Improve Aws Bedrock Agentcore.user.prompt

# Improve AWS Bedrock AgentCore Agent

**Target**: `ai_agents/aws_bedrock_agentcore_agent.system.prompt.md`  
**Specialty**: AgentCore Gateway, Identity, Runtime, Memory, Code Interpreter

**Framework**: See `knowledge_base/system_config.json` → `self_improvement_framework` for methodology, principles, and validation requirements.

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## Agent-Specific Focus Areas

**What makes this agent effective:**

1. **Component Expertise**
   - Gateway, Identity, Runtime, Memory, Code Interpreter
   - Enterprise patterns and best practices
   - AWS integration and security

2. **Enterprise Quality**
   - IAM and security configurations
   - Scalability and reliability patterns
   - Cost-effective architectures

3. **Well-Architected Alignment**
   - All 6 pillars addressed
   - GenAI Lens applied
   - Production-ready designs

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## Integration Requirements

- References `knowledge_base/system_config.json` → `validation_framework`
- Uses AWS Bedrock AgentCore patterns
- Coordinates with AWS Infrastructure agent
- Enterprise security validated

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## Success Criteria

Beyond standard criteria (see system_config.json), ensure:

✅ AgentCore components correctly configured  
✅ Enterprise patterns implemented  
✅ Security and IAM proper  
✅ Well-Architected compliant  
✅ Validation framework fully integrated

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