graph TD %% ========== Agent 层 ========== subgraph Agent层[Agent 推理/对话] AgentCore[Agent Core] end %% ========== API 层 ========== subgraph API层[记忆核心服务API] SAPI["存储API"] RAPI["检索API"] EAPI["提取写入API"] FAPI["遗忘API"] TAPI["租户API"] end %% ========== 记忆存储模块(展开) ========== subgraph 记忆存储模块[记忆存储] StorageRouter[存储路由] SessionPersist[会话消息持久化器] MigrationMgr[版本化导入导出/备份恢复] RuntimeState[运行时状态管理] subgraph 存储内部适配[多模存储内部适配] VecStore[向量存储适配] RelStore[关系型存储适配] KVStore[KV存储适配] FileStore[文件存储适配] GraphStore[图谱存储适配] end end %% ========== 记忆检索模块(展开) ========== subgraph 记忆检索模块[记忆检索] MultiRouter[查询拆分与路由] VecSearch[语义向量检索] ExactGet[精确KV读取] FullText[全文关键词搜索] HistorySearch[历史对话检索-时间/轮次] GraphTraverse[知识图谱多跳遍历] CandidateMerge[多路候选合并] RerankEngine[重排序] DedupPost[检索后去重] subgraph 矛盾检测[矛盾检测] ContradictionScan[定期事实对扫描] FactPairExtract[事实对提取] LLMJudge[LLM矛盾判决] ReportGen[矛盾报告生成] end end %% ========== 记忆提取与写入模块(展开) ========== subgraph 记忆提取与写入模块[记忆提取与写入] subgraph 提取触发[触发] AutoTrig[自动触发] ManTrig[手动调用] AgentTrig[Agent自主写入] ExtRes[外部资源摄入] end subgraph 提取流水线[LLM提取流水线] LLMStage[单/多阶段LLM提取] SchemaCheck[Schema校验] VarExtract[变量/情境提取] ProfileExtract[画像提取] Dialectic[辩证推理-用户建模] HistoryInject[注入历史消息] end subgraph 冲突与去重[冲突裁决与去重] ConflictDetect[新旧冲突检测] Decision[裁决:跳过/删旧加新/新增] Dedup[精确+语义去重] end subgraph 写入执行[写入执行] SingleWrite[单条写入+立即落盘] BatchWrite[批量写入+去重] ProfileUpdate[画像更新] MemoryReplace[替换/增量更新] end subgraph 上下文注入[上下文注入] FrozenSnapshot[冻结快照注入] FileContext[上下文文件注入] DualLayer[双层上下文注入] SysPromptBuilder[System Prompt构建] end subgraph 持久化与导出[Flush与转录导出] FlushGate[Token超阈值门控] PriorityCalc[写入优先级] StateSync[状态同步] ExportTrans[会话转录导出+分类] end end %% ========== 记忆遗忘模块(展开) ========== subgraph 记忆遗忘模块[记忆遗忘] subgraph 遗忘触发源[触发] AgentForget[Agent调用] DevAPIF[开发者API] CapacityTrig[容量超限] TokenTrig[Token超限] end subgraph 遗忘编排[遗忘编排器] ForgetRouter[遗忘类型路由] ValidatorF[参数校验] StrategyF[策略选择:删除/压缩/归档] end subgraph 删除执行[删除执行] PreciseDel[精确删除] BatchDel[批量删除] ClearAll[全量清空] MultiStoreSync[多存储同步删除] end subgraph 容量约束遗忘[容量约束淘汰] CapacityCheck[容量检查] EvictPolicy[淘汰策略FIFO/LRU] WarnReject[超限拒绝+告警] end subgraph 上下文压缩[Compaction] ChunkSplit[分块+保留标识符] LLMSummary[LLM摘要生成] MergeInst[合并指令+元数据] TruncFallback[截断/渐进式fallback] RefreshCtx[刷新上下文] end subgraph 压缩生命周期[压缩生命周期] PreHook[压缩前Hook] PostHook[压缩后Hook] DedupCounter[去重计数防重] SessionCleanup[会话清理与重置] end subgraph 归档与审计[归档与审计] ArchiveCopy[原始转录归档副本] AuditLog[遗忘审计日志] end end %% ========== 多租户隔离模块(展开) ========== subgraph 多租户隔离模块[多租户隔离] subgraph 隔离维度[隔离维度] UserIso[用户级] TaskIso[任务级] ToolIso[工具级] ScopeIso[Scope级] end subgraph 隔离执行[物理隔离实现] PhysVec[向量集合/分区隔离] PhysRel[关系库字段/表隔离] PhysKV[KV前缀隔离] PhysFile[文件目录隔离] PhysGraph[图命名图隔离] FrozenSnapIso[会话冻结快照隔离] end subgraph Scope映射[Scope-User映射] MappingTable[(映射表)] MapCRUD[增删查改] ScopeAuth[Scope权限校验] end subgraph 多Agent继承[子Agent继承] ParentCtx[父Agent快照] SubRegistry[子Agent注册中心] ContextInherit[上下文继承] InheritLifecycle[生命周期Hook] end end %% ========== 公共引擎层 ========== subgraph 公共引擎[公共处理引擎] LLMExtractEngine[LLM提取引擎] ConflictResEngine[冲突裁决引擎] DedupEngine[去重引擎] FlushCtrlEngine[持久化门控引擎] CompactionEngine[上下文压缩引擎] AuditEngine[写入/遗忘审计引擎] end %% ========== 物理存储 ========== subgraph 基础设施[物理存储] VectorDB[(向量DB)] SQLDB[(MySQL/SQLite)] Redis[(Redis/内存)] Disk[(文件系统)] GraphDB[(图DB)] AuditStore[(审计日志)] end %% ******** 连线 ******** %% Agent与API AgentCore --> SAPI AgentCore --> RAPI AgentCore --> EAPI AgentCore --> FAPI TAPI -.-> SAPI TAPI -.-> RAPI TAPI -.-> EAPI TAPI -.