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Senior Manager, RAG/LLM Specialist

Job Description - Senior Manager, RAG/LLM Specialist

Description

Role Overview: Lead the design and optimization of advanced RAG pipelines and model finetuning processes. Bridge the gap between prototype and enterprise-scale LLM deployment.



Responsibilities

Key Responsibilities



  • Pipeline Ownership: Design and manage complex, multi-stage RAG pipelines ensuring low latency and high relevance.

  • Model Optimization: Lead fine-tuning initiatives (PEFT/LoRA) for open-source models to

  • improve domain-specific task performance.

  • Advanced Evaluation: Develop automated evaluation frameworks (e.g., RAGAS) to continually measure LLM accuracy, context precision, and recall.

  • Vector Strategy: Architect metadata filtering and hybrid search strategies within vector

  • databases (e.g., Pinecone, Milvus).

  • Team Mentorship: Guide junior analysts in prompt engineering, chunking strategies, and code quality.



Qualifications

  • Tech Stack: Python, PyTorch/TensorFlow, LangChain, LlamaIndex, advanced embedding models.

  • GenAI Skills: Deep expertise in advanced RAG (HyDE, parent-document retrieval), prompt optimization, and parameter-efficient fine-tuning.

  • Qualifications: Bachelor’s/Master’s in CS/Data Science with 4–7 years in ML/AI, including 1+ years specifically working with LLMs.



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