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recsys-pipeline-architect

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About recsys-pipeline-architect

R

recsys-pipeline-architect

Design composable recommendation, ranking, and feed pipelines

recsys-pipeline-architect is an agent skill from the ECC collection by affaan-m, listed on skills.sh. It is a spec-and-scaffold guide for building recommendation, ranking and feed pipelines that pick the top K items for a user or context. It encodes a six-stage pattern: Source, Hydrator, Filter, Scorer, Selector and SideEffect, which the listing credits to the open-sourced For You feed algorithm from xAI, under the Apache 2.0 licence. The skill states that it is an independent reimplementation of the pattern under the MIT licence, with no code copied from the original. It helps with the plumbing around a scoring function, moving from a single relevance score to multi-action prediction with tunable weights, and wrapping an LLM or ML scorer with filters, hydrators and side effects in TypeScript, Go or Python. It applies to requests about recommendation systems, feed algorithms, ranking pipelines and retrieval rerankers. A skill is a SKILL.md file of instructions that an AI agent loads when a task calls for it. It is free and open source, and the skills.sh listing shows all three security audits passing.

View recsys-pipeline-architectAll AI Skills apps
Price
Free
Made by
affaan-m
Category
AI Skills
Website
github.com/affaan-m/ecc/recsys-pipeline-architect