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Trans­for­ma­tive ar­tifi­cial intelligence

TagLast edit: Apr 19, 2023, 9:20 PM by Pablo

Transformative artificial intelligence (TAI) is artificial intelligence that constitutes a transformative development, i.e. a development at least as significant as the agricultural or industrial revolutions.[1]

Further reading

Gruetzemacher, Ross & Jess Whittlestone (2022) The transformative potential of artificial intelligence, Futures, vol. 135.

Karnofsky, Holden (2016) Some background on our views regarding advanced artificial intelligence, Open Philanthropy, May 6, section 1.

Related entries

AI governance | AI safety | economics of artificial intelligence | superintelligence | transformative development

  1. ^

    For a brief review of existing definitions in the literature, see Gruetzemacher, Ross & Jess Whittlestone (2022) The transformative potential of artificial intelligence, Futures, vol. 135, pp. 2–3.

Prevent­ing an AI-re­lated catas­tro­phe—Prob­lem profile

Benjamin HiltonAug 29, 2022, 6:49 PM
138 points
18 comments4 min readEA link
(80000hours.org)

Will scal­ing work?

Vasco Grilo🔸Feb 4, 2024, 9:29 AM
19 points
1 comment12 min readEA link
(www.dwarkeshpatel.com)

Fore­cast­ing Trans­for­ma­tive AI: Are we “trend­ing to­ward” trans­for­ma­tive AI? (How would we know?)

Holden KarnofskyAug 24, 2021, 5:15 PM
56 points
12 comments10 min readEA link

Non-al­ign­ment pro­ject ideas for mak­ing trans­for­ma­tive AI go well

Lukas FinnvedenJan 4, 2024, 7:23 AM
66 points
1 comment3 min readEA link
(lukasfinnveden.substack.com)

Clar­ify­ing and pre­dict­ing AGI

richard_ngoMay 4, 2023, 3:56 PM
69 points
2 comments1 min readEA link

Two con­trast­ing mod­els of “in­tel­li­gence” and fu­ture growth

Magnus VindingNov 24, 2022, 11:54 AM
74 points
32 comments22 min readEA link

The longter­mist AI gov­er­nance land­scape: a ba­sic overview

Sam ClarkeJan 18, 2022, 12:58 PM
168 points
13 comments9 min readEA link

Liter­a­ture re­view of Trans­for­ma­tive Ar­tifi­cial In­tel­li­gence timelines

Jaime SevillaJan 27, 2023, 8:36 PM
148 points
10 comments1 min readEA link

FLI launches Wor­ld­build­ing Con­test with $100,000 in prizes

ggilgallonJan 17, 2022, 1:54 PM
87 points
55 comments6 min readEA link

The Choice Transition

Owen Cotton-BarrattNov 18, 2024, 12:32 PM
43 points
1 comment15 min readEA link
(strangecities.substack.com)

Law-Fol­low­ing AI 1: Se­quence In­tro­duc­tion and Structure

Cullen 🔸Apr 27, 2022, 5:16 PM
35 points
2 comments9 min readEA link

A Map to Nav­i­gate AI Governance

hanadulsetFeb 14, 2022, 10:41 PM
72 points
11 comments25 min readEA link

Here are the fi­nal­ists from FLI’s $100K Wor­ld­build­ing Contest

Jackson WagnerJun 6, 2022, 6:42 PM
44 points
5 comments2 min readEA link

Is Democ­racy a Fad?

bgarfinkelMar 13, 2021, 12:40 PM
165 points
36 comments18 min readEA link

How tech­ni­cal safety stan­dards could pro­mote TAI safety

Cullen 🔸Aug 8, 2022, 4:57 PM
128 points
15 comments7 min readEA link

Fore­cast­ing trans­for­ma­tive AI: the “biolog­i­cal an­chors” method in a nutshell

Holden KarnofskyAug 31, 2021, 6:17 PM
50 points
13 comments18 min readEA link

Law-Fol­low­ing AI 3: Lawless AI Agents Un­der­mine Sta­bi­liz­ing Agreements

Cullen 🔸Apr 27, 2022, 5:20 PM
28 points
3 comments3 min readEA link

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

Jaime SevillaJun 27, 2022, 1:39 PM
183 points
11 comments2 min readEA link
(epochai.org)

Fore­cast­ing trans­for­ma­tive AI: what’s the bur­den of proof?

Holden KarnofskyAug 17, 2021, 5:14 PM
71 points
17 comments16 min readEA link

Fore­cast­ing Trans­for­ma­tive AI: What Kind of AI?

