business-analyst

recursive-decision-ledger

240Kresearch-knowledge

Use when the user asks for repeated rollouts, marked decision processes, high-dimensional search, stochastic optimization, local-optima exploration, ensemble comparison, or recursive reasoning with a visible evidence trail.

affaan-m

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recsys-pipeline-architect

239Kresearch-knowledge

Design composable recommendation, ranking, and feed pipelines using the six-stage Source→Hydrator→Filter→Scorer→Selector→SideEffect framework popularized by xAI's open-sourced For You algorithm. Use this skill whenever the user is building any system that picks "the top K items for a (user, context)" — social feeds, content CMSs, RAG rerankers, task prioritizers, notification triage, search reranking, ad ranking.

affaan-m

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planning-and-task-breakdown

77Kresearch-knowledge

将工作分解为有序的任务。当你有规范或明确的需求，需要将工作分解为可实施的任务时使用。当任务感觉太大无法开始、需要估算范围或可以并行工作时使用。

addyosmani

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