Hardware and AI Timelines

Trends in DRAM price per gigabyte

The price of a gigabyte of DRAM has fallen by about a factor of ten every 5 years from 1957 to 2020. Since 2010, the price has fallen much more slowly, at a rate that


Takeaways from safety by default interviews

Asya Bergal

Last year, several researchers at AI Impacts (primarily Robert Long and I) interviewed prominent researchers inside and outside of the AI safety field who are relatively optimistic about advanced AI being developed safely. These interviews were originally intended to focus narrowly on reasons for optimism, but we ended up covering a variety of topics, including AGI timelines, the likelihood of current techniques leading to AGI, and what the right things to do in AI safety are right now. (…)

Arguments for AI risk

Interviews on plausibility of AI safety by default

This is a list of interviews on the plausibility of AI safety by default. Background AI Impacts conducted interviews with several thinkers on AI safety in 2019 as part of a project exploring arguments for


AGI in a vulnerable world

By Asya Bergal, Mar 25 2020 I’ve been thinking about a class of AI-takeoff scenarios where a very large number of people can build dangerous, unsafe AGI before anyone can build safe AGI. This seems

AI Timelines

2019 recent trends in GPU price per FLOPS

We estimate that in recent years, GPU prices have fallen at rates that would yield an order of magnitude over roughly: 17 years for single-precision FLOPS 10 years for half-precision FLOPS 5 years for half-precision

Continuity of progress

Penicillin and historic syphilis trends

Penicillin did not precipitate a discontinuity of more than ten years in deaths from syphilis in the US. Nor were there other discontinuities in that trend between 1916 and 2015. The number of syphilis cases