Pipeline design
Production retrieval is a pipeline: ingestion, chunking, metadata, embeddings, lexical search, vector search, reranking, and answer evaluation.
Retrieval Infrastructure
Hybrid search, embedding pipelines, metadata strategy, reranking, and evaluation for production RAG systems.
retrieval architecture diagramSystem nodes and directional relationships for this architecture.
Diagnostics
Before changing models, inspect misses, ambiguous chunks, stale documents, filters, and query intent.
Retrieval Infrastructure
Embedding pipelines, hybrid search, metadata filters, reranking, and frozen eval sets for RAG systems.
retrieval architecture diagramSystem nodes and directional relationships for this architecture.
Evaluation Systems
Regression suites, adversarial cases, trace review, cost tracking, and production-readiness evidence.
evals architecture diagramSystem nodes and directional relationships for this architecture.