how eval signal propagates back into prompt updates and model routing decisions - Own schema grounding, sparse vector indexing... and independently and end-to-end - Production RAG or retrieval system experience - embedding strategy, vector search, hybrid retrieval...
shipping software. Comfort evaluating modern AI systems and data stacks (e.g., LLM apps, RAG, fine-tuning, evals, vector DBs...
., product identification, document scanning) Vector search and RAG pipelines (Azure AI Search, pgvector) for semantic search... systems — LLM APIs, computer vision, vector search, or intelligent automation Experience designing APIs, data models...
workflows Vector & relational database basics Large Language Model (LLM) evaluation metrics (quality, safety, latency, cost...
lakes, lakehouses, knowledge graphs, vector databases, RAG (Retrieval-Augmented Generation) architectures, and ontology...
Consultant Requirements - On-Prem LLM & Vector DB Implementation Core Experience Hands-on experience deploying open..., and performance tuning Vector Databases & RAG Practical experience with open-source vector databases such as Qdrant, Chroma...
-structured corpora for LLM consumption;Hands-on experience with vector databases (e.g., pgvector, Elastic Search), hybrid search...
across structured and unstructured data using ETL/ELT, vector databases (Pinecone, Weaviate, AstraDB), and knowledge base frameworks... proficiency: Python (required), Node.js/Go, React/Vue, SQL/NoSQL databases. Hands-on with LLMs, prompt engineering, vector...
will have a strong background in manufacturing and validation of viral vector or biologics. The incumbent will collaborate with cross...
, vector databases, orchestration frameworks, and AI observability platforms. Familiarity with data visualization...