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
Mixedbread Founding Engineer

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