Holden KarnofskyAug 10, 2021, 9:38 PM
62 points
3 comments10 min readEA link

[Question] What work has been done on the post-AGI dis­tri­bu­tion of wealth?

tlevinJul 6, 2022, 6:59 PM
16 points
3 comments1 min readEA link

AI Timelines: Where the Ar­gu­ments, and the “Ex­perts,” Stand

Holden KarnofskySep 7, 2021, 5:35 PM
88 points
3 comments11 min readEA link

Law-Fol­low­ing AI 2: In­tent Align­ment + Su­per­in­tel­li­gence → Lawless AI (By De­fault)

Cullen 🔸Apr 27, 2022, 5:18 PM
19 points
0 comments6 min readEA link

Gen­eral vs spe­cific ar­gu­ments for the longter­mist im­por­tance of shap­ing AI development

Sam ClarkeOct 15, 2021, 2:43 PM
44 points
7 comments2 min readEA link

A per­sonal take on longter­mist AI governance

lukeprogJul 16, 2021, 10:08 PM
173 points
6 comments7 min readEA link

[Question] Is trans­for­ma­tive AI the biggest ex­is­ten­tial risk? Why or why not?

Eevee🔹Mar 5, 2022, 3:54 AM
9 points
10 comments1 min readEA link

It takes 5 lay­ers and 1000 ar­tifi­cial neu­rons to simu­late a sin­gle biolog­i­cal neu­ron [Link]

MichaelStJulesSep 7, 2021, 9:53 PM
44 points
17 comments2 min readEA link

All Pos­si­ble Views About Hu­man­ity’s Fu­ture Are Wild

Holden KarnofskyJul 13, 2021, 4:57 PM
217 points
47 comments8 min readEA link
(www.cold-takes.com)

[Question] Do EA folks want AGI at all?

Noah ScalesJul 16, 2022, 5:44 AM
8 points
10 comments1 min readEA link

Seek­ing Sur­vey Re­sponses—At­ti­tudes Towards AI risks

ansonMar 28, 2022, 5:47 PM
23 points
2 comments1 min readEA link
(forms.gle)

Large Lan­guage Models as Cor­po­rate Lob­by­ists, and Im­pli­ca­tions for So­cietal-AI Alignment

johnjnayJan 4, 2023, 10:22 PM
10 points
6 comments8 min readEA link

[Question] Will the vast ma­jor­ity of tech­nolog­i­cal progress hap­pen in the longterm fu­ture?

Vasco Grilo🔸Jul 8, 2023, 8:40 AM
8 points
0 comments2 min readEA link

Sparks of Ar­tifi­cial Gen­eral In­tel­li­gence: Early ex­per­i­ments with GPT-4 | Microsoft Research

𝕮𝖎𝖓𝖊𝖗𝖆Mar 23, 2023, 5:45 AM
15 points
0 comments1 min readEA link

Semi-con­duc­tor /​ AI stocks dis­cus­sion.

sapphireNov 25, 2022, 11:35 PM
10 points
3 comments1 min readEA link

The Prospect of an AI Winter

Erich_Grunewald 🔸Mar 27, 2023, 8:55 PM
56 points
13 comments1 min readEA link

[Question] Which stocks or ETFs should you in­vest in to take ad­van­tage of a pos­si­ble AGI ex­plo­sion, and why?

Eevee🔹Apr 10, 2023, 5:55 PM
19 points
16 comments1 min readEA link

[Question] Is there EA dis­cus­sion on non-x-risk trans­for­ma­tive AI?

Franziska FischerApr 26, 2023, 1:50 PM
5 points
0 comments1 min readEA link

We don’t need AGI for an amaz­ing future

Karl von WendtMay 4, 2023, 12:11 PM
57 points
2 comments1 min readEA link

Pro­ject ideas: Gover­nance dur­ing ex­plo­sive tech­nolog­i­cal growth

Lukas FinnvedenJan 4, 2024, 7:25 AM
33 points
1 comment16 min readEA link
(lukasfinnveden.substack.com)

Pro­ject ideas: Epistemics

Lukas FinnvedenJan 4, 2024, 7:26 AM
43 points
1 comment17 min readEA link
(lukasfinnveden.substack.com)

Pro­ject ideas: Backup plans & Co­op­er­a­tive AI

Lukas FinnvedenJan 4, 2024, 7:26 AM
25 points
2 comments13 min readEA link
(lukasfinnveden.substack.com)

