Qureos

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AI/ML Engineer

We are looking for an AI/ML Engineer to build a production-grade document intelligence and query system using advanced RAG (Retrieval-Augmented Generation) or RLM (Recursive Language Model) approaches.


Responsibilities:


  • Design and implement advanced RAG pipelines using frameworks like LangChain (or equivalent)
  • Develop and experiment with RLM (Recursive Language Models) or recursive agent-based architectures
  • Build a document/query system capable of handling enterprise data sources (CSV, ERP exports, SAP, Shopify, etc.)
  • Perform comparative analysis between traditional RAG and RLM approaches (accuracy, latency, cost, reliability)
  • Work with local LLMs (Ollama) for on-prem or controlled deployments
  • Implement data ingestion, chunking, embedding, and retrieval strategies
  • Develop clean, modular backend services (APIs, pipelines) for the solution
  • Optimize system performance, including response quality, latency, and resource usage
  • Document architecture decisions, trade-offs, and evaluation results


Qualifications:


  • Proven experience building production-grade RAG pipelines (LangChain or similar frameworks)
  • OR hands-on experience with RLM (Recursive Language Models) or recursive/agentic AI systems
  • Strong experience working with enterprise datasets (CSV files, ERP systems, SAP, Shopify, etc.)
  • Experience using local LLMs (e.g., Ollama) for deployment and inference
  • Proficiency in Python and backend development (FastAPI, Flask, or similar)
  • Solid understanding of:
  • Embeddings and vector databases
  • Semantic search and retrieval techniques
  • Prompt engineering and LLM behavior

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