Andrew Ng: Prompting Will Be Dead in 6 Months, Replaced by Graphs
Prompting Is Dead in 6 Months. Andrew Ng, Stanford [video]
In a Stanford lecture, Andrew Ng predicts the end of prompt engineering within six months, advocating for graph-based agent architectures. He argues that simple prompts fail on multi-step tasks, while directed graphs enable agents to self-correct, execute loops, and pass state without manual intervention. The talk covers moving from single queries to robust multi-agent production systems.
Instead of tweaking long instruction blocks, developers are wiring models into execution graphs where agents fix their own errors and pass state through loops without manual intervention.
- simonw
This is a mislabeled upload of stolen content.
The original video is here: https://www.youtube.com/watch?v=AuZoDsNmG_s - on the official Stanford Online YouTube account. It has the title "Stanford CS230 | Autumn 2025 | Lecture 9: Career Advice in AI" and was published 8 months ago.
The linked video was uploaded 3 days ago with the misleading title "Prompting is dead in 6 months" and the following description:
> During the lecture at Stanford, Andrew Ng gave a direct warning: Prompting will be dead in 6 months. Graphs are what's replacing it.
> He breaks down why prompt engineering has hit a ceiling. Instead of tweaking long instruction blocks, developers are wiring models into execution graphs where agents fix their own errors and pass state through loops without manual intervention.
That is a total misrepresentation of the talk. The word "graph" does not appear a single time in the transcript, and the talk is about career advice.
- orbital-decay
The next logical step is to express execution graphs in a formalized language.
- stackghost
Can anyone summarize? Not going to risk watching a 2 hour video.