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Execution-First Upgrade

This package now includes a runnable execution loop:

  • choose an adapter
  • run benchmark prompts
  • score outputs
  • promote a candidate into the scoreboard
  • generate a starter quantization-retention report

It is still a starter path, not a finished frontier evaluation harness.