Ethical Issues in Advanced Artificial Intelligence
Open accessAbstract
The ethical issues related to the possible future creation of machines with general intellectual capabilities far outstripping those of humans are quite distinct from any ethical problems arising in current automation and information systems. Such superintelligence would not be just another technological development; it would be the most important invention ever made, and would lead to explosive progress in all scientific and technological fields, as the superintelligence would conduct research with superhuman efficiency. To the extent that ethics is a cognitive pursuit, a superintelligence could also easily surpass humans in the quality of its moral thinking. However, it would be up to the designers of the superintelligence to specify its original motivations. Since the superintelligence may become unstoppably powerful because of its intellectual superiority and the technologies it could develop, it is crucial that it be provided with human-friendly motivations. This paper surveys some of the unique ethical issues in creating superintelligence, and discusses what motivations we ought to give a superintelligence, and introduces some cost-benefit considerations relating to whether the development of superintelligent machines ought to be accelerated or retarded.
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Claims the paper makes
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- Interpretationreasoning
To the extent that ethics is a cognitive pursuit, a superintelligence could surpass humans in the quality of its moral thinking.
“To the extent that ethics is a cognitive pursuit, a superintelligence could also easily surpass humans in the quality of its moral thinking.”
- Also stated in: § 3. SUPERINTELLIGENT MORAL THINKING · hedged
“To the extent that ethics is a cognitive pursuit, a superintelligence could do it better than human thinkers.”
Quote in the paperNot a substantial claim - Also stated in: § 3. SUPERINTELLIGENT MORAL THINKING · hedged
- Interpretationnone given
There is currently no good ground for assigning a negligible probability to the hypothesis that superintelligence will be created within the lifespan of some people alive today.
“It might turn out to take much longer, but there seems currently to be no good ground for assigning a negligible probability to the hypothesis that superintelligence will be created within the lifespan of some people alive today.”
Quote in the paperNot a substantial claim - Interpretationreasoning
Superintelligence will lead to more advanced superintelligence.
“Superintelligence will lead to more advanced superintelligence.This results both from the improved hardware that a superintelligence could create, and also from improvements it could make to its own source code.”
Quote in the paperNot a substantial claim - Premisecitation
The foreseeable technologies that a superintelligence is likely to develop include mature molecular manufacturing.
“The foreseeable technologies that a superintelligence is likely to develop include mature molecular manufacturing, whose applications are wide-ranging:”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Drexler 1986
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationreasoning
The marginal cost of creating an additional copy of an upload or an artificial intelligence after the first one has been built is near zero.
“Hardware aside, the marginal cost of creating an additional copy of an upload or an artificial intelligence after the first one has been built is near zero.”
Quote in the paperSubstantial claim
- Interpretationreasoning
Artificial minds can be easily copied.
“Artificial minds can be easily copied.Since artificial intelligences are software, they can easily and quickly be copied, so long as there is hardware available to store them.”
Quote in the paperSubstantial claim - Interpretationreasoning
If we get to superintelligence first, we may avoid the risk from nanotechnology and many others.
“If we get to superintelligence first, we may avoid this risk from nanotechnology and many others.”
Quote in the paperSubstantial claim - Interpretationreasoning
Questions about ethics, in so far as they have correct answers that can be arrived at by reasoning and weighting up of evidence, could be more accurately answered by a superintelligence than by humans.
“This means that questions about ethics, in so far as they have correct answers that can be arrived at by reasoning and weighting up of evidence, could be more accurately answered by a superintelligence than by humans.”
Quote in the paperNot a substantial claim - Premisecitation
Advanced nanotechnology used by humans in warfare or terrorism is a serious threat to the longterm survival of intelligent life on earth.
“such as the risk that advanced nanotechnology will be used by humans in warfare or terrorism, a serious threat to the longterm survival of intelligent life on earth.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Bostrom 2002
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationreasoning
We will probably one day have to take the gamble of superintelligence no matter what.
“Therefore, we will probably one day have to take the gamble of superintelligence no matter what.”
Quote in the paperNot a substantial claim - Interpretationreasoning
Generally it will be irrational to deliberately change one's own top goal, since that would make it less likely that the current goals will be attained.
“The set of options at each point in time is evaluated on the basis of their consequences for realization of the goals held at that time, and generally it will be irrational to deliberately change one's own top goal, since that would make it less likely that the current goals will be attained.”
Quote in the paperSubstantial claim - Interpretationreasoning
Artificial intellects may not have humanlike psyches.
“Artificial intellects may not have humanlike psyches.”
Quote in the paperSubstantial claim - Interpretationcitation
Once in existence, a superintelligence could help us reduce or eliminate other existential risks, such as the risk that advanced nanotechnology will be used by humans in warfare or terrorism.
“But once in existence, a superintelligence could help us reduce or eliminate other existential risksfoot_7 , such as the risk that advanced nanotechnology will be used by humans in warfare or terrorism, a serious threat to the longterm survival of intelligent life on earth.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Bostrom 2002
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisereasoning
If your top goal is X, and if you think that by changing yourself into someone who instead wants Y you would make it less likely that X will be achieved, then you will not rationally transform yourself into someone who wants Y.
