[OQI-006] docs: Update inventories with ML confidence and performance components

- FRONTEND_INVENTORY: Add ML feature section with 11 components
- MASTER_INVENTORY: Update OQI-006 progress 70% -> 85%
- Added: ConfidenceMeter, SignalPerformanceTracker, ModelAccuracyDashboard, BacktestResultsVisualization

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

docs/90-transversal/inventarios/FRONTEND_INVENTORY.yml

@@ -17,12 +17,12 @@ last_updated: "2026-01-25"
 # RESUMEN EJECUTIVO
 # ============================================================================
 summary:
-  total_features: 8   # auth, dashboard, education, trading, investment, settings, notifications, payments
+  total_features: 9   # auth, dashboard, education, trading, investment, settings, notifications, payments, ml
   total_pages: 18     # +4 (CheckoutSuccess, CheckoutCancel, Pricing, Billing)
-  total_components: 74  # +4 CourseProgressTracker, LearningPathVisualizer, VideoProgressPlayer, AssessmentSummaryCard
+  total_components: 78  # +4 ConfidenceMeter, SignalPerformanceTracker, ModelAccuracyDashboard, BacktestResultsVisualization
   total_hooks: 3       # useChatAssistant, useStreamingChat, useMT4WebSocket
   total_stores: 2     # chatStore, paymentStore
-  status: "En desarrollo (OQI-002 al 85%)"
+  status: "En desarrollo (OQI-006 al 85%)"
 
 # ============================================================================
 # ESTRUCTURA DE DIRECTORIOS
@@ -641,6 +641,74 @@ features:
           - depositToWallet()
           - withdrawFromWallet()
 
+  # --------------------------------------------------------------------------
+  # ML - Machine Learning Signals
+  # --------------------------------------------------------------------------
+  - name: ml
+    path: modules/ml/
+    epic: OQI-006
+    status: implemented
+    description: "ML predictions, signals, confidence, backtesting"
+    created: "2026-01-25"
+
+    components:
+      # Core ML Components (existing)
+      - name: AMDPhaseIndicator.tsx
+        purpose: "Indicador de fases AMD (Accumulation, Manipulation, Distribution)"
+        rf: RF-ML-001
+
+      - name: PredictionCard.tsx
+        purpose: "Tarjeta de prediccion con direccion y confianza"
+        rf: RF-ML-001
+
+      - name: SignalsTimeline.tsx
+        purpose: "Timeline de senales generadas"
+        rf: RF-ML-002
+
+      - name: AccuracyMetrics.tsx
+        purpose: "Metricas de precision de modelos"
+        rf: RF-ML-003
+
+      - name: ICTAnalysisCard.tsx
+        purpose: "Analisis ICT/SMC con zonas de liquidez"
+        rf: RF-ML-004
+
+      - name: EnsembleSignalCard.tsx
+        purpose: "Senal consolidada de ensemble de modelos"
+        rf: RF-ML-005
+
+      - name: TradeExecutionModal.tsx
+        purpose: "Modal para ejecutar trade basado en senal"
+        rf: RF-ML-006
+
+      # Confidence & Performance Components (OQI-006)
+      - name: ConfidenceMeter.tsx
+        purpose: "Medidor avanzado de confianza con modelo agreement y feature importance"
+        epic: OQI-006
+        rf: RF-ML-007
+        created: "2026-01-25"
+
+      - name: SignalPerformanceTracker.tsx
+        purpose: "Tracker de historial y performance de senales con filtros y estadisticas"
+        epic: OQI-006
+        rf: RF-ML-008
+        created: "2026-01-25"
+
+      - name: ModelAccuracyDashboard.tsx
+        purpose: "Dashboard de precision individual de modelos con comparacion"
+        epic: OQI-006
+        rf: RF-ML-009
+        created: "2026-01-25"
+
+      - name: BacktestResultsVisualization.tsx
+        purpose: "Visualizacion de resultados de backtesting con trades y returns mensuales"
+        epic: OQI-006
+        rf: RF-ML-010
+        created: "2026-01-25"
+
+      - name: index.ts
+        purpose: "Exports de componentes ML"
+
 # ============================================================================
 # COMPONENTES COMPARTIDOS
 # ============================================================================
@@ -869,10 +937,11 @@ epic_mapping:
     note: "Pricing, Billing, CheckoutSuccess, CheckoutCancel, WalletDepositModal, WalletWithdrawModal, CouponForm, PaymentMethodForm, BillingInfoForm, TransactionHistory, InvoiceList, InvoiceDetail, PaymentMethodsList, SubscriptionUpgradeFlow"
 
   OQI-006:
-    features: []
+    features: [ml]
     pages_count: 0
-    status: "Pendiente"
+    components_count: 11
-    note: "Componentes ML en trading"
+    status: "En Desarrollo (85%)"
+    note: "AMDPhaseIndicator, PredictionCard, SignalsTimeline, AccuracyMetrics, ICTAnalysisCard, EnsembleSignalCard, TradeExecutionModal, ConfidenceMeter, SignalPerformanceTracker, ModelAccuracyDashboard, BacktestResultsVisualization"
 
   OQI-007:
     features: [assistant]

orchestration/inventarios/MASTER_INVENTORY.yml

@@ -17,7 +17,7 @@ resumen_general:
   total_tablas: 81   # +4 (notifications, user_push_tokens, distribution_history, distribution_runs)
   total_servicios_backend: 15  # +1 firebase.client
   total_servicios_python: 4    # ML Engine, Data Service, MT4 Gateway, LLM Agent
-  total_componentes_frontend: 97  # +4 CourseProgressTracker, LearningPathVisualizer, VideoProgressPlayer, AssessmentSummaryCard
+  total_componentes_frontend: 101  # +4 ConfidenceMeter, SignalPerformanceTracker, ModelAccuracyDashboard, BacktestResultsVisualization
   total_pages: 33    # +4 payments (CheckoutSuccess, CheckoutCancel, Pricing, Billing)
   total_background_jobs: 1     # Distribution Job
   total_unit_tests: 2          # notification.service.spec, distribution.job.spec
@@ -68,9 +68,10 @@ epicas:
   - codigo: OQI-006
     nombre: Senales ML
     sp: 40
-    estado: ML Engine listo
+    estado: En Desarrollo
-    progreso: 70%
+    progreso: 85%
     doc_frontend: true
+    descripcion: "Complete: ConfidenceMeter, SignalPerformanceTracker, ModelAccuracyDashboard, BacktestResultsVisualization + existing ML components"
 
   - codigo: OQI-007
     nombre: LLM Strategy Agent