RAG Production Engineer · momen-walied bundle Design, implement, review, debug, optimize, migrate, and operate production RAG systems. Use for repository work involving ingestion, parsing, chunking, embeddings, indexes, retrieval, reranking, grounded generation, citations, evaluation, tracing, monitoring, latency, cost, fallbacks, ACLs, multi-tenancy, large data, incidents, and vendor migrations. Analyze existing implementations top-down, derive failure scenarios, make verified code changes, and continue from plans into implementation when requested. Compose with repository instructions, Spec Kit, OpenSpec, other skills, MCP tools, hooks, and native agent orchestration instead of replacing them. Keep small changes small and high-risk changes evidence-gated. Do not use for prompting or fine-tuning tasks without external retrieval.
