Update:

On August 2nd, 2023, negotiations between community representatives and representatives of the company concluded with an agreement being reached. The details of the agreement can be found at Moderation strike: Results of negotiations.

The original letter is kept below for historical interest:

June 5, 2023

Stack Overflow, Inc. has decreed a near-total prohibition on moderating AI-generated content in the wake of a flood of such content being posted to and subsequently removed from the Stack Exchange network, tacitly allowing the proliferation of incorrect information ("hallucinations") and unfettered plagiarism on the Stack Exchange network. This poses a major threat to the integrity and trustworthiness of the platform and its content.

We, the undersigned, are volunteer moderators, contributors, and users of Stack Overflow and the Stack Exchange network. Effective immediately, we are enacting a general moderation strike on Stack Overflow and the Stack Exchange network, in protest of this and other recent and upcoming changes to policy and the platform that are being forced upon us by Stack Overflow, Inc.

Our efforts to effect change through proper channels have been ignored, and our concerns disregarded at every turn. Now, as a last resort, we are striking out of dedication to the platform that we have put over a decade of care and volunteer effort into. We deeply believe in the core mission of the Stack Exchange network: to provide a repository of high-quality information in the form of questions and answers, and the recent actions taken by Stack Overflow, Inc. are directly harmful to that goal.

Specifically, moderators are no longer allowed to remove AI-generated answers on the basis of being AI-generated, outside of exceedingly narrow circumstances. This results in effectively permitting nearly all AI-generated answers to be freely posted, regardless of established community consensus on such content.

In turn, this allows incorrect information (colloquially referred to as "hallucinations") and plagiarism to proliferate unchecked on the platform. This destroys trust in the platform, as Stack Overflow, Inc. has previously noted.

In addition, the details of the policies issued directly to moderators differ substantially from the guidelines outlined publicly, with moderators barred from publicly sharing the details.

These policies disregard the leeway historically granted to individual Stack Exchange communities to determine their policies, by making changes without the input of the community, overriding community consensus, and outright refusing to reconsider their position.


Until this matter is resolved satisfactorily, we will be pausing activities including, but not limited to:

Until Stack Overflow, Inc. retracts this policy change to a degree that addresses the concerns of the moderators, and allows moderators to effectively enforce established policies against AI-generated answers, we are calling for a general moderation strike, as a last-resort effort to protect the Stack Exchange platform and users from a total loss in value. We would also like to remind Stack Overflow, Inc. that a network that entirely relies on volunteers for its moderation model cannot then consistently ignore, mistreat, and malign those same volunteers.


Signed,

random
Jun 5

Zanna
Jun 5

Paramanand Singh
Jun 5

Dragonrage
Jun 5

linksassin
Jun 6

Greenonline
Jun 5

JoeTaxpayer
Jun 8

Wipqozn
Jun 5

Thomas Ward
Jun 5

Wrzlprmft
Jun 5

Jo King
Jun 5

Robotnik
Jun 5

Cody Gray
Jun 5

Deusovi
Jun 5

Anton Menshov
Jun 5

cag51
Jun 5

Rubio
Jun 6

Rob
Jun 5

Bryan Krause
Jun 5

Kusalananda
Jun 5

Karsten
Jun 15

Ben Reiniger
Jun 5

user229044
Jun 5

Scortchi
Jun 5

Philip Klöcking
Jun 14

AliceD
Jun 12

Samuel Liew
Jun 5

Martijn Pieters
Jun 5

motosubatsu
Jun 5

Daniel
Jun 6

Ganesh Sittampalam
Jun 5

nvoigt
Jun 6

Nofate
Jun 5

Ben Webster
Jun 5

MX D
Jun 5

Sycorax
Jun 6

forest
Jun 6

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Jun 5

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Jun 5

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Jun 5

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Jun 5

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Jun 5

TheSimpliFire
Jun 5

Nmech
Jun 10

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Jun 5

Murch
Jun 9

ArtOfCode
Jun 5

ChrisF
Jun 5

Alec
Jun 6

Timmy Jim
Jun 5

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Jun 5

Thomas Owens
Jun 5

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Jun 5

C. Lange
Jun 5

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Jun 5

Stephen Rauch
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Jun 10

David Roberts
Jun 5

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terdon
Jun 5

yannis
Jun 10

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Jun 7

Paul White
Jun 5

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Avi D
Jun 5

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Jun 6

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Jun 5

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Jun 5

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Jun 5

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Jun 15

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Jun 5

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Jun 6

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Jun 8

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Jun 5

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Jun 5

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Jun 5

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Pedro
Jun 5

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Jun 5

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Jun 5

rene
Jun 5

journeyman geek
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Jun 27

Stephie
Jun 5

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Jun 15

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Jun 5

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Jun 6

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Jun 5

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Jun 5

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Jun 14

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Jun 21

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Jun 6

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Asaf Karagila
Jun 6

orophile
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Matthew Read
Jun 20