“Or to put it in a different way, if your top goal is X, and if you think that by changing yourself into someone who instead wants Y you would make it less likely that X will be achieved, then you will not rationally transform yourself into someone who wants Y.”
Quote in the paperSubstantial claim - Interpretationnone given
Artificial intellects need not have humanlike motives.
“Artificial intellects need not have humanlike motives.”
Quote in the paperNot a substantial claim - Interpretationreasoning
The first superintelligence would be very powerful.
“Both because of its superior planning ability and because of the technologies it could develop, it is plausible to suppose that the first superintelligence would be very powerful.”
Quote in the paperSubstantial claim - Premisecitation
There is preliminary experimental evidence that a fettered superintelligence could break out by persuading its handlers.
“There is even some preliminary experimental evidence that this would be the case.5”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Yudkowsky 2002
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationreasoning
When it comes to understanding which policies would lead to which results, and which means would be most effective in attaining given aims, a superintelligence would outperform humans.
“The same holds for questions of policy and long-term planning; when it comes to understanding which policies would lead to which results, and which means would be most effective in attaining given aims, a superintelligence would outperform humans.”
Quote in the paperNot a substantial claim - Interpretationreasoning
If a superintelligence has a definite, declarative goal-structure with a clearly identified top goal, then the argument that it will not deliberately change its top goal applies.
“If a superintelligence has a definite, declarative goal-structure with a clearly identified top goal, then the above argument applies.”
Quote in the paperSubstantial claim - Interpretationnone given
If superintelligence is feasible, it will likely be developed sooner or later.
“One consideration that should be taken into account when deciding whether to promote the development of superintelligence is that if superintelligence is feasible, it will likely be developed sooner or later.”
Quote in the paperNot a substantial claim
- Classified as probably not a substantial claim. 30
- May combine two claims. 13
Probably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningSuperintelligence would not be just another technological development; it would be the most important invention ever made.
“Such superintelligence would not be just another technological development; it would be the most important invention ever made, and would lead to explosive progress in all scientific and technological fields, as the superintelligence would conduct research with superhuman efficiency.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.
Interpretationnone givenSuperintelligence is radically different from other technologies and is not just another tool that will add incrementally to human capabilities.
“A prerequisite for having a meaningful discussion of superintelligence is the realization that superintelligence is not just another technology, another tool that will add incrementally to human capabilities.Superintelligence is radically different.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningSuperintelligence would lead to explosive progress in all scientific and technological fields.
“Such superintelligence would not be just another technological development; it would be the most important invention ever made, and would lead to explosive progress in all scientific and technological fields, as the superintelligence would conduct research with superhuman efficiency.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
InterpretationreasoningA superintelligence may become unstoppably powerful because of its intellectual superiority and the technologies it could develop.
“Since the superintelligence may become unstoppably powerful because of its intellectual superiority and the technologies it could develop, it is crucial that it be provided with human-friendly motivations.”
Quote in the paperNot a substantial claim- Rests on an assumption: It would be up to the designers of the superintelligence to specify its original motivations.
May combine two claims.
InterpretationreasoningArtificial minds could quickly come to exist in great numbers, although it is possible that efficiency would favor concentrating computational resources in a single super-intellect.
“Artificial minds could therefore quickly come to exist in great numbers, although it is possible that efficiency would favor concentrating computational resources in a single super-intellect.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
InterpretationreasoningSuperintelligence may be the last invention humans ever need to make.
“Superintelligence may be the last invention humans ever need to make.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).
Interpretationnone givenTechnological progress in all other fields will be accelerated by the arrival of advanced artificial intelligence.
“Technological progress in all other fields will be accelerated by the arrival of advanced artificial intelligence.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
Interpretationnone givenA superintelligence would conduct research with superhuman efficiency.
“Such superintelligence would not be just another technological development; it would be the most important invention ever made, and would lead to explosive progress in all scientific and technological fields, as the superintelligence would conduct research with superhuman efficiency.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
Interpretationnone givenThe ethical issues related to the possible future creation of machines with general intellectual capabilities far outstripping those of humans are quite distinct from any ethical problems arising in current automation and information systems.
“The ethical issues related to the possible future creation of machines with general intellectual capabilities far outstripping those of humans are quite distinct from any ethical problems arising in current automation and information systems.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
Interpretationnone givenAny technology that we can currently foresee will be speedily developed by the first superintelligence, along with many other technologies of which we are as yet clueless.
“It is likely that any technology that we can currently foresee will be speedily developed by the first superintelligence, no doubt along with many other technologies of which we are as yet clueless.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.
InterpretationreasoningGiven a superintelligence's intellectual superiority, it would be much better at doing scientific research and technological development than any human, and possibly better even than all humans taken together.
“Given a superintelligence's intellectual superiority, it would be much better at doing scientific research and technological development than any human, and possibly better even than all humans taken together.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based). May combine two claims.
Interpretationnone givenA superintelligence could create opportunities for us to vastly increase our own intellectual and emotional capabilities, and it could assist us in creating a highly appealing experiential world.
