Fulcrum Technology Solutions ยท 5 days ago
AI Engineer - RAG
United States
Full-time
Remote
Mid Level
$150K/yr - $225K/yr
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Responsibilities
Design and implement production RAG systems that effectively combine enterprise data with large language models.
Develop sophisticated retrieval strategies, implement efficient embedding approaches, and integrate vector storage solutions.
Apply advanced prompt engineering and chunking strategies to maximize RAG effectiveness.
Tune vector search capabilities to improve retrieval accuracy and relevance.
Implement evaluation frameworks for continuous performance monitoring and refinement.
Utilize AWS services (S3, Glue, Athena) to establish a robust data foundation for RAG solutions.
Ensure that structured and unstructured data is properly indexed, accessible, and optimized for retrieval.
Optimize retrieval speed, ensuring low response latency and efficient caching.
Develop automated testing to maintain output quality standards.
Enforce data security measures, API key management, and compliance standards within RAG architectures.
Qualification
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Required
Proven success deploying production RAG systems.
In-depth understanding of embedding strategies, vector databases, chunking techniques, and context window optimization.
Hands-on experience with prompt engineering and large language model best practices.
Proficiency with OpenAI APIs and related AI toolkits.
Experience selecting and tuning embedding models for various use cases.
Strong understanding of vector similarity search, LLM evaluation metrics, and testing frameworks.
Proficient in Python for building and maintaining AI pipelines.
Experience with vector databases (e.g., Pinecone, Weaviate) and AWS data services.
Familiarity with modern data processing techniques and related infrastructure.
Preferred
Experience implementing semantic search solutions.
Familiarity with LangChain, LlamaIndex, or comparable RAG frameworks.
Knowledge of AWS data lake architectures and streaming data processing.
Background in ML/AI deployment, MLOps, and related operational practices.
Company
Fulcrum Technology Solutions
Fulcrum Technology Solutions specializes in technology consulting, data networking, managed infrastructure, security and support services.
Founded in 2011
51-200 employees
Funding
Current Stage
Growth StageLeadership Team
Kevin Kilgo
Chief Technology Officer
Heather Gisin
CMO
Recent News
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