Staging environment
Free Lesson

The 1/2 Token Codebase Search.

60 min
Dec 9, 2025 1:00 PM
Virtual (Zoom)

In this video

What you'll learn

Understand why semantic search is back

Performance comparisons for coding agents using agentic search vs new semantic search (quantitative and qualitative)

Set up the best semantic code search with mgrep

Shows the simple setup prcess for having synced agent agnostic file watcher with semantic search

Indexed Code Search for Private and Enterprise codebases

Learn to set up a scalable indexed approach that coding agents can use that scales to enterprise-sized codebases

Why this topic matters

RAG famously (and incorrectly) written off as dead by many when agentic search became more popular for agentic coding. Recent advances in semantic search have dramatically outperformed agentic search. This engineering talk gives you the intuition and information to be an expert user.

You'll learn from

Rui Huang

Rui Huang

Mixedbread Founding Engineer

Isaac Flath

Isaac Flath

Dev-efficiency and AI expert; Elite AI-Assisted Coding co-instructor

See all products from Isaac Flath & Eleanor Berger