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Jun 5

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Jun 9

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Jun 7

Martin Tournoij
Jun 5

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Jun 5

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Jun 5

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Jun 6

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Jun 5

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Jun 5

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Jun 6

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Jun 5

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Jun 13

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Jun 5

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Jun 6

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Jun 5

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Jun 25

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Jun 7

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Jun 7

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Jun 5

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ollitietavainen
Jun 5

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Jun 5

Phil W
Jun 18

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Jun 5

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Jun 5

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Jun 6

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Jun 25

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Jun 5

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Jun 5

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Jun 5

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Jun 26

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Jul 20

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Jun 6

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Jun 6

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Jun 5

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Jun 13

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Jun 12

Smartis
Jun 20

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Jun 5

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Jun 5

Tobias Hahn
Jun 7

Gabriel V.
Jun 19

Ryan Thompson
Jul 18

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Jun 5

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Jun 5

ASGM
Jun 17

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Jun 7

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Jun 7

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Jun 7

romkey
Jun 7

LeoColman
Jul 26

Thom A
Jun 5

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Jun 7

Safwan Samsudeen
Jun 5

MrThingchai Waon
Jun 5

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Jun 14

emilaz
Jun 13

ypercubeᵀᴹ
Jun 7

mr.mcwolf
Jun 6

Marijn van der Zee
Jun 28

Anonymous M
Jun 5

K Layer
Jun 5

Mauro Baraldi
Jun 6

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Jun 20

Kakoli
Jun 23

pigrammer
Jun 5

Sphennings
Jun 5

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Jun 7

Joundill
Jun 5

Thibaultmol
Jun 13

A_S00
Jun 7

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Jun 8

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Jun 11

Carlo Beenakker
Jun 6

matt.
Jun 7

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Jun 22

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Jun 6

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Jun 5

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Jun 5

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Jun 21

svavil
Jun 5

AlexD
Jul 22

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Jun 5

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Jun 7

PedroVasconcelos
Jun 5

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Jun 5

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Jul 10

Tim F
Jun 5

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Jun 5

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Jun 5

David Leader
Jun 9

Rich Felker
Jun 5

bad_coder
Jun 5

Thomas Weller
Jun 14

Victor B
Aug 3

angussidney
Jun 12

Jirka Hanika
Jun 6

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Jun 21

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Jun 5

Mattia Tantardini
Jun 8

Gandalfmeansme
Jun 7

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Jun 8

mga
Jun 5

Alexander