Pro­ject ideas: Sen­tience and rights of digi­tal minds

Lukas FinnvedenJan 4, 2024, 7:26 AM
33 points
1 comment20 min readEA link
(lukasfinnveden.substack.com)

[Linkpost] Si­tu­a­tional Aware­ness—The Decade Ahead

MathiasKB🔸Jun 4, 2024, 10:58 PM
87 points
7 comments2 min readEA link
(situational-awareness.ai)

How AI Takeover Might Hap­pen in Two Years

JoshcFeb 7, 2025, 11:51 PM
29 points
7 comments29 min readEA link
(x.com)

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

lennartSep 23, 2021, 1:54 PM
48 points
6 comments18 min readEA link

[Question] Re­quest for As­sis­tance—Re­search on Sce­nario Devel­op­ment for Ad­vanced AI Risk

KiliankMar 30, 2022, 3:01 AM
2 points
1 comment1 min readEA link

Eco­nomic growth un­der trans­for­ma­tive AI

Global Priorities InstituteFeb 3, 2021, 2:31 PM
3 points
0 comments3 min readEA link
(globalprioritiesinstitute.org)

The Du­pli­ca­tor: In­stant Clon­ing Would Make the World Econ­omy Explode

Holden KarnofskyJul 20, 2021, 4:41 PM
88 points
6 comments6 min readEA link

Sce­nario Map­ping Ad­vanced AI Risk: Re­quest for Par­ti­ci­pa­tion with Data Collection

KiliankMar 27, 2022, 11:44 AM
14 points
0 comments5 min readEA link

Ge­offrey Hin­ton on the Past, Pre­sent, and Fu­ture of AI

Stephen McAleeseOct 12, 2024, 4:41 PM
5 points
1 comment1 min readEA link

Trans­for­ma­tive AI is­sues (not just mis­al­ign­ment): an overview

Holden KarnofskyJan 6, 2023, 2:19 AM
36 points
0 comments22 min readEA link
(www.cold-takes.com)

How we could stum­ble into AI catastrophe

Holden KarnofskyJan 16, 2023, 2:52 PM
83 points
0 comments31 min readEA link
(www.cold-takes.com)

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

lennartNov 28, 2021, 10:18 PM
18 points
2 comments1 min readEA link

Red-team­ing Holden Karnofsky’s AI timelines

Vasco Grilo🔸Jun 25, 2022, 2:24 PM
58 points
2 comments11 min readEA link

Trans­for­ma­tive AI and Com­pute—Read­ing List

Frederik BergSep 4, 2023, 6:21 AM
24 points
0 comments1 min readEA link
(docs.google.com)

England & Wales & Windfalls

John Bridge 🔸Jun 3, 2022, 10:26 AM
13 points
1 comment24 min readEA link

[Link Post] In­ter­est­ing shal­low round-up of rea­sons to be skep­ti­cal that trans­for­ma­tive AI or ex­plo­sive eco­nomic growth are com­ing soon

David Mathers🔸Jun 28, 2023, 7:49 PM
31 points
8 comments17 min readEA link
(thegradient.pub)

Public Opinion on AI Safety: AIMS 2023 and 2021 Summary

Janet PauketatSep 25, 2023, 6:09 PM
19 points
0 comments3 min readEA link
(www.sentienceinstitute.org)

The ELYSIUM Proposal

RokoOct 16, 2024, 2:14 AM
−10 points
0 comments1 min readEA link
(transhumanaxiology.substack.com)

Without spe­cific coun­ter­mea­sures, the eas­iest path to trans­for­ma­tive AI likely leads to AI takeover

AjeyaJul 18, 2022, 7:07 PM
217 points
12 comments84 min readEA link
(www.lesswrong.com)

How might we solve the al­ign­ment prob­lem? (Part 1: In­tro, sum­mary, on­tol­ogy)

Joe_CarlsmithOct 28, 2024, 9:57 PM
18 points
0 comments1 min readEA link

When Will We Spend Enough to Train Trans­for­ma­tive AI

snMar 28, 2023, 12:41 AM
3 points
0 comments9 min readEA link

Strate­gic wealth ac­cu­mu­la­tion un­der trans­for­ma­tive AI expectations

ardenbergFeb 21, 2025, 1:16 PM
21 points
3 comments17 min readEA link
(arxiv.org)

Ar­tifi­cial In­tel­li­gence as exit strat­egy from the age of acute ex­is­ten­tial risk

Arturo MaciasApr 12, 2023, 2:41 PM
11 points
11 comments7 min readEA link

Mak­ing of #IAN

kirchner.janAug 29, 2021, 4:24 PM
9 points
0 comments1 min readEA link
(universalprior.substack.com)

