From 9e973b29fb1a2a0aeb9e6980017b67c3ddb05201 Mon Sep 17 00:00:00 2001 From: Affaan Mustafa Date: Fri, 15 May 2026 23:22:52 -0400 Subject: [PATCH] docs: remove emoji from recsys skill --- skills/recsys-pipeline-architect/SKILL.md | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/skills/recsys-pipeline-architect/SKILL.md b/skills/recsys-pipeline-architect/SKILL.md index 2666ab5c..2d9b81f9 100644 --- a/skills/recsys-pipeline-architect/SKILL.md +++ b/skills/recsys-pipeline-architect/SKILL.md @@ -92,11 +92,11 @@ Default to isolation. Joint only when there's a specific reason (e.g., explicit ## Anti-Patterns -- ❌ Scoring before filtering (wastes compute on candidates that will be dropped anyway) -- ❌ Synchronous side effects (cache writes / impression emits blocking the response) -- ❌ A single "relevance" score when the product needs to tune for multiple objectives (engagement vs safety vs diversity vs ads) -- ❌ Joint scoring as default (non-deterministic, harder to cache, doesn't compose with reranking stages) -- ❌ Generating pseudocode "for illustration" — the scaffold must actually run +- Scoring before filtering (wastes compute on candidates that will be dropped anyway) +- Synchronous side effects (cache writes / impression emits blocking the response) +- A single "relevance" score when the product needs to tune for multiple objectives (engagement vs safety vs diversity vs ads) +- Joint scoring as default (non-deterministic, harder to cache, doesn't compose with reranking stages) +- Generating pseudocode "for illustration" — the scaffold must actually run ## Upstream contents