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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 For You algorithm. Use this skill whenever the user is building any system that picks "the top K items for a (user, conte…

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Install

armory install recsys-pipeline-architect --cli claude

writes the skill into.claude/skills/recsys-pipeline-architect/SKILL.mdListed as compatible

Configuration
# fetches the source and writes it to:
.claude/skills/recsys-pipeline-architect/SKILL.md

Needs the armory CLI · not on npm yet, build it from cli/ in the repository

What it is

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.

When to use it

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.

How to install / invoke

Vendored from affaan-m/ecc (skills). See the source: https://github.com/affaan-m/ecc/blob/main/skills/recsys-pipeline-architect/SKILL.md

Notes

Ingested from the affaan-m/ecc harness library (MIT).