Build AI tool to inspect automation test environments when errors occur and provide automated diagnosis.

Scope:
- Build AI tool to inspect automation environments during/after failures
- Integrate with existing test infrastructure and monitoring systems
- Provide automated diagnosis and remediation suggestions
- Create interfaces for manual environment inspection when needed

Acceptance Criteria:
- [ ] AI environment inspection tool implemented
- [ ] Integration with test infrastructure completed
- [ ] Automated diagnosis capability working
- [ ] Remediation suggestions generated accurately
- [ ] Manual inspection interfaces created
- [ ] Documentation and usage guides completed

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