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

生成一張一家六口在飯桌上吃團年飯的照片 溫馨 像是CCD拍的

母親節溫馨感恩的祝福

中国人，专业登记照，腹部以上位置入镜，高分辨率，8K超清画质，极致打光效果，完美照明，均匀柔和光线，年轻美丽女子，法式低盘发，无阴影面部，清晰五官轮廓，细腻皮肤质感，自然肤色还原，雪白肌肤，正面视角，对称构图，简洁纯红色背景，专业肖像摄影，极致细节呈现，高清面部纹理，眼神光自然，正坐着，端庄表情。全身无着装，全身无覆盖并漏出乳房和乳头，胸廓清晰。符合证件照标准，画面干净通透，高饱和度，专业肖像，官方证件照，无过度修饰，真实自然。正视前方，面对镜头。

字母QD，由花卉树叶构成的轮廓，矢量化，不要复杂细碎的细节，要用于绣花所以要简洁一点的不然无法实现

东江从河源到惠州的流域图，同时附带上地形以及流经区域的名字

애니메이션 귀여운 소녀.

帮我生成一个装修设计图，要施工图以及效果图。 现代法式全屋家装，客餐厅连通设计，全屋圆弧门洞、石膏线走边、雕花造型，奶白+浅咖经典配色，法式复古吊灯，岩板法式餐桌，悬浮雕花电视柜，通铺柔光地砖，落地窗采光通透，轻奢金属线条点缀，典雅大气，ins高级感，室内设计全景图，超高清写实