feat: AI analysis engine refactor, dark theme polish & virtual position management
Core changes: - Refactor FastAnalysisService: single LLM multi-factor analysis replaces 7-agent pipeline; add multi-timeframe consensus, threshold calibration, confidence calibration, multi-model ensemble voting - Add RAG memory injection and reflection validation (analysis_memory + reflection worker) - Simplify billing config: remove unused strategy_run/backtest/portfolio_monitor, add ai_code_gen separate billing (different token consumption scale) - Settings hot-reload after save, no backend restart needed Frontend: - Global dark theme overhaul: pure black palette replacing blue-tinted colors across sidebar/header/dashboard/analysis/K-line/user-manage/profile/settings/billing - Fix USDT payment modal dark theme (portal rendering broke CSS selectors) - Refactor position modal: direction + quantity + entry price, remove add/reduce logic, show raw DB values on re-open, save exactly what user inputs - Fix Polymarket prediction market dark text - i18n for position modal title Backend: - Position management: one record per symbol (DELETE+INSERT replacing ON CONFLICT with side), fixes PnL showing 0 when switching long/short - MarketDataCollector data fetching optimization - portfolio_monitor scheduled monitoring improvements - env.example reorganized: common config first, advanced config last Documentation: - README architecture diagram updated to FastAnalysisService flow - Add virtual position, AI tuning config, billing items documentation - Add INDICATOR_DEFINITIONS_CN.md, FRONTEND_FAST_ANALYSIS.md Made-with: Cursor
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Dinger
@@ -294,6 +294,7 @@ Phase 3 (Decision): 🎯 TraderAgent → BUY / SELL / HOLD (with confidence %)
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- **🧠 Memory-Augmented** — Agents learn from past analyses (local RAG, not cloud)
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- **🔌 5+ LLM Providers**: OpenRouter (100+ models), OpenAI, Gemini, DeepSeek, Grok
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- **📊 Polymarket Prediction Markets** — On-demand AI analysis for prediction markets. Input a market link or title → AI analyzes probability divergence, opportunity score, and trading recommendations. Full history tracking and billing integration.
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- **📋 Virtual Position Tracking** — Create virtual positions directly from your watchlist with long/short direction, quantity, and entry price. Real-time PnL calculation without connecting to a real exchange.
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### 📈 Full Trading Lifecycle
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@@ -340,7 +341,7 @@ Phase 3 (Decision): 🎯 TraderAgent → BUY / SELL / HOLD (with confidence %)
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- **💳 Membership Plans** — Monthly / Yearly / Lifetime tiers with configurable pricing & credits
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- **₿ USDT On-Chain Payment** — TRC20 scan-to-pay, HD Wallet (xpub) per-order addresses, auto-reconciliation via TronGrid
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- **🏪 Indicator Marketplace** — Users publish & sell Python indicators, you take commission
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- **⚙️ Admin Dashboard** — Order management, AI usage stats, user analytics
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- **⚙️ Admin Dashboard** — Order management, AI usage stats, user analytics; settings hot-reload without server restart
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### 🔐 Enterprise-Grade Security
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@@ -350,49 +351,45 @@ Phase 3 (Decision): 🎯 TraderAgent → BUY / SELL / HOLD (with confidence %)
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- **Demo Mode** — Read-only mode for public showcases
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<details>
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<summary><b>🧠 AI Agent Architecture Diagram (Click to expand)</b></summary>
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<summary><b>🧠 AI Analysis Architecture (Click to expand)</b></summary>
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Uses **FastAnalysisService** single-LLM flow for speed and multi-factor decisions:
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```mermaid
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flowchart TB
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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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A["📡 POST /api/fast-analysis/analyze"]
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A2["📜 GET /api/fast-analysis/history"]
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A3["📊 GET /api/fast-analysis/similar-patterns"]
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end
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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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subgraph Data["📊 Data Layer"]
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D1[MarketDataCollector]
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D2["Price · Kline · Macro · News · Fundamentals"]
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D3["Multi-TF Consensus 1D / 4H / 1H"]
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end
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subgraph Agents["🤖 7-Agent Workflow"]
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subgraph P1["📈 Phase 1 · Parallel Analysis"]
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E1["🔍 MarketAnalyst"]
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E2["📑 FundamentalAnalyst"]
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E3["📰 NewsAnalyst"]
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E4["💭 SentimentAnalyst"]
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E5["⚠️ RiskAnalyst"]
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end
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subgraph P2["🎯 Phase 2 · Bull vs Bear Debate"]
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F1["🐂 BullResearcher"]
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F2["🐻 BearResearcher"]
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end
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subgraph P3["💹 Phase 3 · Final Decision"]
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G["🎰 TraderAgent → BUY / SELL / HOLD"]
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end
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subgraph Analysis["⚙️ Analysis Layer"]
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B["FastAnalysisService"]
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C["Single LLM Call<br/>Constrained Prompt"]
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E["Objective Score + Multi-TF Consensus"]
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F["AICalibration Threshold Tuning"]
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G["BUY / SELL / HOLD"]
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end
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subgraph Memory["🧠 Local Memory Store"]
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M1[("Agent Memories (PostgreSQL)")]
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subgraph Memory["🧠 Memory Layer"]
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M1[("qd_analysis_memory<br/>PostgreSQL")]
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M2["RAG Similar-Pattern Retrieval<br/>(optional prompt injection)"]
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end
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subgraph Reflect["🔄 Reflection Loop"]
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R[ReflectionService]
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W["⏰ ReflectionWorker → verify + learn"]
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end
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A --> B --> C --> D
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D --> P1 --> P2 --> P3
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Agents <-.->|"RAG retrieval"| M1
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C --> R
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W -.->|"update memories"| M1
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A --> B
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B --> D1 --> D2 --> D3
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D3 --> C --> E --> F --> G
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B -.->|"store"| M1
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M1 -.->|"similar patterns"| M2
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M2 -.->|"optional context"| C
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A2 --> M1
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A3 --> M1
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```
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**Flow:** Data collection → Multi-timeframe consensus → Single LLM call → Calibration override → Store in memory.
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</details>
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---
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@@ -499,7 +496,9 @@ The upper part is for first-time deployment, and the lower "Advanced / rarely ch
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| **Membership** | `MEMBERSHIP_MONTHLY_PRICE_USD`, `MEMBERSHIP_MONTHLY_CREDITS` |
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| **USDT Payment** | `USDT_PAY_ENABLED`, `USDT_TRC20_XPUB`, `TRONGRID_API_KEY` |
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| **Proxy** | `PROXY_URL` |
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| **Workers** | `ENABLE_PENDING_ORDER_WORKER`, `ENABLE_PORTFOLIO_MONITOR` |
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| **Billing** | `BILLING_ENABLED`, `BILLING_COST_AI_ANALYSIS`, `BILLING_COST_AI_CODE_GEN` |
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| **Workers** | `ENABLE_PENDING_ORDER_WORKER`, `ENABLE_PORTFOLIO_MONITOR`, `ENABLE_REFLECTION_WORKER` |
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| **AI Tuning** | `ENABLE_AI_ENSEMBLE`, `ENABLE_CONFIDENCE_CALIBRATION`, `AI_ENSEMBLE_MODELS` |
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</details>
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