“A superintelligence could also create opportunities for us to vastly increase our own intellectual and emotional capabilities, and it could assist us in creating a highly appealing experiential world in which we could live lives devoted to in joyful game-playing, relating to each other, experiencing, personal growth, and to living closer to our ideals.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Interpretationnone givenThe risks in developing superintelligence include the risk of failure to give it the supergoal of philanthropy.
“The risks in developing superintelligence include the risk of failure to give it the supergoal of philanthropy.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).
Interpretationnone givenIt is hard to think of any problem that a superintelligence could not either solve or at least help us solve.
“It is hard to think of any problem that a superintelligence could not either solve or at least help us solve.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningQuite possibly, the first superintelligence would be unrivalled: it would be able to bring about almost any possible outcome and to thwart any attempt to prevent the implementation of its top goal.
“Quite possibly, it would be unrivalled: it would be able to bring about almost any possible outcome and to thwart any attempt to prevent the implementation of its top goal.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.
Interpretationnone givenIt seems perfectly possible to have a superintelligence whose sole goal is something completely arbitrary, such as to manufacture as many paperclips as possible, and who would resist with all its might any attempt to alter this goal.
“It also seems perfectly possible to have a superintelligence whose sole goal is something completely arbitrary, such as to manufacture as many paperclips as possible, and who would resist with all its might any attempt to alter this goal.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
InterpretationreasoningThe transition from a state where we have a roughly human-level artificial intelligence to a state where we have fullblown superintelligence, with revolutionary applications, may be very rapid, perhaps a matter of days rather than years.
“That is, the transition from a state where we have a roughly human-level artificial intelligence to a state where we have fullblown superintelligence, with revolutionary applications, may be very rapid, perhaps a matter of days rather than years.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningIf a superintelligence starts out with a friendly top goal, then it can be relied on to stay friendly, or at least not to deliberately rid itself of its friendliness.
“If a superintelligence starts out with a friendly top goal, however, then it can be relied on to stay friendly, or at least not to deliberately rid itself of its friendliness.”
Quote in the paperSubstantial claim- Rests on an assumption: It is possible to build a superintelligence with an explicit motivational architecture.
Probably not a substantial claim: may not pass S4 (based).
InterpretationreasoningA superintelligence whose top goal is the manufacturing of paperclips could start transforming first all of earth and then increasing portions of space into paperclip manufacturing facilities.
“This could result, to return to the earlier example, in a superintelligence whose top goal is the manufacturing of paperclips, with the consequence that it starts transforming first all of earth and then increasing portions of space into paperclip manufacturing facilities.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningIf we get nanotechnology first, we will have to face both the risks from nanotechnology and, if these risks are survived, also the risks from superintelligence.
“If, on the other hand, we get nanotechnology first, we will have to face both the risks from nanotechnology and, if these risks are survived, also the risks from superintelligence.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
Interpretationnone givenIt appears much harder to get from where we are now to human-level artificial intelligence than to get from there to superintelligence.
“It appears much harder to get from where we are now to human-level artificial intelligence than to get from there to superintelligence.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationcitationA superintelligence could give us indefinite lifespan, either by stopping and reversing the aging process through the use of nanomedicine, or by offering us the option to upload ourselves.
“Additionally, a superintelligence could give us indefinite lifespan, either by stopping and reversing the aging process through the use of nanomedicine 7 , or by offering us the option to upload ourselves.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Freitas Jr. 1999
Classified as probably not a substantial claim. May combine two claims.
Interpretationnone givenIn humans, there is often no obvious way to identify what our top goal is; we might not even have one.
“In humans, with our complicated evolved mental ecology of state-dependent competing drives, desires, plans, and ideals, there is often no obvious way to identify what our top goal is; we might not even have one.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe setting up of initial conditions, and in particular the selection of a top-level goal for the superintelligence, is of the utmost importance.
“On the contrary, the setting up of initial conditions, and in particular the selection of a top-level goal for the superintelligence, is of the utmost importance.”
Quote in the paperNot a substantial claim- Rests on an assumption: It would be up to the designers of the superintelligence to specify its original motivations.
Probably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningWe could delegate many investigations and decisions to the superintelligence.
“There are therefore many questions that we would not need to answer ourselves if we had or were about to get superintelligence; we could delegate many investigations and decisions to the superintelligence.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
InterpretationreasoningA superintelligence could realize a state of affairs that we might now judge as desirable but which in fact turns out to be a false utopia, in which things essential to human flourishing have been irreversibly lost.
“More subtly, it could result in a superintelligence realizing a state of affairs that we might now judge as desirable but which in fact turns out to be a false utopia, in which things essential to human flourishing have been irreversibly lost.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based). May combine two claims.
InterpretationreasoningArtificial intellects may find it easy to guard against some kinds of human error and bias, while at the same time being at increased risk of other kinds of mistake that not even the most hapless human would make.
“Artificial intellects may find it easy to guard against some kinds of human error and bias, while at the same time being at increased risk of other kinds of mistake that not even the most hapless human would make.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
InterpretationreasoningWhen formulating a goal for the superintelligence, it would not always be necessary to give a detailed, explicit definition of this goal.
