Clayton Young 0d98fa353c feat(examples): add anomaly detection and covariates examples ...

Anomaly Detection Example:
- Uses quantile forecasts as prediction intervals
- Flags values outside 80%/90% CI as warnings/critical anomalies
- Includes visualization with deviation plot

Covariates (XReg) Example:
- Demonstrates forecast_with_covariates() API
- Shows dynamic numerical/categorical covariates
- Shows static categorical covariates
- Includes synthetic retail sales data with price, promotion, holiday

SKILL.md Updates:
- Added anomaly detection section with code example
- Expanded covariates section with covariate types table
- Added XReg modes explanation
- Updated 'When not to use' section to note anomaly detection workaround

2026-02-23 07:43:04 -05:00

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