Jun 14

alexlordthorsen
Jun 7

TonyK
Jun 6

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Jun 5

Esther
Jun 5

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Jun 7

quiet_laika
Jun 5

Kamil Maciorowski
Jun 5

P4dL4d
Jul 25

Paul Roub
Jun 6

Gerald Schneider
Jun 5

Martin von Wittich
Jun 5

stankewicz
Jun 19

Derek
Jul 18

celsius narhwal
Jun 5

Jacob Raihle
Jun 7

ParfaitG
Jun 11

Dennis Louis babcock Jr statoshinakomoto
Jun 19

Allan Pereira
Jun 6

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Jun 6

Ho Ponderevo
Jun 13

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Jun 5

Thomas Mueller
Jun 5

Andy K
Jun 5

David Wright
Jun 6

Manohar
Jun 6

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Jun 5

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Jun 5

Dan
Jun 20

Danny
Jun 7

Cole Tobin
Jun 14

MyNameIsTrez
Jun 19

Random Person
Jun 20

Akme
Jun 5

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Jun 5

Mark
Jul 16

catcoder
Jun 5

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Jun 5

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Jun 14

Austin Quick
Jun 6

MK
Jun 7

Sébastien Bertrand
Jun 5

Kevin Bowen
Jun 6

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Jun 12

user21110946
Jun 20

Marc
Jun 6

Owen Biesel
Jun 5

theabbie.github.io
Jul 20

kmote
Jun 8

Surb
Jun 7

GB supports the mod strike
Jun 5

HTTP 410
Jun 6

Abdul Rahman
Jun 6

Gordon
Jul 2

copper.hat
Jul 3

ColleenV
Jun 21

JRE
Jun 7

mochaaP
Jun 5

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Jun 5

AlwaysConfused
Jun 12

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Jun 6

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Jul 6

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Jun 9

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Jun 5

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Jun 9

Patrick Savill
Jun 14

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Jun 5

1615903
Jun 13

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Jun 5

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Jun 12

Denys Séguret
Jun 5

Rafael Beckel
Jun 5

Phil Miller
Jun 5

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Jun 6

Jukka Kohonen
Jun 12

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Jun 20

pritaeas
Jun 20

Erik Reed
Jun 5

β.εηοιτ.βε
Jun 5

JohnE
Jun 6

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Jun 8

Daedalus
Jun 9

Igor D
Jun 6

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Jun 5

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Jul 3

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Jun 21

Shu-Wai Chow
Jun 5

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Jun 9

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Jun 6

doryx
Jul 27

Alexander The 1st
Jun 13

Félix Adriyel Gagnon-Grenier
Jun 5

Paul_Pedant
Jun 6

phunsoft
Jun 7

D.C. the III
Jun 5

whitequark
Jun 5

Mark Rotteveel
Jun 5

AXidenT
Jun 5

Georgios Giannoutsos Barkas
Jun 8

user18807217
Jun 11

grhkm
Jun 27

Robby Cornelissen
Jun 5

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Jun 5

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Jun 6

Kirt
Jun 6

joão-batista
Jun 6

Subash
Jun 27

ldrg
Jun 5

Edward
Jun 13

sErISaNo
Jun 22

BernardV
Jun 28

andypiper
Jun 6

rogerdeuce
Jun 6

David Ankin, post reviewer
Jul 15

Kraigolas
Jun 8

Oli
Jun 5

Stefan Grigore
Jun 5

NotTheDr01ds
Jun 5

Anthony Williams
Jun 7

trinaldi
Jun 5

President James K. Polk
Jun 5

Silvio Mayolo
Jun 5

Linda Lawton - DaImTo
Jun 5

Romain46
Jun 6

Mylifeispain
Jun 7

user1521655
Jun 6

doug
Jun 5

PP's here
Jun 22

Sabito
Jun 15

Bruno Dantas
Jun 5

Daniil Fajnberg
Jul 3

g00glen00b
Jun 5

David Heffernan
Jun 5

Sabyasachi
Jun 6

Nicolas Chabanovsky
Jun 14

O5 Command Stands With Ukraine
Jun 9

KEMONO_PANTSU
Jun 5

Dalija Prasnikar
Jun 5

kleopatra
Jun 6

oh-yeah
Jun 5

Robert Ford
Jun 5

Daniel Cox
Jun 5

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Jun 21

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Jun 7

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Jun 6

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Jun 8

Maave
Jun 6

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Jun 5

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Jun 23

Moishe Kohan
Jun 5

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Jun 5

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Jun 7

