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Copilot AI commented Sep 29, 2025

Model Comparison Implementation Plan

This PR implements functionality to test and compare the new "gemini-flash-latest" model against the existing "gemini-2.5-flash" model for query accuracies.

Plan:

  • Create a new Gemini service class that supports multiple models
  • Add configuration to switch between models
  • Create an API endpoint for model comparison testing
  • Add functionality to run the same query on both models and compare results
  • Create a simple UI component to test model comparisons
  • Add logging and metrics to track accuracy differences
  • Test the implementation with sample cricket queries
  • Document the findings and performance differences

Technical Approach:

  • Extend the existing GeminiSqlService to support multiple models
  • Create a comparison service that can run queries on both models simultaneously
  • Add API endpoints to facilitate testing and comparison
  • Implement basic metrics collection for accuracy comparison
Original prompt

create a new pr to test a new model called "gemini-flash-latest" to check how it performs against existing 2.5 flash model for query accuracies


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Summary by cubic

Add experimental support for the gemini-flash-latest model and an A/B test to compare its query accuracy against the current 2.5 flash model. Default behavior is unchanged; experiments are opt-in.

  • New Features
    • Added model config for gemini-flash-latest.
    • A/B routing behind a feature flag with optional percentage rollout.
    • Captures per-query metrics (accuracy, latency) and outputs a simple comparison report.

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2 participants