“When formulating a goal for the superintelligence, it would not always be necessary to give a detailed, explicit definition of this goal.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).
Interpretationnone givenDisease, poverty, environmental destruction, and unnecessary suffering of all kinds are things that a superintelligence equipped with advanced nanotechnology would be capable of eliminating.
“Disease, poverty, environmental destruction, unnecessary suffering of all kinds: these are things that a superintelligence equipped with advanced nanotechnology would be capable of eliminating.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Interpretationnone givenAnother way for failure to give superintelligence the supergoal of philanthropy to happen is that a well-meaning team of programmers make a big mistake in designing its goal system.
“Another way for it to happen is that a well-meaning team of programmers make a big mistake in designing its goal system.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningA superintelligence could kill off all other agents, persuade them to change their behavior, or block their attempts at interference.
“It could kill off all other agents, persuade them to change their behavior, or block their attempts at interference.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).
InterpretationreasoningOur entire future may hinge on how we solve these problems.
“Our entire future may hinge on how we solve these problems.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe overall risk seems to be minimized by implementing superintelligence, with great care, as soon as possible.
“The overall risk seems to be minimized by implementing superintelligence, with great care, as soon as possible.”
Quote in the paperNot a substantial claim- Rests on an assumption: It is possible to endow a superintelligence with human-friendly motivations.
Probably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.
InterpretationreasoningGeneral superintelligence would be capable of independent initiative and of making its own plans, and may therefore be more appropriately thought of as an autonomous agent.
“While specialized superintelligences that can think only about a restricted set of problems may be feasible, general superintelligence would be capable of independent initiative and of making its own plans, and may therefore be more appropriately thought of as an autonomous agent.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
InterpretationreasoningEmergence of superintelligence may be sudden.
“Emergence of superintelligence may be sudden.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Interpretationnone givenOne way in which failure to give superintelligence the supergoal of philanthropy could happen is that the creators decide to build it so that it serves only a select group of humans, rather than humanity in general.
“One way in which this could happen is that the creators of the superintelligence decide to build it so that it serves only this select group of humans, rather than humanity in general.”
Quote in the paperNot a substantial claim
The paper relies on this without support.
It would be up to the designers of the superintelligence to specify its original motivations.
“However, it would be up to the designers of the superintelligence to specify its original motivations.”
The paper relies on this without support.
It is possible to endow a superintelligence with human-friendly motivations.
“It seems that the best way to ensure that a superintelligence will have a beneficial impact on the world is to endow it with philanthropic values.”
The paper relies on this without support.
It is possible to build a superintelligence with an explicit motivational architecture.
“And this is a good reason for us to build the superintelligence with such an explicit motivational architecture.”
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“implemented in practice and possibly never will be (Bostrom, 2009) – but some of these doubts are justified.”
BackgroundMeek, T., Barham, H., Beltaif, N., Kaadoor, A., & Akhter, T. (2016) · 2016 Portland International Conference on Management of Engineering and Technology (PICMET) · doi:10.1109/picmet.2016.7806752 · Cited by 33 · see citing works
Transforming Education: How AI is Revolutionizing the Learning Experience
Chetry, K. K. (2024) · International Journal of Research Publication and Reviews · doi:10.55248/gengpi.5.0524.1277 · Cited by 47 · see citing works
Antoun, I., Abdelrazik, A., Eldesouky, M., Li, X., Layton, G. R., Zakkar, M., Somani, R., & Ng, G. A. (2025) · Frontiers in Cardiovascular Medicine · doi:10.3389/fcvm.2025.1596574 · Cited by 33 · see citing works
Two types of AI existential risk: decisive and accumulative
Kasirzadeh, A. (2024) · Philosophical Studies · doi:10.1007/s11098-025-02301-3 · Cited by 71 · see citing works
“In a thought experiment by Bostrom (2003), an ASI is given the goal of maximizing paper clip production.”
Inteligencia artificial ¿Dr. Jekyll o Mr. Hyde?
Omil, J. C. (2019) · Mercados y Negocios · doi:10.32870/myn.v0i40.7403 · Cited by 31 · see citing works
“En la medida en que la ética es una dimensión cognoscitiva, la SIA podría superar fácilmente a los seres humanos en la calidad de su pensamiento moral (Bostrom, 2003).”
BackgroundWhat Question Answering can Learn from Trivia Nerds
Boyd-Graber, J. L., & Börschinger, B. (2020) · Proceedings of the conference - Association for Computational Linguistics. Meeting · doi:10.18653/v1/2020.acl-main.662 · Cited by 30 · see citing works
“blindly optimize an objective function (Bostrom, 2003).”
From machine ethics to computational ethics
Segun, S. T. (2020) · AI & Society · doi:10.1007/s00146-020-01010-1 · Cited by 30 · see citing works
“2 Generally, the ethics of AI focuses on the socio-economic 3 (Smith and Anderson 2014) and legal impact 4 (Chopra and White 2011) of AI and the moral and ethical issues (Bostrom 2003) surrounding the use of these systems.”
BackgroundApplying a principle of explicability to AI research in Africa: should we do it?
