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Add evaluation harness and quality regression guardrails #3

@NayanKanaparthi

Description

@NayanKanaparthi

Context

Tokenomics reliably measures cost and latency, but quality evaluation
is currently heuristic and informal.

As routing and compression strategies evolve, we need a way to ensure
optimizations do not silently degrade output quality.

Open problem

  • Define repeatable evaluation benchmarks
  • Introduce quality scoring or acceptance thresholds
  • Add regression tests that fail when quality drops beyond tolerance

Notes

This does not require perfect "ground truth" quality metrics —
even coarse guardrails would be a meaningful improvement.

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