Three Epoch employees – Matthew Barnett, Tamay Besiroglu, and Ege Erdil – have left to launch Mechanize, an AI startup aiming for broad automation of ordinary labour:
Today we’re announcing Mechanize, a startup focused on developing virtual work environments, benchmarks, and training data that will enable the full automation of the economy.
We will achieve this by creating simulated environments and evaluations that capture the full scope of what people do at their jobs. ...
Currently, AI models have serious shortcomings that render most of this enormous value out of reach. They are unreliable, lack robust long-context capabilities, struggle with agency and multimodality, and can’t execute long-term plans without going off the rails.
To overcome these limitations, Mechanize will produce the data and evals necessary for comprehensively automating work. Our digital environments will act as practical simulations of real-world work scenarios, enabling agents to learn useful abilities through RL. ...
The explosive economic growth likely to result from completely automating labor could generate vast abundance, much higher standards of living, and new goods and services that we can’t even imagine today. Our vision is to realize this potential as soon as possible.
I started a new company with @egeerdil2 and @tamaybes that's focused on automating the whole economy. We're taking a big bet on our view that the main value of AI will come from broad automation rather than from "geniuses in a data center".
The Mechanize website is scant on detail. It seems broadly bad that the alumni from a safety-focused AI org have left to form a company which accelerates AI timelines (and presumably is based on/uses evals built at Epoch).
It seems noteworthy that Epoch AI retweeted the announcement, wishing the departing founders best of luck – which feels like a tacit endorsement of the move.
Habryka wonders whether payment would have had to be given to Epoch for use of their benchmarks suite.
Links
- Official Twitter announcement
- See also this shortform on LessWrong
Note - this was written kinda quickly, so might be a bit less tactful than I would write if I had more time.
Making a quick reply here after binge listening to three Epoch-related podcasts in the last week, and I basically think my original perspective was vindicated. It was kinda interesting to see which points were repeated or phrased a different way - would recommend if your interested in the topic.
Basically, the Mechanize cofounders don't agree at all with 'AI Safety Classic', I am very confident that they don't buy the arguments at all, that they don't identify with the community, and somewhat confident that they don't respect the community or its intellectual output that much.
Given that their views are: a) AI will be a big deal soon (~a few decades), b) returns to AI will be very large, c) Alignment concerns/AI risks are overrated, and d) Other people/institutions aren't on the ball, then starting an AI Start-up seems to make sense.
What is interesting to note, and one I might look into in the future, is just how much these differences in expectation of AI depend on differences in worldview, rather than differences in technical understanding of ML or understanding of how the systems work on a technical level.
So why are people upset?
Probably some mix of it. I personally remain not that upset because a) I didn't really class Epoch as 'part of the community', b) I'm not really sure I'm 'part of the community' either and c) my views are at least somewhat similar to the Epoch set above, though maybe not as far in their direction, so I'm not as concerned object-level either.