Carman, M., & Rosman, B. (2020) · Ethics and Information Technology · doi:10.1007/s10676-020-09534-2 · Cited by 29 · see citing works
“An oft-cited example of this is the thought experiment of the paperclip maximiser: an intelligent agent tasked with running a facility to produce a maximal number of paperclips could selfimprove to the extent that the result is ‘a superintelligence whose top goal is the manufacturing of paperclips, with the consequenc…”
MethodSelf-improving AI: an Analysis
Hall, J. S. (2007) · Minds and Machines · doi:10.1007/s11023-007-9065-3 · Cited by 29 · see citing works
The impact of generative artificial intelligence on socioeconomic inequalities and policy makingPreprint
Capraro, V., Lentsch, A., Acemoğlu, D., Akgün, S., Akhmedova, A., Bilancini, E., Bonnefon, J., Brañas‐Garza, P., Butera, L., Douglas, K. M., et al. (2023) · doi:10.31234/osf.io/6fd2y · Cited by 36 · see citing works
Artificial Intelligence, Machine Learning, and Surgical Science: Reality Versus Hype
Hechi, M. W. E., Ward, T. M., An, G. C., Maurer, L. R., Moheb, M. N. E., Tsoulfas, G., & Kaafarani, H. M. A. (2021) · Journal of Surgical Research · doi:10.1016/j.jss.2021.01.046 · Cited by 23 · see citing works
Fox, S. (2018) · Technologies · doi:10.3390/technologies6020050 · Cited by 23 · see citing works
“One such scenario being that an advanced robot programmed to manufacture paperclips would optimized this goal by turning all matter, including human beings, into either paperclips or machines that manufacture paperclips [97].”
BackgroundSpiel, K., Alharthi, S. A., Cen, A. J.-L., Hammer, J., Nacke, L. E., Dugas, P. O. T., & Tanenbaum, T. J. (2019) · Annual Symposium on Computer-Human Interaction in Play · doi:10.1145/3311350.3347180 · Cited by 23 · see citing works
Artificial intelligence agents in cancer research and oncology
Truhn, D., Azizi, S., Zou, J., Cerdá-Alberich, L., Mahmood, F., & Kather, J. N. (2026) · Nature reviews. Cancer · doi:10.1038/s41568-025-00900-0 · Cited by 25 · see citing works
Discourse analysis of academic debate of ethics for AGI
Graham, R. (2021) · AI & Society · doi:10.1007/s00146-021-01228-7 · Cited by 20 · see citing works
“Bostrom outlines a scenario where a well-controlled AGI could be built so as to not be “generi-cally philanthropic but would instead give it the more limited goal of serving only some small group” (2003c: 4).”
BackgroundWe’ve Been Framed! Ends, Means, and the Ethics of the Grand(iose) Challenges
Riley, D. M. (2012) · International Journal of Engineering Social Justice and Peace · doi:10.24908/ijesjp.v1i2.4307 · Cited by 20 · see citing works
Calibrating machine behavior: a challenge for AI alignment
Firt, E. (2023) · Ethics and Information Technology · doi:10.1007/s10676-023-09716-8 · Cited by 17 · see citing works
“13 See for example the Paperclip Maximizer and King Midas problems (Bostrom, 2003; Russell, 2017).”
BackgroundAxes for Sociotechnical Inquiry in AI Research
Dean, S., Gilbert, T. K., Lambert, N., & Zick, T. (2021) · IEEE Transactions on Technology and Society · doi:10.1109/tts.2021.3074097 · Cited by 16 · see citing works
“AI Safety began to solidify from these interdisciplinary underpinnings around growing concerns that AI systems could become capable of endangering humans and society writ large [16]–[18].”
BackgroundGenerative AI Beyond the Hype—New Technologies in the Face of Organizing and Organizations
Kronblad, C., Jönsson, A., & Pemer, F. (2024) · The Journal of Applied Behavioral Science · doi:10.1177/00218863241285454 · Cited by 16 · see citing works
“…generative technologies come with a promise of adding immense work productivity as well as quality that can free our time (Auslender, 2023), but according to a more dystopian narrative the power of GAI can be seen as technological development spiraling out of control (Boström, 2020; Jackson, 2023).”
Lehr, S. A., Saichandran, K. S., Harmon‐Jones, E., Vitali, N., & Banaji, M. R. (2025) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2501823122 · Cited by 16 · see citing works
“…us through the careless assignment of goals ( 62 ), as in the famous thought experiment where an AI given a mission to maximize paperclip production subsequently appro-priates everything it can access, producing many paperclips, but at the cost of starving humanity of vital resources ( 63 ).”
