import React from 'react'; import { Tabs, TabsContent, TabsList, TabsTrigger } from "@/components/ui/tabs"; import { Card, CardContent, CardDescription, CardHeader, CardTitle } from "@/components/ui/card"; import { ArrowRight, Database, RefreshCw, Server, Shield, Workflow } from 'lucide-react'; const EngineArchitecture = () => { return ( Intelligent Engine Architecture Real-time processing and continuous learning system AI Engine Crypto Engine

Data Ingestion & Storage

MES Events Kafka Stream Raw Schema
Analytics DB SSIS Jobs

Continuous Learning Pipeline

Data Selection

Incremental data ingestion with balance policies

Triggers

5% data growth or weekly schedule

Model Training

In-database training on new data chunks

CI/CD

CML for model versioning and deployment

Deployment & Monitoring

API Endpoint

/api/mes/predict

Validation

≥95% accuracy

Performance

Drift monitoring

Market Data Feeds

Order Books Trade Data Sentiment
Time-Series Database (InfluxDB)

Reinforcement Learning Core

Algorithm

TD3 for continuous action spaces

State Vector

Price deltas, volume, sentiment

Hierarchical RL

Sub-agents for different market regimes with meta-controller

Risk Controls & Deployment

Retraining

Every 1000 trades or hourly

Risk Limits

Max 5% drawdown, 2% position

Validation

Sharpe ratio ≥1.0

); }; export default EngineArchitecture;