Marketplaces / wshobson/agents / machine-learning-ops/recsys-pipeline-architect

machine-learning-ops/recsys-pipeline-architect

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

skill · safety 100/100 (clean) · @ 367cb6a

Install in kendex: kendex add --skill machine-learning-ops/recsys-pipeline-architect after subscribing to wshobson/agents.