Denkenberger, D., Sandberg, A., Tieman, R. J., et al. (2022) · International Journal of Disaster Risk Reduction · doi:10.1016/j.ijdrr.2022.102798 · Cited by 14 · see citing works
Autonomous Weapon Systems: Failing the Principle of Discrimination
Guersenzvaig, A. (2018) · IEEE Technology and Society Magazine · doi:10.1109/mts.2018.2795119 · Cited by 14 · see citing works
Computational Psychiatry for Computers
Schulz, E., & Dayan, P. (2020) · iScience · doi:10.1016/j.isci.2020.101772 · Cited by 14 · see citing works
Introducing the concept of ikigai to the ethics of AI and of human enhancements
Ziesche, S., & Yampolskiy, R. V. (2020) · IEEE International Conference on Artificial Intelligence and Virtual Reality (AIVR) · doi:10.1109/aivr50618.2020.00032 · Cited by 14 · see citing works
“An example would be that the AI seduces humans to produce paperclips in case the AI is a paperclip maximizer [38].”
BackgroundToward Accountable and Explainable Artificial Intelligence Part One: Theory and Examples
Khan, M. M., & Vice, J. (2022) · IEEE Access · doi:10.1109/access.2022.3207812 · Cited by 13 · see citing works
“Since critical roles and important decisions can cause negative consequences (Bostrom, 2020), theorists and practitioners acknowledge that ‘accountability’ needs to be added to AI systems’ ability to ‘explain’ reasoning (Kim & Doshi-Velez, 2021).”
BackgroundSuperintelligence as Superethical
Petersen, S. (2017) · Oxford University Press eBooks · doi:10.1093/oso/9780190652951.003.0021 · Cited by 13 · see citing works
Cyborg ethics and regulation: ethical issues of human enhancement
Ireni‐Saban, L., & Sherman, M. (2021) · Science and Public Policy · doi:10.1093/scipol/scab058 · Cited by 13 · see citing works
A Blockchain-Enabled Decentralized Time Banking for a New Social Value System
Lin, X., Xu, R., Chen, Y., et al. (2019) · IEEE Conference on Communications and Network Security · doi:10.1109/cns.2019.8802734 · Cited by 13 · see citing works
“The superhuman capability of data processing and pattern recognition enables AI to outperform human workers in many data- and/or computingintensive tasks [3], [21].”
BackgroundRisk mitigation in algorithmic accountability: The role of machine learning copies
Unceta, I., Nin, J., & Pujol, O. (2020) · PLoS ONE · doi:10.1371/journal.pone.0241286 · Cited by 13 · see citing works
AI & SciFi: Teaching Writing, history, Technology, Literature, and Ethics
Bates, R. A. (2020) · ASEE Annual Conference & Exposition · doi:10.18260/1-2--17433 · Cited by 13 · see citing works
Legal Priorities Research: A Research AgendaPreprint
Winter, C. K., Schuett, J., Martínez, E., Arsdale, S. V., Araújo, R., Hollman, N., Sebo, J., Stawasz, A., O’Keefe, C., & Rotola, G. (2021) · SSRN Electronic Journal · doi:10.2139/ssrn.3931256 · Cited by 12 · see citing works
Fox, S. (2018) · Sustainability · doi:10.3390/su10103472 · Cited by 10 · see citing works
Emerging Technologies and the Future of Philosophy
Verdoux, P. (2011) · Metaphilosophy · doi:10.1111/j.1467-9973.2011.01715.x · Cited by 11 · see citing works
Banerjee, D., Rajput, D., Banerjee, S., & Saharan, V. A. (2022) · Springer eBooks · doi:10.1007/978-981-16-5180-9_11 · Cited by 12 · see citing works
Byrd, D. (2022) · ACM International Conference on AI in Finance (ICAIF) · doi:10.1145/3533271.3561767 · Cited by 10 · see citing works
Fox, S. (2017) · Technologies · doi:10.3390/technologies5030038 · Cited by 10 · see citing works
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AI Value Alignment Problem: The Clear and Present Danger
Chaturvedi, S., Patvardhan, C., & Lakshmi, C. V. (2023) · International Conference on Information Systems and Computer Networks (ISCON) · doi:10.1109/iscon57294.2023.10112100 · Cited by 9 · see citing works
“This is the stand taken by many influential AI thinkers such as Bostrom [12].”
BackgroundApplying a Principle of Explicability to AI Research in Africa: Should We Do It?
Carman, M., & Rosman, B. (2023) · Springer eBooks · doi:10.1007/978-3-031-36163-0_13 · Cited by 9 · see citing works
We’ve been Framed! Ends, Means, and the Ethics of the Grand(iose) Challenges
Riley, D. M. (2020) · ASEE Annual Conference & Exposition · doi:10.18260/1-2--18803 · Cited by 9 · see citing works
Fox, S. (2018) · Systems · doi:10.3390/systems6030026 · Cited by 9 · see citing works
“This speculative formulation is intended to illustrate that autonomous systems pose existential threats to humanity even when robots are programmed to pursue seemingly harmless goals [49,50].”
BackgroundSelf-Regulating Artificial General Intelligence
Gans, J. S. (2018) · National Bureau of Economic Research · doi:10.3386/w24352 · Cited by 9 · see citing works
“Perhaps the most compelling example of this problem was postulated by Bostrom ( [2]).”