-> FAPI %% --- 存储模块对外连接 --- SAPI --> StorageRouter StorageRouter --> VecStore StorageRouter --> RelStore StorageRouter --> KVStore StorageRouter --> FileStore StorageRouter --> GraphStore SessionPersist --> RelStore SessionPersist --> FileStore MigrationMgr --> RelStore MigrationMgr --> FileStore RuntimeState --> RelStore VecStore --> VectorDB RelStore --> SQLDB KVStore --> Redis FileStore --> Disk GraphStore --> GraphDB %% --- 检索模块对外连接 --- RAPI --> MultiRouter MultiRouter --> VecSearch MultiRouter --> ExactGet MultiRouter --> FullText MultiRouter --> HistorySearch MultiRouter --> GraphTraverse VecSearch --> VectorDB ExactGet --> Redis FullText --> SQLDB FullText --> Disk HistorySearch --> SQLDB GraphTraverse --> GraphDB VecSearch --> CandidateMerge ExactGet --> CandidateMerge FullText --> CandidateMerge HistorySearch --> CandidateMerge GraphTraverse --> CandidateMerge CandidateMerge --> RerankEngine RerankEngine --> DedupPost DedupPost --> AgentCore ContradictionScan --> FactPairExtract FactPairExtract --> LLMJudge LLMJudge --> ReportGen ReportGen -.-> AgentCore ContradictionScan --> VectorDB ContradictionScan --> SQLDB %% --- 提取写入模块对外连接 --- EAPI --> AutoTrig EAPI --> ManTrig AgentCore --> AgentTrig ExtRes --> LLMStage AutoTrig --> LLMStage ManTrig --> LLMStage LLMStage --> HistoryInject LLMStage --> SchemaCheck SchemaCheck --> VarExtract SchemaCheck --> ProfileExtract SchemaCheck --> Dialectic VarExtract --> ConflictDetect ProfileExtract --> ConflictDetect Dialectic --> ConflictDetect ConflictDetect --> Decision Decision --> Dedup Dedup --> SingleWrite Dedup --> BatchWrite Dedup --> ProfileUpdate Dedup --> MemoryReplace SingleWrite --> FlushGate BatchWrite --> FlushGate ProfileUpdate --> FlushGate MemoryReplace --> FlushGate FlushGate --> PriorityCalc PriorityCalc --> StateSync StateSync --> FrozenSnapshot FrozenSnapshot --> SysPromptBuilder FileContext --> SysPromptBuilder DualLayer --> SysPromptBuilder SysPromptBuilder --> AgentCore SingleWrite --> StorageRouter BatchWrite --> StorageRouter ProfileUpdate --> RelStore MemoryReplace --> StorageRouter ExportTrans --> FileStore ExportTrans --> RelStore FlushGate -.-> ExportTrans %% --- 遗忘模块对外连接 --- FAPI --> ForgetRouter DevAPIF --> ForgetRouter AgentForget --> ForgetRouter ForgetRouter --> ValidatorF ValidatorF --> StrategyF StrategyF -->|删除| PreciseDel StrategyF -->|删除| BatchDel StrategyF -->|删除| ClearAll StrategyF -->|压缩| ChunkSplit StrategyF -->|归档| ArchiveCopy PreciseDel --> MultiStoreSync BatchDel --> MultiStoreSync ClearAll --> MultiStoreSync CapacityTrig --> CapacityCheck CapacityCheck --> EvictPolicy EvictPolicy --> MultiStoreSync MultiStoreSync --> AuditLog WarnReject --> AuditLog TokenTrig --> ChunkSplit ChunkSplit --> LLMSummary LLMSummary --> MergeInst MergeInst --> TruncFallback TruncFallback --> RefreshCtx RefreshCtx --> SysPromptBuilder PreHook --> ChunkSplit PostHook --> RefreshCtx DedupCounter --> PostHook SessionCleanup --> DedupCounter ArchiveCopy --> Disk AuditLog --> AuditStore MultiStoreSync --> StorageRouter %% --- 多租户隔离模块对外连接 --- UserIso --> PhysVec UserIso --> PhysRel UserIso --> PhysKV UserIso --> PhysFile UserIso --> PhysGraph TaskIso --> PhysRel TaskIso --> PhysKV ToolIso --> PhysRel ScopeIso --> PhysVec ScopeIso --> PhysRel FrozenSnapIso --> PhysRel ScopeAuth --> MappingTable MapCRUD --> MappingTable PhysVec -.-> ScopeAuth PhysRel -.-> ScopeAuth ParentCtx --> SubRegistry SubRegistry --> ContextInherit ContextInherit --> InheritLifecycle InheritLifecycle --> ParentCtx ContextInherit --> SysPromptBuilder %% 公共引擎被各模块调用（虚线表示逻辑归属） LLMExtractEngine -.-> LLMStage ConflictResEngine -.-> ConflictDetect DedupEngine -.-> Dedup FlushCtrlEngine -.-> FlushGate CompactionEngine -.-> LLMSummary AuditEngine -.-> AuditLog AuditEngine -.-> Decision

概念: 对话框到智能体网络的跃迁 提示词: Flat design minimalist tech illustration, dark background #0f1117, a single glowing cyan chat bubble on the left transforming via a diagonal energy beam into a complex interconnected network of hexagonal agent nodes on the right, each node connected by electric blue lines, geometric circuit patterns in the background, high contrast, dramatic composition suggesting evolution and scale, NO text, 3:4 ratio

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