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recsys-pipeline-architect - Design recommendation pipelines with a six-stage framework

Design and scaffold composable recommendation, ranking, and feed pipelines using a six-stage framework for top K selection tasks.

Tags

Updated: 2026-09-19

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Fetch candidates from sources
  • Enrich candidates with metadata
  • Filter ineligible candidates
  • Score candidates with scoring chains
  • Select top K scored items
  • Execute asynchronous side effects
  • Generate runnable pipeline scaffold

Inputs

  • User context and parameters
  • Candidate item sources
  • Filtering and scoring rules
  • Target programming stack

Outputs

  • Top K ranked items
  • Runnable pipeline scaffold code
  • Asynchronous side-effect events

Requirements

  • Supported programming runtime
  • Async execution environment support

Source

  • Spec: SKILL.md
recommendation-system
ranking-pipeline
feed-architecture
rag-reranking
top-k-selection
Fetch candidates from sources
Enrich candidates with metadata
Filter ineligible candidates
Score candidates with scoring chains
User context and parameters
Candidate item sources
Filtering and scoring rules
Top K ranked items
Runnable pipeline scaffold code
Asynchronous side-effect events