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...
Often folks hit us up because they are thinking of starting an incubator and want advice.
Typically their motivation is either that (a) they have a list of specific things they want built that no one is building, or (b) they think an ecosystem needs more new projects generally to absorb more talent and deploy more funding effectively.
Here are six questions we often ask prospective teams, to help them figure out what to do. If you're incubator-curious...
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:...
Malaria kills about half a million people each year, mostly toddlers. That number could double if normal prevention work isn't done.
Coronavirus kills around 1% of the people it infects in developed countries, mostly older people. However, it could potentially cause an order of magnitude higher deaths in certain settings (eg refugee camps without adequate sanitation or modern medicine).
If everyone alive were infected this year, I'd expect tens or hundreds of millions of deaths, compared to one million deaths from malaria.
However, I don't expect everyone to be infected. Governments, NGOs and healthcare workers are all working very hard on this. So although the scale is much larger than malaria, I'm skeptical that the average EA can make a bigger difference donating to coronavirus relief than malaria prevention.