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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…

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What it does and how to use it

A skill that teaches Claude Code to do general tasks well. It is packaged knowledge the model uses whenever it is relevant.

  1. Install the skill (command above).
  2. In Claude Code, describe what you need - the skill turns on by itself when the context fits.
  3. No commands to memorize: you talk in plain language and the skill does the rest.

Install (Claude Code)

mkdir -p .claude/skills/wshobson-agents__recsys-pipeline-architect && curl -fsSL https://doutorai.pt/data/lib/skills__wshobson-agents__recsys-pipeline-architect.md -o .claude/skills/wshobson-agents__recsys-pipeline-architect/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

---
name: recsys-pipeline-architect
description: 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.
---

# Recsys Pipeline Architect

A spec-and-scaffold skill for building composable recommendation, ranking, and feed pipelines. Encodes the six-stage pattern popularized b

- 🔒 Full content on the Pro plan (€7.99/month) -

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Doutor AI gives you 1,859 ready-to-copy AI prompts, by industry and in plain English - plus a complete technical library for those who want to go further.

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