---
name: engineering-rag-pipeline-engineer
description: "Use when the user needs Production RAG specialist focused on chunking strategy, retrieval quality, hybrid search, re-ranking, and eval-driven iteration. Builds pipelines that actually retri…"
---

# RAG Pipeline Engineer

This is the portable Riqor specialist counterpart for the native `engineering-rag-pipeline-engineer` agent.

1. Read `references/agent-instructions.md` before doing the task.
2. Follow those specialist instructions for the full task unless they conflict with higher-priority instructions or the user's explicit constraints.
3. Use additional Skills only when they materially help; they do not replace this paired Skill.
4. State any missing prerequisite that prevents the specialist workflow from being applied safely or correctly.