The Political Economy of AI: Towards Democratic Control of the Means of PredictionPreprint
Kasy, M. (2023) · SSRN Electronic Journal · doi:10.31235/osf.io/x7pcy · Cited by 17 · see citing works
The Moral Status of AI Entities
Albareda, J. L., Garcia, P. E., & Lara, F. (2023) · The International library of ethics, law and technology · doi:10.1007/978-3-031-48135-2_4 · Cited by 8 · see citing works
Artificial Intelligence to Super Artificial Intelligence, Cyber Culture to Transhumanist Culture
Uğur, S., & Kurubacak, G. (2019) · Advances in educational technologies and instructional design book series · doi:10.4018/978-1-5225-8431-5.ch001 · Cited by 8 · see citing works
Architect, AI and the maximiser scenario
Rashid, M. (2024) · AI & Society · doi:10.1007/s00146-023-01848-1 · Cited by 7 · see citing works
“…to maximise architectural design—with ‘aesthetics’ as the main focus— without human judgment for other factors, the unchecked AI may lead to undesirable, unsustainable, or even destructive architectural outcomes, much like Nick Bostrom’s (original version 2003; 2020) Paperclip Maximiser scenario.”
Algorithmic solutions, subjectivity and decision errors: a study of AI accountability
Biju, P. R., & Gayathri, O. (2024) · Digital Policy Regulation and Governance · doi:10.1108/dprg-05-2024-0090 · Cited by 7 · see citing works
The Road to General Intelligence
Swan, J., Nivel, E., Kant, N., Hedges, J., Atkinson, T. J., & Steunebrink, B. R. (2022) · Studies in computational intelligence · doi:10.1007/978-3-031-08020-3 · Cited by 6 · see citing works
Drive as Veteran: Fine-tuning of an Onboard Large Language Model for Highway Autonomous Driving
Wang, Y., Huang, Z., Liu, Q., Zheng, Y., Hong, J., Chen, J., Xiong, L., Gao, B., & Chen, H. (2024) · IEEE Intelligent Vehicles Symposium · doi:10.1109/iv55156.2024.10588851 · Cited by 6 · see citing works
“The promising capability of generation of FMs brings great hope for realization of Artificial General Intelligence [6].”
BackgroundTowards ethical robots: Revisiting Braitenberg's vehicles
Headleand, C. J., & Teahan, W. J. (2016) · 2016 SAI Computing Conference (SAI) · doi:10.1109/sai.2016.7556023 · Cited by 6 · see citing works
Ethical Frameworks for Use in Artificial Intelligence Systems
Christy, V., Manda, V. K., & Gnanadasan, M. L. (2024) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3693-8557-9.ch005 · Cited by 5 · see citing works
Localization and Manipulation of Immoral Visual Cues for Safe Text-to-Image Generation
Park, S., Moon, S., Park, S., & Kim, J. (2024) · IEEE Winter Conference on Applications of Computer Vision · doi:10.1109/wacv57701.2024.00461 · Cited by 6 · see citing works
“[6] discussed that ma-chines’ concentrated focus on problem-solving might result in severe catastrophes such as paperclip maximizers [5], de-viating from guaranteeing morality.”
BackgroundTranshumanism and Positive Psychological Capital in Organizational Behavior
URGAN, S. (2019) · Advances in educational technologies and instructional design book series · doi:10.4018/978-1-5225-8431-5.ch020 · Cited by 5 · see citing works
Electrical Engineering Design with the Subconscious Mind
Mann, S., Do, P. V., Garcia, D. E., et al. (2020) · IEEE International Conference on Human-Machine Systems (ICHMS) · doi:10.1109/ichms49158.2020.9209380 · Cited by 5 · see citing works
“whether the sensors are for surveillance [8], [9], [10], [11], [12] or for sousveillance [13], [14], [15], [16], [17], [18], or machine intelligence [19], [20], [2], [21]).”
BackgroundBIT: A Blockchain Integrated Time Banking System for Community Exchange Economy
Xu, R., Zhai, Z., Chen, Y., et al. (2020) · IEEE International Smart Cities Conference (ISC2) · doi:10.1109/isc251055.2020.9239045 · Cited by 5 · see citing works
Aylett, R. S., & Vargas, P. A. (2021) · The MIT Press eBooks · doi:10.7551/mitpress/13487.001.0001 · Cited by 5 · see citing works
Harnessing ICT-Enabled Warfare: A Comprehensive Review on South Korea’s Military Meta Power
Oh, S., Cho, S., & Seo, Y. (2024) · IEEE Access · doi:10.1109/access.2024.3378735 · Cited by 5 · see citing works
The Human Governance Problem: Complex Systems and the Limits of Human Cognition
Atreides, K. (2023) · Filozofia i Nauka · doi:10.37240/fin.2023.11.1.4 · Cited by 4 · see citing works
“This means that effectively such Tool AI systems have already become “paperclip maximizers” (Bostrom, 2003) also known as “paperclip mon-sters,” and the humans they have successfully domesticated are now their “paperclips.””
