Architecture

CloudOpsAI Architecture

System Components

flowchart TD
    A[AI NOC Agent] --> B[Configuration Layer]
    A --> C[AI Decision Engine]
    A --> D[Action Dispatcher]
    A --> E[Storage Layer]
    A --> F[Integration Layer]

    subgraph Components
        B --> |YAML Rules| B1[S3 Storage]
        C --> |AI Models| C1[Bedrock]
        D --> |Actions| D1[AWS Services]
        E --> |Data| E1[DynamoDB/S3]
        F --> |Events| F1[EventBridge]
    end

    style A fill:#2196F3,stroke:#0D47A1,color:white

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1. AI NOC Agent

The core Lambda function that processes CloudWatch events and makes intelligent decisions.

2. Configuration Layer

• YAML-based rule definitions
• Stored in S3 bucket
• Version controlled

3. AI Decision Engine

• Uses Amazon Bedrock (Claude)
• Pattern recognition
• Historical incident analysis

4. Action Dispatcher

• AWS service remediation
• External system integration
• Notification handling

5. Storage Layer

• DynamoDB for incident history
• S3 for configuration and artifacts
• CloudWatch Logs for operational data

6. Integration Layer

• EventBridge for event routing
• VPC Endpoints for AWS services
• API Gateway for external integrations

Infrastructure Components

flowchart TD
    A[CloudWatch Events] --> B[EventBridge]
    B --> C[Lambda Function]
    C --> D[Bedrock]
    C --> E[DynamoDB]
    C --> F[External Systems]

    subgraph AWS_Account
        D --> |AI Decisions| C
        E --> |History| C
        C --> |Remediation| G[AWS Services]
        C --> |Logs| H[CloudWatch]
        C --> |Metrics| I[CloudWatch Metrics]
    end

    subgraph External
        F --> |Alerts| J[PagerDuty]
        F --> |Tickets| K[ServiceNow]
        F --> |Chat| L[Slack]
    end

    style A fill:#f5f5f5,stroke:#4CAF50
    style C fill:#2196F3,stroke:#0D47A1,color:white
    style External fill:#fff4e6,stroke:#ff9900

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Security Architecture

flowchart TD
    A[CloudOpsAI Agent] --> B[VPC]

    subgraph Security_Layer
        B --> C[Private Subnet]
        C --> D[VPC Endpoints]
        D --> E[AWS Services]
    end

    subgraph IAM_Security
        F[IAM Role] --> G[KMS Encryption]
        F --> H[Secrets Manager]
        F --> I[Least Privilege]
    end

    style Security_Layer fill:#e8f5e9,stroke:#2e7d32
    style IAM_Security fill:#e3f2fd,stroke:#1565c0

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• VPC isolation
• KMS encryption
• IAM least privilege
• AWS Secrets Manager

Scalability Design

flowchart LR
    A[Organizations] --> B[Management Account]
    B --> C[Member Account 1]
    B --> D[Member Account 2]
    B --> E[Member Account n]

    subgraph Cross_Account
        F[Central Logging] --> G[CloudWatch Logs]
        F --> H[Security Hub]
        F --> I[Organizations]
    end

    style Cross_Account fill:#fce4ec,stroke:#c2185b

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Multi-Account Support

• AWS Organizations integration
• Cross-account role assumption
• Centralized logging

Performance Optimization

• Lambda concurrency management
• DynamoDB auto-scaling
• CloudWatch metrics aggregation

High Availability

flowchart TD
    A[Primary Region] --> B[DynamoDB Global Tables]
    A --> C[S3 Cross-Region Replication]

    subgraph Failover
        D[Region 1] <--> E[Region 2]
        E --> F[Route 53]
        D --> F
    end

    subgraph Error_Handling
        G[Lambda] --> H[DLQ]
        G --> I[Retry Logic]
    end

    style Failover fill:#fff3e0,stroke:#ef6c00
    style Error_Handling fill:#f3e5f5,stroke:#7b1fa2

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Regional Failover

• Multi-region deployment option
• Cross-region replication for DynamoDB
• S3 cross-region replication

Error Handling

• Retry mechanisms
• DLQ implementation
• Fallback procedures

Cost Optimization

Resource Management

• Lambda provisioned concurrency
• DynamoDB on-demand capacity
• CloudWatch log retention policies

Cost Controls

• Budget alerts
• Usage monitoring
• Resource tagging

Integration Architecture

flowchart LR
    A[CloudOpsAI] --> B[Internal Services]
    A --> C[External Systems]

    subgraph AWS_Internal
        B --> D[Bedrock]
        B --> E[EventBridge]
        B --> F[Systems Manager]
    end

    subgraph External_Integration
        C --> G[Slack/Webhooks]
        C --> H[PagerDuty/API]
        C --> I[ServiceNow/REST]
    end

    style AWS_Internal fill:#e1f5fe,stroke:#0288d1
    style External_Integration fill:#fff3e0,stroke:#ef6c00

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Internal AWS Services

Service	Purpose	Integration Method
Bedrock	AI Decision Making	SDK/API
EventBridge	Event Routing	Native
Systems Manager	Remediation	SDK/API
CloudWatch	Monitoring	Native

External Systems

System	Purpose	Integration Method
Slack	Notifications	Webhooks
PagerDuty	Alerts	API
ServiceNow	Tickets	REST API
Email	Reports	SES