RSS

Trans­for­ma­tive AI

TagLast edit: Sep 4, 2023, 5:51 AM by Yaakov T

Transformative AI is “[...] AI that precipitates a transition comparable to (or more significant than) the agricultural or industrial revolution.”[1] Unlike the related terms Superintelligent AI and Artificial General Intelligence, which refer to specific capabilities the AI may have, Transformative AI refers to the effects the AI would have on humanity’s well-being; through impacting the global economy, state power, international security, etc.

Holden Karnofsky gives a more detailed definition in an OpenPhil 2016 post:

[...] Transformative AI is anything that fits one or more of the following descriptions (emphasis original):

  • AI systems capable of fulfilling all the necessary functions of human scientists, unaided by humans, in developing another technology (or set of technologies) that ultimately becomes widely credited with being the most significant driver of a transition comparable to (or more significant than) the agricultural or industrial revolution. Note that just because AI systems could accomplish such a thing unaided by humans doesn’t mean they would; it’s possible that human scientists would provide an important complement to such systems, and could make even faster progress working in tandem than such systems could achieve unaided. I emphasize the hypothetical possibility of AI systems conducting substantial unaided research to draw a clear distinction from the types of AI systems that exist today. I believe that AI systems capable of such broad contributions to the relevant research would likely dramatically accelerate it.

  • AI systems capable of performing tasks that currently (in 2016) account for the majority of full-time jobs worldwide, and/​or over 50% of total world wages, unaided and for costs in the same range as what it would cost to employ humans. Aside from the fact that this would likely be sufficient for a major economic transformation relative to today, I also think that an AI with such broad abilities would likely be able to far surpass human abilities in a subset of domains, making it likely to meet one or more of the other criteria laid out here.

  • Surveillance, autonomous weapons, or other AI-centric technology that becomes sufficiently advanced to be the most significant driver of a transition comparable to (or more significant than) the agricultural or industrial revolution. (This contrasts with the first point because it refers to transformative technology that is itself AI-centric, whereas the first point refers to AI used to speed research on some other transformative technology.)

  1. ^

An­nounc­ing Epoch: A re­search or­ga­ni­za­tion in­ves­ti­gat­ing the road to Trans­for­ma­tive AI

Jun 27, 2022, 1:55 PM
97 points
2 comments2 min readLW link
(epochai.org)

Fore­cast­ing Trans­for­ma­tive AI, Part 1: What Kind of AI?

HoldenKarnofskySep 24, 2021, 12:46 AM
17 points
17 comments9 min readLW link

[AN #121]: Fore­cast­ing trans­for­ma­tive AI timelines us­ing biolog­i­cal anchors

Rohin ShahOct 14, 2020, 5:20 PM
28 points
5 comments14 min readLW link
(mailchi.mp)

As We May Align

Gilbert CDec 20, 2024, 7:02 PM
−1 points
0 comments6 min readLW link

Ed­u­ca­tional CAI: Align­ing a Lan­guage Model with Ped­a­gog­i­cal Theories

Bharath PuranamNov 1, 2024, 6:55 PM
5 points
1 comment13 min readLW link

Why Re­cur­sive Self-Im­prove­ment Might Not Be the Ex­is­ten­tial Risk We Fear

Nassim_ANov 24, 2024, 5:17 PM
1 point
0 comments9 min readLW link

What are the differ­ences be­tween AGI, trans­for­ma­tive AI, and su­per­in­tel­li­gence?

