Joscha Bach on remaining steps to human-level AI

Last year John and I had an interesting discussion with Joscha Bach about what ingredients of human-level artificial intelligence we seem to be missing, and how to improve AI forecasts more generally. Thanks to Connor Flexman’s summarizing efforts, you can now learn about

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Selected Citations

This page is a non-exhaustive collection of places where AI Impacts’ work has been cited. AI Timelines Muehlhauser, Luke. 2015. “What Do We Know about AI Timelines?” Open Philanthropy Project. (archive) Muehlhauser, Luke. 2015. “What should we


Error in Armstrong and Sotala 2012

Can AI researchers say anything useful about when strong AI will arrive? Back in 2012, Stuart Armstrong and Kaj Sotala weighed in on this question in a paper called ‘How We’re Predicting AI—or Failing To‘. They looked


Metasurvey: predict the predictors

As I mentioned earlier, we’ve been making a survey for AI researchers. The survey asks when AI will be able to do things like build a lego kit according to the instructions, be a surgeon, or radically accelerate global technological development. It also asks


Concrete AI tasks bleg

We’re making a survey. I hope to write soon about our general methods and plans, so anyone kind enough to criticize them has the chance. Before that though, we have a different request: we want a list of concrete tasks that AI can’t do yet,


Why do AGI researchers expect AI so soon?

People have been predicting when human-level AI will appear for many decades. A few years ago, MIRI made a big, organized collection of such predictions, along with helpful metadata. We are grateful, and just put up a page about this dataset, including some analysis. Some of you saw

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AI Timelines

The cost of TEPS

A billion Traversed Edges Per Second (a GTEPS) can be bought for around $0.26/hour via a powerful supercomputer, including hardware and energy costs only. We do not know if GTEPS can be bought more cheaply elsewhere. We estimate that

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Featured Articles

List of multipolar research projects

This list currently consists of research projects suggested at the Multipolar AI workshop we held on January 26 2015. Relatively concrete projects are marked [concrete]. These are more likely to already include specific questions to answer and feasible methods to answer them