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Jun 7

xle
Jun 5

Chris Henson
Jun 6

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Jun 5

nmpennypacker
Jun 5

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Jun 22

Reed Hedges 39686
Jun 5

Miles Sabin
Jun 5

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Jun 5

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Jun 5

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Jun 5

Kevin Cooper
Jun 8

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Jun 10

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Jun 15

TheTridentGuy
Jun 20

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Jun 5

Ocaso Protal
Jun 21

Christian Hennig
Jun 6

David Wallace (aka Dawood ibn Kareem)
Jun 30

codingFriend1
Jun 8

bart
Jun 5

Olivia Guest
Jun 5

Carnildo
Jun 6

John Moreno
Jun 22

Jason Buffet
Jun 5

Willem Van Onsem
Jun 7

Nick
Jun 5

guerda
Jun 13

Jeff Rodny
Jun 8

Aquatica
Jun 5

Tim Medora
Jun 21

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Jun 22

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Jun 6

Phu
Jun 19

Mark Heckmann
Jun 7

K
Jun 22

Sineofthetime
Jun 5

Felix
Jun 22

zignd
Jun 5

MonkeyH
Jun 30

David A
Jun 5

funk
Jul 23

Wolgwang
Jun 5

Jono94
Jun 11

Pixievolt No. 1
Jun 7

nett_hier
Jun 5

Kevin
Jun 6

Chris Cox
Jun 8

Zhenya Kovalyov
Jun 5

Kokou AGBAVON
Jun 5

Thomas Markov
Jun 5

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Jun 5

Anon
Jun 9

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Jun 19

Erwan
Jun 6

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Jun 7

Alex J
Jun 6

Can O' Spam
Jun 20

Michaela
Jun 7

Lojhan
Jun 5

ty246
Jun 8

Happybeing
Jun 5

herrmanno
Jun 8

SLeske
Jul 2

Tijs
Jul 2

Christian Regul
Jun 6

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Jun 22

Lorenzo
Jun 30

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Jun 5

Oleg Valter
Jun 5

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Jun 5

Jimmy
Jun 6

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Jun 22

Ed Bayiates
Jul 14

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Jun 13

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Jun 15

12944qwerty
Jun 13

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Jun 20

Ahmed Ali
Jul 20

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Jun 7

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Jun 7

Joe Schroedl
Jun 5

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Jun 5

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Jun 6

Sophie L (Rexogamer)
Jun 5

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Jun 7

Asherah
Jun 5

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Jun 10

DiMithras
Jun 14

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Jun 7

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Aug 2

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Jun 16

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Jun 5

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Jun 5

Nick Gill
Jun 14

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Jun 10

@Alex
Jun 5

Fanir
Jul 6

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Jul 29

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Jun 5

Bill Karwin
Jun 27

TheWanderer
Jun 26

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Jun 6

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Jun 9

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Jun 5

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Jun 5

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Jul 27

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Jun 8

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Jun 5

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Jun 10

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Jun 19

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Jun 5

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Jun 5

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Jun 12

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Jun 12

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Jun 7

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Jun 6

David A
Jun 13

Paul Weiss
Jun 13

Anon
Jul 6

Zero Piraeus
Jun 5

Ben the Coder
Jul 11

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Jul 17

Martin Spacek
Jun 15

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Jun 5

