Invisible Architectures of Bias

“Consciousness and Conscious Machines: What’s At Stake?”

Posted by Damien P. Williams on January 16, 2019

Posted in: Uncategorized. Tagged: A Future Worth Thinking About, ableism, advaita vedanta, algorithmic bias, animal ethics, autonomous created intelligence, autonomous creative intelligence, autonomous generated intelligence, autonomously creative intelligence, bias, biomedical ethics, biotech ethics, buddhism, compassion, consciousness, daoism, disability, disability studies, distributed machine consciousness, eastern philosophy, embodied cognition, embodied machine consciousness, ethics, extended mind hypothesis, feminist ethics, gender, homophobia, implicit bias, intersubjectivity, Invisible Architecture of Bias, Invisible Architectures of Bias, machine consciousness, Machine ethics, machine intelligence, machine minds, my words, my work, my writing, neurodiversity, neuroethics, nonhuman animals, nonhuman personhood, nonwestern philosophy, personhood rights, phenomenology, philosophy of mind, philosophy of technology, race, racism, sexism, social cognition, social dynamics, taoism, technological ethics, technology, technology and consciousness workshop series, transphobia. 1 comment

[This paper was prepared for the 2019 Towards Conscious AI Systems Symposium co-located with the Association for the Advancement of Artificial Intelligence 2019 Spring Symposium Series.

Much of this work derived from my final presentation at the 2017 SRI Technology and Consciousness Workshop Series: “Science, Ethics, Epistemology, and Society: Gains for All via New Kinds of Minds”.]

Abstract. This paper explores the moral, epistemological, and legal implications of multiple different definitions and formulations of human and nonhuman consciousness. Drawing upon research from race, gender, and disability studies, including the phenomenological basis for knowledge and claims to consciousness, I discuss the history of the struggles for personhood among different groups of humans, as well as nonhuman animals, and systems. In exploring the history of personhood struggles, we have a precedent for how engagements and recognition of conscious machines are likely to progress, and, more importantly, a roadmap of pitfalls to avoid. When dealing with questions of consciousness and personhood, we are ultimately dealing with questions of power and oppression as well as knowledge and ontological status—questions which require a situated and relational understanding of the stakeholders involved. To that end, I conclude with a call and outline for how to place nuance, relationality, and contextualization before and above the systematization of rules or tests, in determining or applying labels of consciousness.

Keywords: Consciousness, Machine Consciousness, Philosophy of Mind, Phenomenology, Bodyminds

[Overlapping images of an Octopus carrying a shell, a Mantis Shrimp on the sea floor, and a Pepper Robot]

We do a lot of work and have a lot of conversations around here with people working on the social implications of technology, but some folx sometimes still don’t quite get what I mean when I say that our values get embedded in our technological systems, and that the values of most internet companies, right now, are capitalist brand engagement and marketing. To that end, I want to take a minute to talk to you about something that happened, this week and just a heads-up, this conversation is going to mention sexual assault and the sexual predatory behaviour of men toward young girls.
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The Second Future of A.I. Retreat

Posted by Damien P. Williams on September 25, 2018

Posted in: Uncategorized. Tagged: A Future Worth Thinking About, afrofuturism, algorithmic bias, algorithmic intelligence, algorithmic justice, algorithmic systems, andy budd, animal ethics, artificial intelligence, artificial superintelligence, assistive technology, autonomous created intelligence, autonomous creative intelligence, autonomous generated intelligence, autonomous systems, autonomous weapons systems, autonomously creative intelligence, auto^2, bias, cennydd bowles, clearleft, communication, data, decolonization, design, disability, disability studies, distributed machine consciousness, economics, education, electronic personhood, embodied machine consciousness, ethics, ethnicity, gender, gender studies, implicit bias, intersectionality, Invisible Architecture of Bias, Invisible Architectures of Bias, juvet, kimberlé williams crenshaw, machine consciousness, Machine ethics, machine intelligence, machine learning, machine minds, man machine coevolution, moral agency, moral patiency, neurodiversity, neuroethics, nonhuman personhood, norway, personhood rights, philosophy of technology, science and technology studies, science technology and society, smart cities, sociology, superintelligence, systemic disparity, technological ethics, technology, the future of a.i. retreat, The Second Future of A.I. Retreat, values. 1 comment

Kirsten and I spent the week between the 17th and the 21st of September with 18 other utterly amazing people having Chatham House Rule-governed conversations about the Future of Artificial Intelligence.

