Enterprise AI Agent Technical Whitepaper

Executive Summary

This whitepaper presents Meichen's enterprise AI Agent architecture and implementation solutions for three scenarios: financial quantitative trading, cross-border e-commerce operations, and general enterprise administration.

Core Objectives:

• Data Sovereignty: Private deployment ensures 100% of data remains within client internal networks
• Low-Latency Execution: Microsecond-level processing for quant, millisecond-level for cross-border
• Automated Closed-Loop: From signal generation/service intake to execution/response - full unmanned process

Target Audience: Quant Fund CTOs, Proprietary Trading Team Leads, E-commerce Operations Directors, IT Directors, CISOs

I. System Architecture

• Gateway Layer: RESTful API, WebSocket, FIX, gRPC, CTP/XTP interfaces
• Agent Core: Perception + Inference Engine (Local LLM + RAG) + Planner (ReAct) + Executor
• Data Layer: Time-series / Vector / Relational DB
• Infrastructure: Docker Compose / Helm Chart delivery

II. Financial Quantitative Agent

• Futures/Securities: CTP, XTP, OES
• Crypto: Binance, OKX, Bybit
• Forex: FIX Protocol, MT5

III. Cross-border E-commerce Agent

Amazon, Shopify, TikTok Shop, eBay, Walmart. 5-min sync, unified inbox.

• Customer Service: RAG + Intent recognition, block rate greater than 85%
• Listing: Competitor analysis, conversion plus 10~20%
• Ads Optimization: Bid Adjustment, ACOS -15~25%
• Pricing: Rule-based reprice, BuyBox greater than 90%

IV. Enterprise Digital Employees

• IT Ops: Alert->Match->Execute->Report, MTTR -60%
• HR Recruiter: Resume->Match->Schedule->Input, 10x efficiency
• Finance: OCR->Verify->Voucher->Alert, 3 days->2 hours
• Sales Analyst: Data->Report->Analysis->Push, 4 hours->5 min
• Legal: Compare->Identify->Suggest->Archive, 5x efficiency

V. Security & Compliance

• Private Deployment: Pure intranet, AES-256 encryption
• Access Control: RBAC, 3-year log retention
• Compliance: Grade Protection 2.0 Level 3

VI. Service & Support

• Delivery: Environment->Deployment->Migration->Pilot->Launch
• SLA: P0: 2-hour response

VII. Contact Us