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Free Lesson
Understand How AI Work as a PM (part 2): Context Engineering
45 min
Nov 1, 2026 12:30 PM
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What you'll learn
Understand the limitations of LLM
Deep dive in the LLM the input context challenge, and how it leads to the performance of the model to go down
How to decide when your product needs RAG
Learn how RAG grounds answers in your company's data, and when to use it instead of prompting or fine-tuning.
How to decide when your product needs fine-tuning
a framework to help you decide which context engineering method to go for
Why this topic matters
Most PMs use AI every day without knowing how it works, so they overpromise, misjudge risks and struggle to talk with engineers. As AI moves into every product, that gap gets costly. Knowing how LLMs work, why they hallucinate and what it takes to build an LLM-based system helps you pick the right use cases, set realistic expectations and make better calls on cost, quality and safety. This session gives you that foundation in 45 minutes.
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