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Knowledge is Eventually Consistent // Devin Stein // #335

MLOps.community

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Use Delta-Based Evals For Living Knowledge

  • Treat answers as living artifacts: keep evals tied to knowledge and update only when relevant facts change.
  • This delta-based eval approach reduces operational overhead and preserves meaningful signals.
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