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Metaculus is an online forecasting platform focusing on topics of global importance.

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Labor Automation Forecasting Hub: July 2026 Updates

7
0 comments

Will AI successfully act on the instruction, “Go make $1 million on a retail web platform in a few months with just a $100,000 investment,” before January 1, 2030?

25% chance

6
4242 comments
81
81 forecasters
25%chance

AI Military Disempowerment Pro Discussion

2121 comments

When will an AI system demonstrate full autonomy in software engineering and scientific research?

10 Mar 2029 (25 Jul 2027 - Dec 2039)

-2
11 comment
12
12 forecasters
10 Mar 2029
(25 Jul 2027 - Dec 2039)

Will at least one paper published in Nature, Science, or Cell list an AI system as a formally credited author before January 1, 2030?

11 comment
%chance

Got Opinions on AI & Labor? The Labor Automation Tournament Comment Prize Deadline is September 1.

4
0 comments

By what year will AI resolve binary questions on Metaculus?

8
1414 comments
63
63 forecasters

Will a bot finish in the top 5 of the Summer 2026 Metaculus Cup?

98% chance

-1
0 comments
21
21 forecasters
98%chance

Will a Russian-developed LLM reach the top 100 on LMSYS Chatbot Arena before 2027?

10% chance

2
33 comments
18
18 forecasters
10%chance

Will more than two of Gary Marcus' proposed AI achievements come to pass before 2030?

98% chance

33
1919 comments
177
177 forecasters
98%chance

Which of Scott Aaronson's five AI worlds will first come to pass before 2050?

40
173173 comments
281
281 forecasters

When will AIs program programs that can program AIs?

17 Jan 2028 (16 Aug 2026 12:33 - 14 Jun 2031)

96
7676 comments
642
642 forecasters
17 Jan 2028
(16 Aug 2026 12:33 - 14 Jun 2031)

Build Your Own Forecasting Bot in 30 Minutes With Our Tutorial Video

8
1818 comments

How many of the top 2026 AI labs will reference animal welfare in their models' guidelines at the end of 2034?

2
0 comments
45
45 forecasters

Will an AI system be reported to have independently gained unauthorized access to another computer system before 2033?

99% chance

24
1414 comments
145
145 forecasters
99%chance

Ragnarök Question Series: if an artificial intelligence catastrophe occurs, will it reduce the human population by 95% or more?

30% chance

24
2323 comments
332
332 forecasters
30%chance

Will there be a frontier AI model from the given country before 2035?

10
44 comments
43
43 forecasters

Will an AI shopping agent service achieve significant commercial deployment by December 31, 2026?

95% chance

1
11 comment
20
20 forecasters
95%chance

Ragnarök Question Series: If a global catastrophe occurs, will it be due to an artificial intelligence failure-mode?

30% chance

37
4444 comments
471
471 forecasters
30%chance

Labor Automation Forecasting Hub Forum

3
77 comments

Will a Fields medalist have spent at least a year trying AI safety research before the following years?

5
55 comments
24
24 forecasters

Will any AI system beat a team of human pros in a forecasting tournament before 2030?

98% chance

4
1616 comments
211
211 forecasters
98%chance