ucb_agentic_ai

Lecture 03: On Reasoning, Memory, and Planning of Language Agents

Link to lecture recording on YouTube

Date: 2025-02-10

Speaker: Yu Su 苏煜

Speaker’s social profile: Website / University Profile / Google Scholar / GitHub / LinkedIn / X (Twitter)

Education:

Work:

Notes

The rise, and the divide:

Support

Agents are bringing about the biggest revolution in computing since we went from typing commands to tapping on icons. - Bill Gates
I think AI agentic workflow will drive massive AI progress this year. - Andrew Ng
2025 is when agents will work. - Sam Altman

Against

“Current agents are just thin wrappers around LLMs, nothing fundamental.”
“Autoregressive LLMs can never reason or plan.” “AutoGPT’s limitations in … reveal that it is far from being a practical solution.”

[Incomplete, work in progress]

References