The 1/2 Token Codebase Search.

Hosted by Rui Huang and Isaac Flath

Tue, Dec 9, 2025

6:00 PM UTC (1 hour)

Virtual (Zoom)

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Go deeper with a course

Elite AI Assisted Coding
Eleanor Berger and Isaac Flath
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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

Rui is a founding engineer at Mixedbread with a strong focus on multimodal semantic search, high performance retrieval pipelines and efficient context engineering. He is leading the development of Mixedbread search, a state-of-the-art multimodal retrieval system for humans and AI.

Isaac Flath

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

Isaac is an independent consultant, OSS contributor, and product builder who has helped many companies incorporate AI into their products. I've taught AI efficiency to companies for years and worked for tech startups and cutting edge labs.


As a consultant, I have helped companies of all sizes from startups (such as Ankihub and SpecStory) to enterprise clients (such as Travel & Leisure and Cable and Wireless Communications). Previously, I worked as a researcher at Novetta where I worked on Chatbots, and worked at other cutting edge labs such as Answer AI.

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