648849b25b",
+      "user_message": "问题12: 讲解物理概念12",
+      "ai_response": "物理概念12的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.048648",
+      "created_at": 1778432426.0486517,
+      "access_count": 0,
+      "keywords": [
+        "问题12",
+        "讲解物理概念12"
+      ]
+    },
+    {
+      "entry_id": "21dacfb4ea1d",
+      "user_message": "问题13: 讲解物理概念13",
+      "ai_response": "物理概念13的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.048680",
+      "created_at": 1778432426.048683,
+      "access_count": 0,
+      "keywords": [
+        "问题13",
+        "讲解物理概念13"
+      ]
+    },
+    {
+      "entry_id": "bbc25b821218",
+      "user_message": "问题14: 讲解物理概念14",
+      "ai_response": "物理概念14的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.048709",
+      "created_at": 1778432426.048713,
+      "access_count": 0,
+      "keywords": [
+        "问题14",
+        "讲解物理概念14"
+      ]
+    },
+    {
+      "entry_id": "94e30d3cf687",
+      "user_message": "问题15: 讲解物理概念15",
+      "ai_response": "物理概念15的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.048739",
+      "created_at": 1778432426.0487428,
+      "access_count": 0,
+      "keywords": [
+        "问题15",
+        "讲解物理概念15"
+      ]
+    },
+    {
+      "entry_id": "2a8ba9a319fb",
+      "user_message": "问题16: 讲解物理概念16",
+      "ai_response": "物理概念16的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.048770",
+      "created_at": 1778432426.0487733,
+      "access_count": 0,
+      "keywords": [
+        "问题16",
+        "讲解物理概念16"
+      ]
+    },
+    {
+      "entry_id": "f6b8c278c325",
+      "user_message": "问题17: 讲解物理概念17",
+      "ai_response": "物理概念17的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.049662",
+      "created_at": 1778432426.0496707,
+      "access_count": 0,
+      "keywords": [
+        "问题17",
+        "讲解物理概念17"
+      ]
+    },
+    {
+      "entry_id": "202a311f7151",
+      "user_message": "问题18: 讲解物理概念18",
+      "ai_response": "物理概念18的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.049707",
+      "created_at": 1778432426.049711,
+      "access_count": 0,
+      "keywords": [
+        "问题18",
+        "讲解物理概念18"
+      ]
+    },
+    {
+      "entry_id": "e8c8bbb9b101",
+      "user_message": "问题19: 讲解物理概念19",
+      "ai_response": "物理概念19的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.049742",
+      "created_at": 1778432426.0497463,
+      "access_count": 0,
+      "keywords": [
+        "问题19",
+        "讲解物理概念19"
+      ]
+    },
+    {
+      "entry_id": "3a4a2203b424",
+      "user_message": "问题20: 讲解物理概念20",
+      "ai_response": "物理概念20的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.049782",
+      "created_at": 1778432426.049786,
+      "access_count": 0,
+      "keywords": [
+        "问题20",
+        "讲解物理概念20"
+      ]
+    },
+    {
+      "entry_id": "d6ddce0fc785",
+      "user_message": "问题21: 讲解物理概念21",
+      "ai_response": "物理概念21的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.049817",
+      "created_at": 1778432426.0498204,
+      "access_count": 0,
+      "keywords": [
+        "问题21",
+        "讲解物理概念21"
+      ]
+    },
+    {
+      "entry_id": "da0033f577ff",
+      "user_message": "问题22: 讲解物理概念22",
+      "ai_response": "物理概念22的定义和应���",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.049851",
+      "created_at": 1778432426.0498552,
+      "access_count": 0,
+      "keywords": [
+        "问题22",
+        "讲解物理概念22"
+      ]
+    },
+    {
+      "entry_id": "adca2fc2487a",
+      "user_message": "问题23: 讲解物理概念23",
+      "ai_response": "物理概念23的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.049890",
+      "created_at": 1778432426.0499032,
+      "access_count": 0,
+      "keywords": [
+        "问题23",
+        "讲解物理概念23"
+      ]
+    },
+    {
+      "entry_id": "47044c328334",
+      "user_message": "问题24: 讲解物理概念24",
+      "ai_response": "物理概念24的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.049935",
+      "created_at": 1778432426.0499387,
+      "access_count": 0,
+      "keywords": [
+        "问题24",
+        "讲解物理概念24"
+      ]
+    },
+    {
+      "entry_id": "be9edf922818",
+      "user_message": "问题25: 讲解物理概念25",
+      "ai_response": "物理概念25的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.049971",
+      "created_at": 1778432426.049974,
+      "access_count": 0,
+      "keywords": [
+        "问题25",
+        "讲解物理概念25"
+      ]
+    },
+    {
+      "entry_id": "0148d4ecf04a",
+      "user_message": "问题26: 讲解物理概念26",
+      "ai_response": "物理概念26的定义和应用",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.050012",
+      "created_at": 1778432426.0500157,
+      "access_count": 0,
+      "keywords": [
+        "问题26",
+        "讲解物理概念26"
+      ]
+    }
+  ]
+}