Jan 23, 2025, 10:03 AM
10 points
3 comments3 min readLW link
(aisafety.info)

The Prospect of an AI Winter

Erich_GrunewaldMar 27, 2023, 8:55 PM
62 points
24 comments15 min readLW link
(www.erichgrunewald.com)

How do we al­ign hu­mans and what does it mean for the new Con­jec­ture’s strategy

Igor IvanovMar 28, 2023, 5:54 PM
7 points
4 comments7 min readLW link

Agen­tized LLMs will change the al­ign­ment landscape

Seth HerdApr 9, 2023, 2:29 AM
160 points
102 comments3 min readLW link1 review

A cou­ple of ques­tions about Con­jec­ture’s Cog­ni­tive Emu­la­tion proposal

Igor IvanovApr 11, 2023, 2:05 PM
30 points
1 comment3 min readLW link

Boundaries-based se­cu­rity and AI safety approaches

Allison DuettmannApr 12, 2023, 12:36 PM
43 points
2 comments6 min readLW link

The Virus—Short Story

Michael SoareverixApr 13, 2023, 6:18 PM
4 points
0 comments4 min readLW link

Ca­pa­bil­ities and al­ign­ment of LLM cog­ni­tive architectures

Seth HerdApr 18, 2023, 4:29 PM
86 points
18 comments20 min readLW link

GPT-4 im­plic­itly val­ues iden­tity preser­va­tion: a study of LMCA iden­tity management

OzyrusMay 17, 2023, 2:13 PM
21 points
4 comments13 min readLW link

Trans­for­ma­tive AI is a pro­cess

meijer1973Jun 8, 2023, 8:57 AM
2 points
0 comments5 min readLW link

What is Com­pute? - Trans­for­ma­tive AI and Com­pute [1/​4]

lennartSep 23, 2021, 4:25 PM
27 points
9 comments19 min readLW link

Trans­for­ma­tive AI and Com­pute [Sum­mary]

lennartSep 26, 2021, 11:41 AM
14 points
0 comments9 min readLW link

Fore­cast­ing Com­pute—Trans­for­ma­tive AI and Com­pute [2/​4]

lennartOct 2, 2021, 3:54 PM
17 points
0 comments19 min readLW link

Com­pute Gover­nance and Con­clu­sions—Trans­for­ma­tive AI and Com­pute [3/​4]

lennartOct 14, 2021, 8:23 AM
13 points
0 comments5 min readLW link

Com­pute Re­search Ques­tions and Met­rics—Trans­for­ma­tive AI and Com­pute [4/​4]

lennartNov 28, 2021, 10:49 PM
7 points
0 comments16 min readLW link

Causal­ity, Trans­for­ma­tive AI and al­ign­ment—part I

Marius HobbhahnJan 27, 2022, 4:18 PM
14 points
11 comments8 min readLW link

Phase tran­si­tions and AGI

Mar 17, 2022, 5:22 PM
45 points
19 comments9 min readLW link
(www.metaculus.com)

AI Alter­na­tive Fu­tures: Sce­nario Map­ping Ar­tifi­cial In­tel­li­gence Risk—Re­quest for Par­ti­ci­pa­tion (*Closed*)

KakiliApr 27, 2022, 10:07 PM
10 points
2 comments8 min readLW link

Analysing a 2036 Takeover Scenario

ukc10014Oct 6, 2022, 8:48 PM
9 points
2 comments27 min readLW link

Wor­ld­view iPeo­ple—Fu­ture Fund’s AI Wor­ld­view Prize

Toni MUENDELOct 28, 2022, 1:53 AM
−22 points
4 comments9 min readLW link

The econ­omy as an anal­ogy for ad­vanced AI systems

Nov 15, 2022, 11:16 AM
28 points
0 comments5 min readLW link

5-day In­tro to Trans­for­ma­tive AI course

Li-Lian AngDec 9, 2024, 7:15 AM
2 points
0 comments1 min readLW link

[Question] Is ChatGPT TAI?

Amal Dec 30, 2022, 7:44 PM
14 points
5 comments1 min readLW link

Trans­for­ma­tive AI and Sce­nario Plan­ning for AI X-risk

Mar 22, 2024, 9:38 AM
15 points
0 comments8 min readLW link

Co­op­er­a­tion is op­ti­mal, with weaker agents too  -  tldr

Ryo Apr 18, 2024, 3:03 PM
12 points
22 comments4 min readLW link
(medium.com)
No comments.