[Opz­ionale] Tutte le pos­si­bili con­clu­sioni sul fu­turo dell’uman­ità sono incredibili

EA ItalyJan 17, 2023, 2:59 PM
1 point
0 comments8 min readEA link

Le Tem­p­is­tiche delle IA: il di­bat­tito e il punto di vista degli “es­perti”

EA ItalyJan 17, 2023, 11:30 PM
1 point
0 comments11 min readEA link

[Opz­ionale] Il panorama della gov­er­nance lun­goter­minista delle in­tel­li­genze artificiali

EA ItalyJan 17, 2023, 11:03 AM
1 point
0 comments10 min readEA link

AI Alter­na­tive Fu­tures: Ex­plo­ra­tory Sce­nario Map­ping for Ar­tifi­cial In­tel­li­gence Risk—Re­quest for Par­ti­ci­pa­tion [Linkpost]

KiliankMay 9, 2022, 7:53 PM
17 points
2 comments8 min readEA link

Prevenire una catas­trofe legata all’in­tel­li­genza artificiale

EA ItalyJan 17, 2023, 11:07 AM
1 point
0 comments3 min readEA link

Epoch is hiring a Re­search Data Analyst

merilalamaNov 22, 2022, 5:34 PM
21 points
0 comments4 min readEA link
(careers.rethinkpriorities.org)

The Ter­minol­ogy of Ar­tifi­cial Sentience

Janet PauketatNov 28, 2021, 7:52 AM
29 points
0 comments1 min readEA link
(www.sentienceinstitute.org)

Mo­ti­va­tion control

Joe_CarlsmithOct 30, 2024, 5:15 PM
18 points
0 comments1 min readEA link

A Brief Sum­mary Of The Most Im­por­tant Century

Maynk02Oct 25, 2022, 3:28 PM
3 points
0 comments5 min readEA link

Pub­lished re­port: Path­ways to short TAI timelines

Zershaaneh QureshiFeb 20, 2025, 10:10 PM
46 points
2 comments17 min readEA link
(www.convergenceanalysis.org)

[Question] Please Share Your Per­spec­tives on the De­gree of So­cietal Im­pact from Trans­for­ma­tive AI Outcomes

KiliankApr 15, 2022, 1:23 AM
3 points
3 comments1 min readEA link

In­trin­sic limi­ta­tions of GPT-4 and other large lan­guage mod­els, and why I’m not (very) wor­ried about GPT-n

James FodorJun 3, 2023, 1:09 PM
28 points
3 comments11 min readEA link

Trans­for­ma­tive AI and Sce­nario Plan­ning for AI X-risk

Elliot MckernonMar 22, 2024, 11:44 AM
14 points
1 comment8 min readEA link

‘Ar­tifi­cial In­tel­li­gence Gover­nance un­der Change’ (PhD dis­ser­ta­tion)

MMMaasSep 15, 2022, 12:10 PM
54 points
1 comment2 min readEA link
(drive.google.com)

Ar­tifi­cial In­tel­li­gence, Mo­ral­ity, and Sen­tience (AIMS) Sur­vey: 2021

Janet PauketatJul 1, 2022, 7:47 AM
36 points
0 comments2 min readEA link
(www.sentienceinstitute.org)

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

Vishakha AgrawalJan 23, 2025, 10:11 AM
12 points
0 comments3 min readEA link
(aisafety.info)

New Se­quence—Towards a wor­ld­wide, wa­ter­tight Wind­fall Clause

John Bridge 🔸Apr 7, 2022, 3:02 PM
25 points
4 comments8 min readEA link

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

lennartOct 14, 2021, 7:55 AM
20 points
3 comments5 min readEA link

Trans­for­ma­tive AI and Com­pute [Sum­mary]

lennartSep 23, 2021, 1:53 PM
65 points
5 comments9 min readEA link

Data Publi­ca­tion for the 2021 Ar­tifi­cial In­tel­li­gence, Mo­ral­ity, and Sen­tience (AIMS) Sur­vey

Janet PauketatMar 24, 2022, 3:43 PM
21 points
0 comments3 min readEA link
(www.sentienceinstitute.org)

Overview of Trans­for­ma­tive AI Mi­suse Risks

SammyDMartinDec 11, 2024, 11:04 AM
12 points
0 comments2 min readEA link
(longtermrisk.org)

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

lennartOct 1, 2021, 8:25 AM
39 points
6 comments19 min readEA link
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