We were in Norway, in the Juvet Landscape Hotel, which is where they filmed a lot of the movie Ex Machina, and it is even more gorgeous in person. None of the rooms shown in the film share a single building space. It’s astounding as a place of both striking architectural sensibility and also natural integration as they built every structure in the winter to allow the dormancy cycles of the plants and animals to dictate when and where they could build, rather than cutting anything down.

And on our first full day here, Two Ravens flew directly over my and Kirsten’s heads.

Yes.

[Image of a rainbow rising over a bend in a river across a patchy overcast sky, with the river going between two outcropping boulders, trees in the foreground and on either bank and stretching off into the distance, and absolutely enormous mountains in the background]

I am extraordinarily grateful to Andy Budd and the other members of the Clear Left team for organizing this, and to Cennydd Bowles for opening the space for me to be able to attend, and being so forcefully enthused about the prospect of my attending that he came to me with a full set of strategies in hand to get me to this place. That kind of having someone in your corner means the world for a whole host of personal reasons, but also more general psychological and socially important ones, as well.

I am a fortunate person. I am a person who has friends and resources and a bloody-minded stubbornness that means that when I determine to do something, it will more likely than not get fucking done, for good or ill.

I am a person who has been given opportunities to be in places many people will never get to see, and have conversations with people who are often considered legends in their fields, and start projects that could very well alter the shape of the world on a massive scale.

Yeah, that’s a bit of a grandiose statement, but you’re here reading this, and so you know where I’ve been and what I’ve done.

I am a person who tries to pay forward what I have been given and to create as many spaces for people to have the opportunities that I have been able to have.

I am not a monetarily wealthy person, measured against my society, but my wealth and fortune are things that strike me still and make me take stock of it all and what it can mean and do, all over again, at least once a week, if not once a day, as I sit in tension with who I am, how the world perceives me, and what amazing and ridiculous things I have had, been given, and created the space to do, because and in violent spite of it all.

So when I and others come together and say we’re going to have to talk about how intersectional oppression and the lived experiences of marginalized peoples affect, effect, and are affected and effected BY the wider techoscientific/sociotechnical/sociopolitical/socioeconomic world and what that means for how we design, build, train, rear, and regard machine minds, then we are going to have to talk about how intersectional oppression and the lived experiences of marginalized peoples affect, effect, and are affected and effected by the wider techoscientific/sociotechnical/sociopolitical/socioeconomic world and what that means for how we design, build, train, rear, and regard machine minds.

So let’s talk about what that means.

I talked with Hewlett Packard Enterprise’s Curt Hopkins, for their article “4 obstacles to ethical AI (and how to address them).” We spoke about the kinds of specific tools and techniques by which people who populate or manage artificial intelligence design teams can incorporate expertise from the humanities and social sciences. We also talked about compelling reasons why they should do this, other than the fact that they’re just, y’know, very good ideas.

From the Article:

To “bracket out” bias, Williams says, “I have to recognize how I create systems and code my understanding of the world.” That means making an effort early on to pay attention to the data entered. The more diverse the group, the less likely an AI system is to reinforce shared bias. Those issues go beyond gender and race; they also encompass what you studied, the economic group you come from, your religious background, all of your experiences.
…
That becomes another reason to diversify the technical staff, says Williams. This is not merely an ethical act. The business strategy may produce more profit because the end result may be a more effective AI. “The best system is the one that best reflects the wide range of lived experiences and knowledge in the world,” he says.

[Image of two blank, white, eyeless faces, partially overlapping each other.]

To be clear, this is an instance in which I tried to find capitalist reasons that would convince capitalist people to do the right thing. To that end, you should imagine that all of my sentences start with “Well if we’re going to continue to be stuck with global capitalism until we work to dismantle it…” Because they basically all did.

I get how folx might think that framing would be a bit of a buzzkill for a tech industry audience, but I do want to highlight and stress something: Many of the ethical problems we’re concerned with mitigating or ameliorating are direct products of the capitalist system in which we are making these choices and building these technologies.