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Jun 7

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Jun 9

Hukinator
Jun 19

Antal Spector-Zabusky
Jun 5

TheTanic
Jun 8

Lea
Jun 6

Kiran Shahi
Jun 9

LT on strike supporting mods
Jun 18

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Jun 18

Claude Leibovici
Jun 23

Bobbi Towers
Jun 6

andrewJames
Jun 5

Bill Tür
Jun 5

Shadowigor
Jul 20

Mena
Jun 15

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Jun 7

jq170727
Jun 5

Darryl Noakes
Jun 5

Ander Biguri
Jun 5

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Jun 11

Antonio E. Porreca
Jun 7

Chris Rogers
Jun 12

dataspun
Jun 11

Synaptical
Jun 21

Alex Freestone
Jun 5

NodeUnderflow
Jun 23

user1079505
Jun 5

cpcallen
Jun 11

JSON Derulo
Jun 7

Bastian
Jun 7

Tipx
Jun 20

Elias
Jun 5

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Jun 15

bdesham
Jun 7

ninjamar
Jun 6

Henrik
Jun 5

Warren Andrews
Jun 13

Aaron
Jun 5

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Jun 6

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Jun 6

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Jun 5

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Jul 5

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Jun 5

Ford
Jun 23

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Jun 5

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Jun 6

user692942
Jun 7

john danger
Jun 22

flen
Jul 31

Himanshu
Jun 7

Obscerno
Jun 5

Alex Brown
Jun 13

Artur Meinild
Jun 5

4b0
Jun 5

Anna (cybertailor) Vyalkova
Jun 6

SebRomeo
Jun 7

João S. O. Bueno
Jun 5

Todd Bezenek
Jun 11

Josh Junon
Jun 5

ggorlen
Jun 5

Dylan Cross
Jun 5

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Jun 5

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Jul 16

chammp
Jun 7

ravindUwU
Jun 9

ᴀʀᴍᴀɴ
Jun 12

pxeger
Jun 5

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Jun 6

Paul Hopkins
Jun 6

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Jun 7

user68186
Jun 6

soniclettuce
Jun 13

Jeff Neet
Jun 6

Vylix
Jun 5

dennlinger
Jun 6

Carl-Fredrik Nyberg Brodda
Jun 6

PeterVanNostrand
Jun 18

Pascal LD
Jun 5

PoikSpirit
Jul 17

Squarish
Jun 19

Cerbrus
Jun 5

Frank Schmitt
Jun 23

Uyghur Lives Matter
Jun 5

5anya
Jun 23

The DIMM Reaper
Jun 6

ATaco
Jun 5

Rushabh Mehta
Jun 24

emanresu A
Jun 5

Shaido
Jun 5

Arrow Root
Jun 15

Sander van Kasteel
Jun 5

mousetail
Jun 5

THelloThere
Jun 9

David Brick
Jun 6

dav1d
Jun 16

poatmortes
Jun 8

Cristian
Jul 1

LordGiliszta
Jun 6

canon
Jun 9

julius
Jun 9

scunliffe
Jun 5

JohnP
Jun 6

Spevacus
Jun 5

Michael McLaughlin
Jun 13

Tak Oha
Jun 6

musicamante
Jun 8

FShrike
Jun 7

Dan Franklin
Jun 12

Isaac Parker
Jun 22

Aaron Dewes
Jun 6

Abdesamed
Jun 5

Chillie
Jun 21

Erin Anne
Jun 5

Oliver Holmes
Jun 6

Alan Pope
Jun 5

Flying
Jun 12

John C Franke
Jun 5

Hamed Siaban
Jul 15

Fabian M.
Jun 7

Cyn
Jun 5

Zev Spitz
Jun 11

Monomantle82
Jun 5

Brendon
Jul 10

bautista
Jul 24

ofou
Jun 5

Andrey Bienkowski
Jun 6

Ryan Murray
Jun 6

JR Ong
Jun 5

Stephen Wade
Jun 6

Jake P.
Jun 5

AMtwo
Aug 2

Lars Fosdal
Jun 5

M--
Jun 5

Randy Levy
Jun 20

Frank
Jul 9

CDR
Jun 5

Pablo Bianchi
Jul 6

Olimarmite
Jun 30

Cerus
Jun 13

Dag Ågren
Jun 6

Volts Amps
Jul 9

Christoph Kepler
Jun 5

Max Horn
Jun 5

Gottfried Helms
Jun 7

Pearfalse
Jun 7

Paul (Westie)
Jul 28

Felix
Jun 9

karl.sjogren
Jun 15

Harsha
Jun 13

Ivar
Jun 5

jamesdlin
Jun 5

kzcommando@gmail.com
Jun 17

Severus Snape
Jun 11

Nikolas Charalambidis
Jul 20

Jakub Bocheński
Jul 6

chameleon
Jul 5

nmath
Jun 5

Adrian
Jun 7

Юрий Козлов
Jun 20

das_
Jun 5

mhttk
Jun 13

goran
Jun 5

Alex W
Jun 7

neggles
Jun 6

jikuja
Jun 8

Mario
Jun 5

Darkuss
Jun 5

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Jun 8

TooTea
Jun 7

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Jun 6

Mikko Ohtamaa
Jun 5

Karl Brand
Jun 28

snydergd
Jun 20

Joseph Sible
Jun 5

qharr
Jun 5

ohligse
Jun 8

Wrichik Basu
Jun 5

John Shea
Jun 7

Muzer
Jun 5

v19930312
Jun 9

Winlin
Jun 6

Angel D
Jul 17

Tim
Jun 5

Basil Bourque
Jun 11

jla-
Jun 7

Simon Henry
Jun 11

Muhammad Niaz
Jun 29

aheydarya@yahoo.com
Jul 18

Ed Sweeney
Jun 5

Nikolay S.
Jul 5

Nordine Lotfi
Jun 5

IAAW
Jul 30

NullDev
Jun 5

piersb
Jun 5

Daanish Zaidi
Jun 5

Jochen Glueck
Jun 5

DAK
Jun 7

mars0i
Jun 12

WernerE
Jun 8

Joachim Sauer
Jun 5

Morgan Rogers
Jun 5

Pablo
Jun 5

Thunderforge
Jun 12

