Free Lesson
Lessons on retrieval for autonomous coding agents
60 min
Jul 8, 2025 1:00 PM
Virtual (Zoom)
In this video
What you'll learn
Why RAG distracts coding agents
Learn how retrieval systems create cognitive overhead that reduces agent performance and focus
Metrics-driven RAG evaluation methods
Discover proven frameworks for measuring RAG pipeline effectiveness and ROI impact
When to skip RAG for coding tasks
Identify scenarios where direct code generation outperforms retrieval-augmented approaches
Why this topic matters
RAG has become the default solution for AI applications, but it's often the wrong choice for coding agents. Understanding when NOT to use RAG saves teams months of wasted effort and resources. This lesson teaches you to make strategic architectural decisions that directly impact product success and revenue—skills that distinguish senior engineers from those who follow every trend.
You'll learn from

Jason Liu
Consultant at the intersection of Information Retrieval and AI
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Nik Pash
Head of AI @ Cline
worked with
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