Service Fabric Integration

Judge Service Components

Evaluation Orchestrator Service:

• Request routing to appropriate judge models based on content type

• Load balancing across multiple judge model instances

• Priority queuing for time-sensitive evaluations

• Result aggregation from multiple judge models

Judge Model Registry:

• Model capability metadata for optimal judge selection

• Performance benchmarks for each judge model type

• Availability monitoring and automatic failover

• Version management for judge model updates

Quality Scoring Service:

• Multi-dimensional scoring across different quality aspects

• Confidence interval calculation for score reliability

• Historical trend analysis for quality improvements

• Threshold-based alerting for quality degradation

Application Integration Patterns

Real-Time Judging APIs:

• Synchronous evaluation for immediate quality feedback

• Asynchronous batch evaluation for large-scale content assessment

• Streaming evaluation for continuous content monitoring

• Webhook integration for event-driven quality assessment

Quality Gate Integration:

• Pre-deployment quality checks before content publication

• Runtime quality monitoring for live content streams

• Post-processing evaluation for historical content improvement

• A/B testing support for comparing different model outputs