Google Brain founder, Andrew Ng:
"Prompting will be dead in 6 months, graphs are what's replacing it."
In 2 hours at Stanford he shows how to build agents that work and improve entirely on their own.
The first 10 minutes cover what most $500 courses never do.
Watch the lecture first, then read the guide below on how to build a system that improves itself.
Google just released a free 1-hour lecture from Chief Scientist Jeff Dean on full AI Engineering.
How to go from one LLM to coordinating 100 AI agents:
01:45 - Build an LLM from scratch
17:22 - Learn how to actually use AI models
30:03 - Master prompt engineering
52:35 - Coordinate 100 agents as one human
Most people are still learning how to prompt one model.
Jeff Dean is showing the full stack:
LLMs → Prompts → Agents → Agent Teams → Graphs
Prompting is the old workflow.
Coordinating agent systems is the new one.
This is 27 years of Google AI compressed into one hour.
Bookmark and watch it today
Then read the full Graph Engineering guide below ↓
Google just released a free 2-hour course on full Graph Engineering.
How to go from one prompt to 100 agents running inside one graph:
17:44 - Build your first AI agent
39:30 - Run agents with loop engineering
1:12:38 - Turn agent loops into graphs
1:34:26 - Build agents that throttle themselves
1:55:05 - Orchestrate the full multi-agent system
Most people build one agent and stop there.
Google is teaching the full stack:
Prompt → Agents → Loops → Graphs → Multi-Agent Systems
Single agents are the old workflow.
Self-regulating agent graphs are the new one.
This 2-hour watch is worth more than most paid agent engineering courses.
Bookmark and watch it today
Then read the full architecture below ↓
We support this petition, signed by our CEO, several co-founders, and senior staff.
Our own research on recursive self-improvement, published last month, points to the need for tools to deliberately pace the frontier of AI development so society can prepare. We’re glad to see broad agreement across the field. https://t.co/DqwuQfa9xH
I take this seriously. Starting next year, I plan to only publicly mention (in blogs, talks, etc) L2s that are stage 1+, with *maybe a short grace period* for new genuinely interesting projects.
It doesn't matter if I invested, or if you're my friend; stage 1 or bust.
Multiple ZK-rollup teams have told me they're on track to be stage 1 by year end. I'm excited to see that happen!
Of course we should not throw away training wheels become we're actually confident that the proof systems are secure; that would be irresponsible. But stage 1 (75% threshold on council to override the proof system, 26%+ of council must be outside the rollup team) is a very reasonable moderate milestone. The multisigs I'm in have not had a single liveness failure in years, let alone 26%.
The era of rollups being glorified multisigs is coming to an end. The era of cryptographic trust is upon us.
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