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LLM Search, UI/UX challenges, Context Engineering and the 80/20 of Eval

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Use Deterministic Funnel Metrics First

  • Prefer deterministic funnel signals (e.g., add-to-cart, conversion) as primary eval metrics before using LLM judges.
  • Use these measurable outcomes to quickly identify which conversations drove business value.
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