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@robbrad robbrad commented Dec 10, 2025

🚀 Adding Agentic Knowledge Power

Overview

This PR introduces the Agentic Knowledge Power - a comprehensive architectural guidance system for building agentic AI systems on AWS. This power provides dynamic, contextual recommendations based on current AWS prescriptive guidance and modern frameworks.

🎯 What This Power Does

The Agentic Knowledge Power provides dynamic architectural guidance for building agentic AI systems using current AWS prescriptive guidance and patterns. Rather than static documentation, it leverages MCP servers to access live AWS guidance and combines it with intelligent steering for contextual, up-to-date recommendations.

Key Capabilities

  • 🔍 AWS Prescriptive Guidance Foundation: Always starts with official AWS foundational documents
  • 🏗️ Architecture Design Assistance: Contextual recommendations for AWS service selection and patterns
  • 📋 Implementation Guidance: Practical guidance on Strands Agent SDK and AgentCore deployment
  • 🔄 Live Documentation Access: Real-time retrieval of current guidance through MCP servers

🛠 Technical Implementation

MCP Servers Integration

  • strands-agents: Agent workflow and coordination patterns
  • agentcore-mcp-server: Core agentic system components
  • awsknowledge: AWS-specific architectural guidance

Modern Framework Support

  • Strands Agent SDK: Multi-provider support, agent patterns, multi-agent coordination
  • AgentCore Platform: Runtime, Memory, Gateway, and Observability services

📁 Files Added

Core Power Files

  • agentic-knowledge/POWER.md (330 lines) - Complete power documentation
  • agentic-knowledge/mcp.json (38 lines) - MCP server configuration

Steering Files for Guided Workflows

  • agentic-knowledge/steering/agentic-architecture-guidance.md (130 lines) - Core architectural principles
  • agentic-knowledge/steering/aws-service-patterns.md (94 lines) - AWS service integration patterns
  • agentic-knowledge/steering/prescriptive-guidance-priority.md (98 lines) - Prioritized guidance framework

Total: 690 lines across 5 new files

🎯 Target Keywords

agentic ai, agentic architecture, agent patterns, agentic workflows, aws architecture, multi-agent systems, autonomous systems, intelligent agents, prescriptive guidance, architectural patterns

💡 Business Value

Accelerated Development

  • Faster Time-to-Market: Rapid deployment through autonomous operation
  • Reduced Decision Time: Intelligent automation and guidance
  • Modern Implementation: Current frameworks with AWS best practices

Improved Architecture Quality

  • Grounded Recommendations: All advice based on official AWS prescriptive guidance
  • Live Documentation: Real-time access to current architectural patterns
  • Comprehensive Coverage: From development to production deployment

Cost & Operational Benefits

  • Reduced Manual Intervention: Automated architectural guidance
  • Optimized Resource Usage: AWS service selection optimization
  • Streamlined Workflows: Integrated development and deployment patterns

🚀 Example Use Cases

Customer Service Agent

"I need to build a customer service agent that can handle complex inquiries"
→ References AWS prescriptive guidance on agentic AI patterns
→ Recommends Strands and AgentCore implementations aligned with AWS best practices

Multi-Agent Collaboration

"How do I implement multi-agent collaboration?"
→ Searches "agentic AI patterns and workflows" prescriptive guidance
→ Provides Strands multi-agent patterns (A2A, Graph, Swarm) with AgentCore services

Scalable Agentic Workflows

"What's the best architecture for agentic workflows?"
→ References AWS prescriptive guidance on serverless architectures
→ Recommends specific implementation approaches using modern frameworks

🔧 How It Works

  1. Describe Your Use Case - Start with what you want to build
  2. Get Grounded Recommendations - Power searches AWS prescriptive guidance first
  3. Refine Your Architecture - Interactive dialogue and iterative improvement

Guidance Hierarchy

  1. AWS Prescriptive Guidance - Architectural foundation
  2. Strands Agent SDK - Implementation flexibility and patterns
  3. AgentCore Platform - Production deployment and scaling

🛡 Best Practices Included

Security & Compliance

  • Authentication and authorization patterns
  • Data protection and encryption
  • Monitoring and auditing guidelines
  • Compliance framework support

Performance & Cost Optimization

  • Model selection guidance
  • Caching and resource optimization
  • Scalability planning
  • Latency optimization strategies

🎉 Benefits for Users

  • Always Current: Live access to latest AWS prescriptive guidance
  • Contextual: Recommendations tailored to specific use cases
  • Comprehensive: Covers full development-to-production lifecycle
  • Practical: Actionable implementation guidance with modern frameworks
  • Grounded: All recommendations based on official AWS architectural guidance

This power represents a significant advancement in providing developers with intelligent, contextual architectural guidance for building modern agentic AI systems on AWS.

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