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docs: remove emoji from recsys skill
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@ -92,11 +92,11 @@ Default to isolation. Joint only when there's a specific reason (e.g., explicit
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## Anti-Patterns
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- ❌ Scoring before filtering (wastes compute on candidates that will be dropped anyway)
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- ❌ Synchronous side effects (cache writes / impression emits blocking the response)
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- ❌ A single "relevance" score when the product needs to tune for multiple objectives (engagement vs safety vs diversity vs ads)
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- ❌ Joint scoring as default (non-deterministic, harder to cache, doesn't compose with reranking stages)
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- ❌ Generating pseudocode "for illustration" — the scaffold must actually run
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- Scoring before filtering (wastes compute on candidates that will be dropped anyway)
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- Synchronous side effects (cache writes / impression emits blocking the response)
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- A single "relevance" score when the product needs to tune for multiple objectives (engagement vs safety vs diversity vs ads)
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- Joint scoring as default (non-deterministic, harder to cache, doesn't compose with reranking stages)
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- Generating pseudocode "for illustration" — the scaffold must actually run
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## Upstream contents
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