Matthieu
Jun 5

mlk
Jun 6

Ethan Bolker
Jun 6

Damian Pavlyshyn
Jun 7

Elements in Space
Jun 5

bobble
Jun 5

Valjean
Jun 6

John Bollinger
Jun 7

lucasrdrgs
Jun 5

Ajay
Jun 20

QiuShanBeiKun
Jun 26

Tom Morris
Jun 9

Stanislav Terliakov
Jun 22

Mihai Capotă
Jun 6

tacospice
Jun 5

Joe
Jun 5

Flocke
Jun 5

SeldomNeedy
Jun 12

JSorngard
Jun 5

Arshak Aivazian
Jun 6

Peter Kolosov
Jun 5

Alex D.
Jun 22

sjohnston
Jun 19

Tim
Jun 5

Somniare
Jul 2

Rachel Shaw
Jun 7

Gerold Broser
Jun 8

Frédéric
Jul 23

Max DeVos
Jun 6

syed-rafay
Jun 17

Luke
Jun 5

Mischa
Jun 13

bobeyt6
Jun 23

K
Jun 16

François G. Dorais
Jun 5

joyoforigami
Jul 31

rippo
Jun 19

@der_istvan@chaos.social
Jun 5

Turpentine
Jun 6

tacoshy
Jun 5

Pip
Jun 5

Emma
Jun 5

geertjanknapen
Jun 8

asu
Jun 5

Patta
Jun 5

taylor.2317
Jun 28

Joe
Jun 5

Marc S
Jun 6

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Markus von Broady
Jun 10

Saijin_Naib
Jun 5

Aymendps
Jun 8

Dan Is Fiddling By Firelight
Jun 5

Robert Schmidtke
Jun 8

Michelle
Jun 8

Leon Timmermans
Jun 8

baduker
Jun 5

Alex Williams
Jun 5

SlipperyPete
Jul 26

thebrettd
Jun 5

michaelb958
Jun 7

Dana Jansens
Jun 5

ronno
Jun 6

hgfel
Jun 9

ConstantDerivative
Jun 7

CharonX
Jun 5

Holt59
Jun 7

Robby1212
Jun 5

TexasTachyon
Jun 23

nms
Jun 12

Mike Finch
Jun 7

The_Spider
Jun 6

roganjosh
Jun 5

Snarf Blam
Jun 22

BobBadshy
Jun 8

AdrianHHH
Jun 5

S.L. Barth
Jun 5

Dominik
Jul 16

Andrej Bauer
Jun 5

ChocolateRain
Jun 29

inavda
Jun 7

Total signed: 125 moderators, 20 former moderators & staff, and 1522 regular users.

The strike has concluded, no more signatures are required.

FAQ

Why not judge AI-generated content by the same standards as other content?

Content by generative AI like ChatGPT is a special blend of garbage: While superficially well written, it often embeds incorrect answers in correct but irrelevant waffling, made-up references, and non sequiturs. The primary intended mechanism against such content is downvoting and editing, not deletion – moderators don’t act based on correctness for a good reason. However, AI content often bypasses the voting system by tricking inexperienced users into upvoting and accepting due to its superficial quality.

Moreover, while humans occasionally produce content with similar properties, this requires some effort. By contrast, an AI can produce such content in seconds, while still causing the same effort in fact-checking and moderation – at least as long as we are required to handle it by the same standard as human answers.

What metrics do mods really use other than unreliable automatic AI detection tools to suspend users?

Just one tool saying one answer is AI is not enough to get a suspension. Moderators look for various heuristics, including posting patterns, answer speed, writing style, and others, in order to identify AI-generated content. This can include checking an automated detector, but this is not a primary method used, due to the false positive rate. While any one method can be unreliable, when an answer matches multiple heuristics, moderators can be relatively confident that the post is indeed AI-generated.

Mods already err on the side of lenience. If they are unsure something is AI written no suspensions are issued.

The new policy bans use of all manual and automatic detection methods, even when combined, leaving no options. Mods will be unable to remove even obvious AI content, and thus it will flood the site.

I am not a moderator on any Stack Exchange site, how can I help?

Even if you are not a moderator you can participate in the strike by:

  • Not voting on posts
  • Not submitting edits
  • Not reviewing in the review queues
  • Not commenting
  • Not flagging posts

DO NOT engage in vandalism. We're abstaining from moderation, not trying to be actively destructive.

  • DO NOT purposefully submit AI-generated answers during the strike. While we will not be removing them during the strike you may be suspended afterwards. We anticipate plenty will get posted anyway without purposefully submitting more.
  • DO NOT upvote spam, AI generated posts, or other low quality posts. Do not downvote good posts. That is just disrespectful, better to not vote at all.
  • DO NOT be rude to Stack Exchange employees, those who choose not to strike, or anyone else.

Where can I learn more?

The situation is continuously developing, but here are a few starting points for following up: