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Streaming evaluation pipeline #42

@TheTrueAI

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@TheTrueAI

Phase: 3 — Growth & Scale (Performance)

Evaluate jobs incrementally as search results arrive, instead of batch-after-search:

  • Prototype streaming evaluation — evaluate each job as it is parsed from SerpAPI results
  • Benchmark latency and cost vs current batch approach
  • Gate LLM evaluations with cheap heuristics — skip obvious mismatches before calling Gemini
  • Add A/B quality checks to ensure optimization does not reduce match relevance

This could significantly reduce end-to-end latency for the UI experience.

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