Forward Deployed AI Engineer
- Location
- Birmingham, England, United Kingdom
equivalent orchestration framework, plus the judgement to know when to use none of them. RAG and retrieval: Chunking strategy, embeddings, hybrid and semantic search, re‐ranking, citation and provenance, natural‐language‐to‐query translation. Data platforms: NoSQL databases such as MongoDB (aggregation pipelines, Atlas Search, Atlas Vector … Search) or a strong equivalent, plus SQL. Comfortable designing schemas for agent retrieval, not just for OLTP. Data engineering: Building ingestion and enrichment pipelines over messy structured and unstructured sources, documents, PDFs, object storage. Evaluation: Building eval harnesses and eval datasets, LLM‐as‐judge with its limits understood, regression ...