Technology

TechnicalArchitecture Solution

From architecture design to deployment operations, a full-stack technical solution supporting enterprise-grade AI Agent platforms.

System Architecture

Three-Layer Architecture Overview

Modular design, each layer is independently scalable

L1

Source Layer — Data Source

RSS/News APIPolicy Document CrawlingEnterprise Internal SystemsDatabase/Knowledge BaseSocial Media API
L2

Core Engine — Intelligence Engine Layer

Data Cleaning & DeduplicationNLP Entity RecognitionEvent Clustering AnalysisKnowledge Graph ConstructionMulti-model Inference Routing
L3

Action Layer — Action Output

Structured ReportsReal-time Alert PushWorkflow TriggerAPI / WebhookIM Notification Integration
Data flow: L1 → L2 → L3
NewsOps Pipeline

Intelligent Information Processing Pipeline

Fully automated pipeline from raw data to actionable insights

Event Trigger

Scheduled/threshold/manual Agent activation

Data Clustering

NLP cluster related events, eliminate noise

Tiered Assessment

AI evaluates importance, generates priority

Impact Analysis

Link business metrics, quantify potential impact

Output Delivery

Structured reports pushed to designated channels

Model Ecosystem

Multi-Model Adaptation Layer

Unified interface, freely switch mainstream large language models

DeepSeek
Open Source Inference
Open Source
Llama 3
Private Deployment
Self-Hosted
GPT-4o
Cloud API
Cloud API
Claude 3.5
Cloud API
Cloud API
Qwen
Domestic LLM
Domestic
Ernie
Domestic LLM
Domestic
Deployment Options

Progressive Deployment Path

From POC to production, choose the deployment scale that fits best

Quick Start

Single Node Deployment

Single Node

Suitable for POC validation and quick trials by small teams

  • 1 Server
  • 4 Cores / 8GB RAM
  • Docker Compose
  • 30 min deployment
Recommended

Small Cluster Deployment

Small Cluster

Suitable for medium enterprises production environment with high availability support

  • 3~5 Servers
  • 16 Cores / 32GB RAM
  • K8s / Docker Swarm
  • Failover support
Enterprise

High Availability Deployment

High Availability

Suitable for large enterprises with 99.99% SLA and auto scaling

  • 10+ Servers
  • Auto elastic scaling
  • K8s + Istio
  • Multi-active disaster recovery

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