Checklist

• I've searched for similar issues and couldn't find anything matching
• I've discussed this feature request in the K8sGPT Slack and got positive feedback

Is this feature request related to a problem?

No

Problem Description

No response

Solution Description

The Amazon Bedrock Knowledge Base integration allows K8sGPT to leverage AWS's knowledge base capabilities to provide more contextual and accurate responses for Kubernetes troubleshooting. The implementation should

1. Connect to Amazon Bedrock Knowledge Base service
2. Support multiple knowledge base configurations

A new backend within K8sGPT will be implemented for this integration, bypassing the need for a custom REST backend.

Benefits

1. Enhanced troubleshooting by accessing internal runbooks and documentation
2. More accurate and contextual responses for Kubernetes issues
3. Reduced dependency on generic LLM suggestions

Potential Drawbacks

This implementation provides an opinionated way of integrating with Bedrock knowledge bases, which may limit flexibility compared to an approach of generic knowledge base support that can plug in to any provider.

Additional Information

No response