Senior Engineers
~90 pages
Building a Semantic Search Pipeline
From Raw Code to Intelligent Retrieval — Architecture, Embeddings, and Search at Scale
ArchitectureML Engineers
Audiobook
1h 45m
145 MB
🎧
Now Listening
Building a Semantic Search Pipeline · 1h 45m
About This Audiobook
The full architecture of a production semantic search pipeline, from raw repository to intelligent retrieval. Covers ingestion and normalization, chunking strategies that preserve code semantics, embedding model selection and fine-tuning, vector store design trade-offs, query pipeline architecture, hybrid fusion, and the scaling decisions that matter when you go from a single service to millions of chunks across a monorepo.
Related Articles
Free Semantic Code Search
Try Pyckle in your codebase
The tool this book is about — semantic search, context routing, and code intelligence for Claude Code.