**Smart engineers don’t fail because they lack skill.  
They fail because exams test specific patterns — not experience.**

## What you’ll learn
- Why NVIDIA platform questions silently cost 7–10%
- Why LangGraph implementation knowledge matters
- The 5 repeat mistakes that cause a 65% score

👉 **[Explore the NVIDIA NCP-AAI Prep Pack](https://learn.manifoldailearning.com/services/nvidiancpaai?utm_source=youtube&utm_campaign=nvidia-failures)**