data/memory/user_001.json

@@ -0,0 +1,45 @@
+{
+  "user_id": "user_001",
+  "version": 1,
+  "entries": [
+    {
+      "entry_id": "7ea08c64a837",
+      "user_message": "你好",
+      "ai_response": "你好！",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.046941",
+      "created_at": 1778432426.0469465,
+      "access_count": 1,
+      "keywords": [
+        "你好"
+      ]
+    },
+    {
+      "entry_id": "76ee07966c8e",
+      "user_message": "量子力学是什么",
+      "ai_response": "量子力学是研究微观粒子行为的物理学分支",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.046992",
+      "created_at": 1778432426.0469966,
+      "access_count": 1,
+      "keywords": [
+        "量子力学是什么"
+      ]
+    },
+    {
+      "entry_id": "74d97be75976",
+      "user_message": "薛定谔猫",
+      "ai_response": "薛定谔猫是量子叠加的思想实验",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:00:26.047016",
+      "created_at": 1778432426.0470204,
+      "access_count": 1,
+      "keywords": [
+        "薛定谔猫"
+      ]
+    }
+  ]
+}

data/memory/v71_test.json

@@ -0,0 +1,58 @@
+{
+  "user_id": "v71_test",
+  "version": 1,
+  "entries": [
+    {
+      "entry_id": "c97b26f5d4a4",
+      "user_message": "什么是虫群",
+      "ai_response": "虫群是多模型聚合系统",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:14:11.829254",
+      "created_at": 1778433251.8292656,
+      "access_count": 0,
+      "keywords": [
+        "什么是虫群"
+      ]
+    },
+    {
+      "entry_id": "b1f2a127d687",
+      "user_message": "写个函数",
+      "ai_response": "def hello(): pass",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:14:11.830586",
+      "created_at": 1778433251.8305957,
+      "access_count": 1,
+      "keywords": [
+        "写个函数"
+      ]
+    },
+    {
+      "entry_id": "f3032cc8c256",
+      "user_message": "什么是虫群",
+      "ai_response": "虫群是多模型聚合系统",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:14:53.148263",
+      "created_at": 1778433293.1482785,
+      "access_count": 0,
+      "keywords": [
+        "什么是虫群"
+      ]
+    },
+    {
+      "entry_id": "c3bdc951ff48",
+      "user_message": "写个函数",
+      "ai_response": "def hello(): pass",
+      "intent": "",
+      "route": "",
+      "timestamp": "2026-05-11T01:14:53.149008",
+      "created_at": 1778433293.1490173,
+      "access_count": 1,
+      "keywords": [
+        "写个函数"
+      ]
+    }
+  ]
+}

data/test_config.json

@@ -0,0 +1,81 @@
+{
+  "version": "2.1",
+  "system": {
+    "name": "虫群智能体",
+    "log_level": "INFO",
+    "data_dir": "/home/admin/swarm/data"
+  },
+  "models": {
+    "local_memory": {
+      "enabled": true,
+      "name": "本地记忆模型",
+      "type": "local",
+      "default_confidence": 0.3,
+      "priority": 10
+    },
+    "glm_api": {
+      "enabled": true,
+      "name": "智谱GLM-4-Flash",
+      "type": "api",
+      "endpoint": "https://open.bigmodel.cn/api/paas/v4/chat/completions",
+      "model_name": "glm-4-flash",
+      "default_confidence": 0.8,
+      "max_tokens": 1024,
+      "priority": 5,
+      "timeout": 30
+    }
+  },
+  "router": {
+    "complexity_thresholds": {
+      "simple": 0.35,
+      "medium": 0.5,
+      "complex": 0.7
+    },
+    "default_chain": [
+      "local_memory",
+      "glm_api"
+    ]
+  },
+  "skills": {
+    "safety_filter": {
+      "enabled": true,
+      "strict_mode": false
+    },
+    "text_parser": {
+      "enabled": true,
+      "max_keywords": 10
+    },
+    "task_classifier": {
+      "enabled": true
+    },
+    "dialogue_manager": {
+      "enabled": true
+    }
+  },
+  "engine": {
+    "max_workers": 4,
+    "quick_match_enabled": true,
+    "stream_enabled": false,
+    "skill_pipeline_enabled": true,
+    "task_boost": {
+      "code": 0.15,
+      "analysis": 0.15,
+      "compute": 0.1
+    }
+  },
+  "api_keys": {
+    "glm_api_env": "GLM_API_KEY",
+    "glm_api_file": "/home/admin/swarm/api.env"
+  },
+  "web": {
+    "host": "0.0.0.0",
+    "port": 5000,
+    "debug": false
+  },
+  "monitor": {
+    "enabled": true,
+    "persist_path": "/home/admin/swarm/data/metrics.json",
+    "max_records": 10000,
+    "report_interval_s": 60
+  }
+}

data/versions/version_history.json

@@ -0,0 +1,45 @@
+{
+  "current_version": "v001_20260510_020255",
+  "versions": {
+    "v001_20260510_020255": {
+      "version_id": "v001_20260510_020255",
+      "timestamp": "2026-05-10T02:02:55.603756",
+      "config": {
+        "models": [
+          {
+            "model_id": "local_memory",
+            "name": "本地记忆模型",
+            "model_type": "local",
+            "endpoint": "",
+            "default_confidence": 0.3,
+            "max_tokens": 4096,
+            "priority": 10,
+            "status": "active",
+            "tags": [
+              "memory",
+              "local"
+            ]
+          },
+          {
+            "model_id": "glm_api",
+            "name": "智谱GLM-4-Flash",
+            "model_type": "api",
+            "endpoint": "https://open.bigmodel.cn/api/paas/v4/chat/completions",
+            "default_confidence": 0.8,
+            "max_tokens": 1024,
+            "priority": 5,
+            "status": "active",
+            "tags": [
+              "api",
+              "glm"
+            ]
+          }
+        ],
+        "timestamp": "2026-05-10T02:02:55.603724",
+        "total_models": 2
+      },
+      "description": "初始配置：local_memory + glm_api",
+      "parent_id": ""
+    }
+  }
+}