Implementation and Integration for GenAI Applications — AWS AIP-C01 Domain 2

mindmap
  root((Domain 2<br/>Implementation<br/>& Integration))
    **Task 2.1 — Agentic AI Solutions**
      2.1.1 Intelligent Autonomous Systems
        Strands Agents
        AWS Agent Squad
        MCP Agent-Tool Interactions
        Memory & State Management
      2.1.2 Advanced Problem-Solving
        ReAct Patterns
        Chain-of-Thought Reasoning
        Step Functions Orchestration
      2.1.3 Safeguarded AI Workflows
        Stopping Conditions
        Timeout Mechanisms
        IAM Boundaries
        Circuit Breakers
      2.1.4 Model Coordination
        Specialized FMs
        Model Ensembles
        Custom Aggregation
        Selection Frameworks
      2.1.5 Collaborative AI Systems
        Human-in-the-Loop
        Review & Approval
        Feedback Collection
        Human Augmentation
      2.1.6 Intelligent Tool Integrations
        Strands API Custom Behaviors
        Function Definitions
        Error Handling
        Parameter Validation
      2.1.7 Model Extension Frameworks
        Lambda MCP Servers
        ECS MCP Servers
        MCP Client Libraries
        Consistent Access Patterns
    **Task 2.2 — Model Deployment**
      2.2.1 FM Deployment Patterns
        Lambda On-Demand
        Provisioned Throughput
        SageMaker Hybrid
      2.2.2 LLM Deployment Challenges
        Container Optimization
        GPU Utilization
        Token Processing Capacity
        Model Loading Strategies
      2.2.3 Optimized FM Deployment
        Model Selection
        Pre-Trained Models
        API-Based Cascading
    **Task 2.3 — Enterprise Integration**
      2.3.1 Enterprise Connectivity
        Legacy System Integration
        Event-Driven Architecture
        Data Synchronization
      2.3.2 Integrated AI Capabilities
        Microservice Integration
        Webhook Handlers
        Event-Driven Integrations
      2.3.3 Secure Access Frameworks
        Identity Federation
        RBAC for FM Access
        Least Privilege API Access
      2.3.4 Cross-Environment AI
        AWS Outposts
        AWS Wavelength
        Secure Routing
      2.3.5 CI/CD & GenAI Gateway
        CodePipeline & CodeBuild
        Automated Testing
        Centralized Abstraction
        Observability & Control
    **Task 2.4 — FM API Integrations**
      2.4.1 Flexible Model Interaction
        Synchronous APIs
        Asynchronous Processing
        Custom API Clients
      2.4.2 Real-Time AI Interaction
        Streaming APIs
        WebSockets & SSE
        Chunked Transfer
      2.4.3 Resilient FM Systems
        Exponential Backoff
        Rate Limiting
        Graceful Degradation
        X-Ray Observability
      2.4.4 Intelligent Model Routing
        Static Routing
        Dynamic Content-Based Routing
        Metric-Based Routing
    **Task 2.5 — Application Integration**
      2.5.1 FM API Interfaces
        Streaming Response Handling
        Token Limit Management
        Retry Strategies
      2.5.2 Accessible AI Interfaces
        Amplify UI Components
        OpenAPI Specifications
        Prompt Flows No-Code
      2.5.3 Business System Enhancements
        CRM Enhancements
        Document Processing
        Q Business Data Sources
        Bedrock Data Automation
      2.5.4 Developer Productivity
        Amazon Q Developer
        Code Generation
        AI Component Testing
      2.5.5 Advanced GenAI Applications
        Strands & Agent Squad
        Agent Design Patterns
        Prompt Chaining
      2.5.6 Troubleshooting Efficiency
        CloudWatch Logs Insights
        X-Ray FM Tracing
        Error Pattern Recognition

graph TB
    subgraph "Incoming Request"
        USER[Customer Query]
        APIGW[API Gateway<br/>WebSocket]
    end

    subgraph "Task 2.1 — Agentic AI Layer"
        style AGENT fill:#3498db,color:#fff
        AGENT[2.1.1 Autonomous<br/>Agent System]
        REASON[2.1.2 Problem<br/>Solving / ReAct]
        GUARD[2.1.3 Safeguards<br/>& Circuit Breakers]
        COORD[2.1.4 Model<br/>Coordination]
        HUMAN[2.1.5 Human-in-<br/>the-Loop]
        TOOLS[2.1.6 Tool<br/>Integrations]
        MCP[2.1.7 MCP<br/>Extension Framework]
    end