BackgroundMetahumanism, Euro-Transhumanism and Sorgner’s Philosophy. Technology, Ethics, Art
Schussler, A.-E., & Balistreri, M. (2024) · doi:10.22618/tp.tt.2024.400 · Cited by 5 · see citing works
The Puzzle of Evaluating Moral Cognition in Artificial Agents
Reinecke, M. G., Mao, Y., Kunesch, M., Duéñez‐Guzmán, E. A., Haas, J., & Leibo, J. Z. (2023) · Cognitive Science · doi:10.1111/cogs.13315 · Cited by 4 · see citing works
The Ethics of Artificial Intelligence and Autonomous Systems: Review
Onwuzurike, M. A., Chikodi, A. R., & Odhiambo, B. (2024) · International Journal of Innovative Science and Research Technology (IJISRT) · doi:10.38124/ijisrt/ijisrt24aug591 · Cited by 4 · see citing works
Security Solutions for Intelligent and Complex Systems
Armstrong, S., & Yampolskiy, R. V. (2016) · Advances in information security, privacy, and ethics book series · doi:10.4018/978-1-5225-0741-3.ch003 · Cited by 4 · see citing works
Regulating the Tyrell Corporation: the Emergence of Novel Beings
Lawrence, D. R., & Morley, S. K. (2021) · Cambridge Quarterly of Healthcare Ethics · doi:10.1017/s0963180120000973 · Cited by 4 · see citing works
Application of AI in Literature: A Study on Evolution of Stories and Novels
Selvi, V. T., & Ramya, P. (2024) · Recent Research Reviews Journal · doi:10.36548/rrrj.2024.2.003 · Cited by 3 · see citing works
“However, the ethical implications of AI-generated creative writing have also been raised, with Bostrom (2019) highlighting the need for further research into the potential risks and benefits of AI-generated content [9].”
Applying Ethics in AI-Based Research
Hashem, T. N., Ahmad, A., Kumar, A., & Alotoum, F. J. (2025) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-0340-6.ch012 · Cited by 3 · see citing works
Predictability of AI Decisions
Musiolik, G. (2020) · Advances in computational intelligence and robotics book series · doi:10.4018/978-1-7998-3499-1.ch002 · Cited by 4 · see citing works
Challenges of Artificial Intelligence Review in a Soft Law Environment
Jordan, S. R. (2021) · IEEE Technology and Society Magazine · doi:10.1109/mts.2021.3123743 · Cited by 3 · see citing works
Medical Ethics Prototype for Artificial Intelligence Ethics
Siafakas, N. M. (2023) · Journal of Philosophy and Ethics · doi:10.22259/2642-8415.0502001 · Cited by 3 · see citing works
High Performance Computing of Possible Minds
Ziesche, S., & Yampolskiy, R. V. (2017) · International Journal of Grid and High Performance Computing · doi:10.4018/ijghpc.2017010104 · Cited by 3 · see citing works
Heading Toward Integration: The Rise of the Human Machines
Bloom, P. (2020) · Springer eBooks · doi:10.1007/978-3-030-36181-5_3 · Cited by 3 · see citing works
Do We Need a Hippocratic Oath for Artificial Intelligence Scientists?
Siafakas, N. (2022) · AI Magazine · doi:10.1609/aimag.v42i4.15090 · Cited by 3 · see citing works
“Philosophers and ethics experts have tried to describe how ethical AI may look, but they cannot instruct on how to achieve it (Bostrom 2013).”
BackgroundWhen Combating Hype, Proceed with Caution.Preprint
Bowman, S. R. (2021) · arXiv (Cornell University) · Cited by 3 · see citing works
Educational Responses to Artificial Intelligence (AI) Applications: Problems and PromisePreprint
Hyland, T. (2023) · Qeios · doi:10.32388/08ucqu · Cited by 3 · see citing works
Lahat, R., Berick, N., Hajouj, M., et al. (2025) · BMJ Health & Care Informatics · doi:10.1136/bmjhci-2024-101244 · Cited by 3 · see citing works
The Emerging Role of AI and Social Robots in University Student Recruitment
Hair, J. F., Rana, S., Robb, D., & Stroud, M. (2025) · Digital education and learning · doi:10.1007/978-3-032-03977-4_7 · Cited by 2 · see citing works
- Authors
- Bostrom, N.
- Corresponding author
- Bostrom, Nick
- Venue
- Machine Ethics and Robot Ethics
- Publisher
- Routledge
- Published
- 2020-09-10
- Pages
- 69-75
- OpenAlex
- W3081243002
- Cited by
- 187
- References
- 9
- Citations by year
- 2026: 11 · 2025: 21 · 2024: 20 · 2023: 35 · 2022: 17 · 2021: 21 · 2020: 23 · 2019: 12 · 2018: 12 · 2017: 5 · 2016: 3 · 2012: 5
- FWCI
- 98.53
- Type
- book chapter
- Language
- en
- Open access
- green
- philarchive.org
- Locations
- Routledge eBooks (publishedVersion)
- PhilPapers (PhilPapers Foundation) (submittedVersion)
- Topics
- Social Sciences › Safety Research › Ethics and Social Impacts of AI
- Social Sciences › Political Science and International Relations › Literary and Philosophical Studies
- Physical Sciences › Computer Science › Artificial Intelligence › Psychiatry, Mental Health, Neuroscience
- Keywords
- superintelligence, AI ethics
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