Analyze historical Jenkins failures in Server Foundation automation to identify patterns and categorize root causes.

Scope:
- Review historical Jenkins failures and categorize root causes
- Identify common patterns: environment issues vs product bugs vs automation issues
- Document failure signatures and symptoms for AI training
- Create baseline metrics for failure analysis improvement

Acceptance Criteria:
- [ ] Historical failure data collected and analyzed
- [ ] Failure patterns categorized and documented
- [ ] Common failure signatures identified
- [ ] Baseline metrics established for AI improvement measurement
- [ ] Analysis report completed with findings and recommendations

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