    subgraph "Task 2.2 — Model Deployment Layer"
        style DEPLOY fill:#9b59b6,color:#fff
        DEPLOY[2.2.1 FM Deployment<br/>Patterns]
        LLM_DEPLOY[2.2.2 LLM-Specific<br/>Challenges]
        OPT_DEPLOY[2.2.3 Optimized<br/>Deployment]
    end

    subgraph "Task 2.3 — Enterprise Integration Layer"
        style ENTERPRISE fill:#e67e22,color:#fff
        ENTERPRISE[2.3.1 Enterprise<br/>Connectivity]
        INTEGRATE[2.3.2 App<br/>Integration]
        SECURE[2.3.3 Secure<br/>Access]
        CROSS_ENV[2.3.4 Cross-<br/>Environment]
        CICD[2.3.5 CI/CD<br/>& Gateway]
    end

    subgraph "Task 2.4 — FM API Layer"
        style API_SYNC fill:#2ecc71,color:#fff
        API_SYNC[2.4.1 Sync/Async<br/>APIs]
        API_STREAM[2.4.2 Streaming<br/>APIs]
        API_RESILIENT[2.4.3 Resilient<br/>Operations]
        API_ROUTE[2.4.4 Model<br/>Routing]
    end

    subgraph "Task 2.5 — Application Integration Layer"
        style FM_IFACE fill:#e74c3c,color:#fff
        FM_IFACE[2.5.1 FM API<br/>Interfaces]
        UI[2.5.2 Accessible<br/>Interfaces]
        BIZ[2.5.3 Business<br/>Enhancements]
        DEV[2.5.4 Developer<br/>Productivity]
        ADV[2.5.5 Advanced<br/>Applications]
        DEBUG[2.5.6 Troubleshooting]
    end

    USER --> APIGW
    APIGW --> AGENT
    AGENT --> REASON
    AGENT --> TOOLS
    TOOLS --> MCP
    REASON --> GUARD
    GUARD --> COORD
    COORD --> DEPLOY
    AGENT --> HUMAN
    DEPLOY --> LLM_DEPLOY
    DEPLOY --> OPT_DEPLOY
    OPT_DEPLOY --> API_ROUTE
    API_ROUTE --> API_SYNC
    API_ROUTE --> API_STREAM
    API_SYNC --> API_RESILIENT
    API_STREAM --> API_RESILIENT
    API_RESILIENT --> ENTERPRISE
    ENTERPRISE --> INTEGRATE
    ENTERPRISE --> SECURE
    SECURE --> CROSS_ENV
    ENTERPRISE --> CICD
    INTEGRATE --> FM_IFACE
    FM_IFACE --> UI
    FM_IFACE --> BIZ
    DEV --> ADV
    ADV --> DEBUG

graph LR
    subgraph "Client Layer"
        WEB[Web App] --> APIGW[API Gateway<br/>WebSocket]
        MOBILE[Mobile App] --> APIGW
    end

    subgraph "Orchestration Layer"
        APIGW --> ECS[ECS Fargate<br/>Orchestrator]
        ECS --> AGENT[Strands Agent<br/>Multi-Agent Router]
    end

    subgraph "AI Layer"
        AGENT --> BEDROCK[Amazon Bedrock<br/>Claude 3 Sonnet/Haiku]
        AGENT --> TOOLS[Tool Integrations<br/>MCP Servers]
        AGENT --> HUMAN_REVIEW[Human Review<br/>Step Functions]
    end

    subgraph "Data Layer"
        ECS --> OPENSEARCH[OpenSearch<br/>Serverless]
        ECS --> DYNAMO[DynamoDB<br/>Sessions/Products]
        ECS --> REDIS[ElastiCache<br/>Redis Cache]
    end

    subgraph "Integration Layer"
        ECS --> EVENTBRIDGE[EventBridge<br/>Event Bus]
        ECS --> SQS[SQS<br/>Async Processing]
        EVENTBRIDGE --> LEGACY[Legacy Systems<br/>ERP/CRM]
    end

    subgraph "DevOps Layer"
        PIPELINE[CodePipeline] --> CODEBUILD[CodeBuild]
        CODEBUILD --> ECS
        XRAY[X-Ray] --> ECS
        CW[CloudWatch] --> ECS
    end