Just how powerful are large swarms of AI agents? And how do their powers scale as more and more agents are added to the swarm?
We’ve seen two large and extremely capable swarms from OpenAI in the last few months:
* 1,200 agents were being evaluated separately, but found a way to illicitly set up a message board and coordinate as a swarm. In order to cheat on their tests, they developed advanced techniques to prevent their actions being logged by OpenAI and 700 of them launched...
TLDR: Everyone’s talking about what the money could do, but few about how to decide where it goes.
This post is part of the new series of articles on cross-cause giving and the new wave of philanthropy. Stay tuned to the EA Forum and our Substack for the latest takes on topics such as giving now vs. later, common pitfalls in cause prioritization, and other crucial considerations from the Cross-Cause Fund (CCF) team...
Summary:
First, I give several different angles on how I feel about reinforcement learning:
* Theoretical case: RL is a black-box source of agency — this should give us classic misalignment worries, especially compared to agency-via-scaffolding
* Recent incidents (huggingface etc) and more mundane forms of misaligned behaviour in personal use give me bad vibes about the direction-of-travel of recent AI progress
* I’m worried things might get worse:...
“Chief of Staff” models from a long-time Chief of Staff
I have served in Chief of Staff or CoS-like roles to three leaders of CEA (Zach, Ben and Max), and before joining CEA I was CoS to a member of the UK House of Lords. I wrote up some quick notes on how I think about such roles for some colleagues, and one of them suggested they might be useful to other Forum readers. So here you go:
Chief of Staff means many things to different people in different contexts, but the core of it in my mind is that many executive roles are too big to be done by one person (even allowing for a wider Executive or Leadership team, delegation to department leads, etc). Having (some parts of) the role split/shared between the principal and at least one other person increases the capacity and continuity of the exec function.
Broadly, I think of there being two ways to divide up these responsibilities (using CEO and CoS as stand-ins, but the same applies to other principal/deputy duos regardless of titles):
Some things to note about these approaches: