@@ -124,25 +124,80 @@ QuantDinger’s agents don’t start from scratch every time. The backend includ
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- **Where it lives**: Local SQLite files under `backend_api_python/data/memory/` (privacy-first).
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```mermaid
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flowchart TD
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A[POST /api/analysis/multi] --> B[AnalysisService]
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B --> C[AgentCoordinator]
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C --> D[Build context: price/kline/news/indicators]
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flowchart TB
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%% ===== 🌐 Entry Layer =====
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subgraph Entry["🌐 API Entry"]
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A["📡 POST /api/analysis/multi"]
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A2["🔄 POST /api/analysis/reflect"]
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end
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subgraph Agents[Agents]
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E[Analysts + Researchers + Trader]
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end
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%% ===== ⚙️ Service Layer =====
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subgraph Service["⚙️ Service Orchestration"]
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B[AnalysisService]
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C[AgentCoordinator]
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D["📊 Build Context<br/>price · kline · news · indicators"]
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end
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C --> E
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E -->|get_memories()| M[(SQLite: role_memory.db)]
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M -->|Top-K memories| E
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E -->|memory_prompt injected into system prompt| LLM[LLMService (OpenRouter)]
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%% ===== 🤖 Multi-Agent Workflow =====
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subgraph Agents["🤖 Multi-Agent Workflow"]
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C --> R[ReflectionService.record_analysis]
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R --> RR[(SQLite: reflection_records.db)]
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W[ReflectionWorker (optional)] --> RR
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W -->|auto-verify + learn| M
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A2[POST /api/analysis/reflect] -->|manual learn| M
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subgraph P1["📈 Phase 1 · Analysis (Parallel)"]
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E1["🔍 MarketAnalyst<br/><i>Technical</i>"]
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E2["📑 FundamentalAnalyst<br/><i>Fundamentals</i>"]
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E3["📰 NewsAnalyst<br/><i>News & Events</i>"]
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E4["💭 SentimentAnalyst<br/><i>Market Mood</i>"]
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E5["⚠️ RiskAnalyst<br/><i>Risk Assessment</i>"]
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end
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subgraph P2["🎯 Phase 2 · Debate (Parallel)"]
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F1["🐂 BullResearcher<br/><i>Bullish Case</i>"]
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F2["🐻 BearResearcher<br/><i>Bearish Case</i>"]
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end
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subgraph P3["💹 Phase 3 · Decision"]
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G["🎰 TraderAgent<br/><i>Final Verdict → BUY / SELL / HOLD</i>"]
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end
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end
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%% ===== 🧠 Memory Layer =====
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subgraph Memory["🧠 Local SQLite Memory (data/memory/)"]
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M1[("market_analyst")]
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M2[("fundamental")]
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M3[("news_analyst")]
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M4[("sentiment")]
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M5[("risk_analyst")]
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M6[("bull_researcher")]
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M7[("bear_researcher")]
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M8[("trader_agent")]
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end
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%% ===== 🔄 Reflection Loop =====
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subgraph Reflect["🔄 Reflection Loop (Optional)"]
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R[ReflectionService]
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RR[("reflection_records.db")]
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W["⏰ ReflectionWorker"]
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end
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%% ===== Main Flow =====
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A --> B --> C --> D
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D --> P1 --> P2 --> P3
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%% ===== Memory Read/Write =====
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E1 <-.-> M1
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E2 <-.-> M2
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E3 <-.-> M3
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E4 <-.-> M4
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E5 <-.-> M5
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F1 <-.-> M6
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F2 <-.-> M7
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G <-.-> M8
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%% ===== Reflection Flow =====
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C --> R --> RR
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W --> RR
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W -.->|"verify + learn"| M8
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A2 -.->|"manual review"| M8
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```
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**Retrieval ranking (simplified)**:
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