Step Three: Troubleshooting & FAQ

Troubleshooting & Common Issues

This section covers typical challenges and their solutions:

Issue Environment Possible Cause Solution Documentation Link
Model Deployment Failure IBM Cloud Incorrect API keys or IAM settings Verify API key configuration and IAM permissions IAM Guide
Data Ingestion Error On-Premise Misconfigured endpoints Check storage configuration and credentials Network Setup
API Connection Timeout Hybrid Incorrect endpoint or firewall rules Review endpoint configurations and network settings Hybrid Setup

The solution implements AIOps principles with modular architecture and containerized deployments. GitHub manages version control for workflow updates, including the Recommendation Engine and Compliance Module. The system includes debugging processes and rapid deployment walkthroughs, with configuration management for watsonx Discovery, Mixtral, and Bring Your Own Model (BYOM) components from Hugging Face.

AIOps Modular Architecture

Infrastructure Flexibility

This solution can be deployed on: - IBM Cloud (demonstrated here) - AWS (using services like S3, Lambda) - Azure - On-premise using Red Hat OpenShift - Air-gapped environments via IBM Software Hub