All of that being said, I’m not the only person there with something interesting to say, and you should go check out the rest of my and other people’s comments.

Until Next Time.

Last week, I talked to The Atlantic’s Ed Yong about new research in crowd sentiment tipping points, how it could give hope and dread for those working for social change, and how it might be used by bad actors to create/enhance already-extant sentiment-manipulation factories.

From the article:

…“You see this clump of failures below 25 percent and this clump of successes above 25 percent,” Centola says. “Mathematically, we predicted that, but seeing it in a real population was phenomenal.”

“What I think is happening at the threshold is that there’s a pretty high probability that a noncommitted actor”—a person who can be swayed in any direction—“will encounter a majority of committed minority actors, and flip to join them,” says Pamela Oliver, a sociologist at the University of Wisconsin at Madison. “There is therefore a good probability that enough non-committed actors will all flip at the same time that the whole system will flip.”

We talked about a lot, and much of it didn’t make it into the article, but one of the things that matters most about all of this is that we’re going to have to be increasingly mindful and intentional about the information we take in. We now know that we have the ability to move the needle of conversation, with not too much effort, and with this knowledge we can make progressive social change. We can use this to fight against the despair that can so easily creep into this work of spreading compassion and trying to create a world where we can all flourish.

[Argentina’s Mt Tronador Casaño Overa glacier, by McKay Savage]

But we have to know that there will also be those who see this as a target number to hit so that they might better disrupt and destabilize groups and beliefs. We already know that many such people are hard at work, trying to sow doubt and mistrust. We already have evidence that these actors will make other people’s lives unpleasant for the sake of it. With this new research, they’ll be encouraged, as well. As I said to Ed Yong:

“There are already a number of people out there who are gaming group dynamics in careful ways… If they know what target numbers they have to hit, it’s easy to see how they could take this information and create [or increase the output of the existing] sentiment-manipulation factory.”

The infiltration of progressive groups to move them toward chaos and internal strife is not news, just like the infiltration (and origin) of police and military groups by white supremacists is not news.

And so, while I don’t want to add to a world in which people feel like they have to continually mistrust each other, we do have to be intentional about the work we do, and how we do it, and we have to be mindful of who is trying to get us to believe what, and why they want us to believe it. Especially if we want to get others to believe and value as we do.

This research gives us a useful set of tools and a good to place to start.

Until Next Time.

Others have already examined the dances, the layering of images, so much else, but wanted to try to… evoke something of what I felt, watching this.

The absolute bare minimum simplest way to interpret this working is as an attempt to force a reckoning with the fact of and our complicity within the commodification of life, death, and culture, generally, and most specifically the commodification of Black lives, deaths, cultures.

Donald Glover’s newest song and video (song and dances, singing and dancing, schuckin’ and jivin’) constitute a celebration and a condemnation. It is about and IS complicity in the system which demands that Black people sing and dance or die—as in either be killed for not singing and dancing the way those with power want you to, or just, y’know, die for all they care (though if we kill each other who cares [“Go Away”]), but we’d better not resist (in any way they can understand, and even then our time on the stage in the spotlight had better be brief and cultivated for their pleasure), and we’d better not show anything real—unless it has a beat and you can dance to it.

I say again, it is a condemnation of this, and is about this, but it also is this. Because it has to be? Because the only time this country is Happy to listen to the voices of Black people is when they’re porgy-and-bess-in’ it…but also because Glover knows that’s what it takes to sell his art, tell his stories, to stay alive long enough to do so. (“Get your money, Black man.”)

But when you’re the product of 500 years of kidnapping and genocide, shouldn’t you get/don’t you need/want to breathe and laugh and dance, in spite of—because of—everything… and to keep it from happening to you?

This song and this video is about all of that. (And all the guilt and weight and weariness that all of that implies.)

I want this placed in conversation with both Beyoncé’s “Formation” working, and the series version of DEAR WHITE PEOPLE. Maybe in a classroom, or a podcast, or a panel discussion at a conference. I want scholars of color to undertake an exegesis of fame and incantations of power and safety in PoC-made pop media, and I want it in any way, shape, or form that it can be made to happen.

Earlier this month I was honoured to have the opportunity to sit and talk to Douglas Rushkoff on his TEAM HUMAN podcast. If you know me at all, you know this isn’t by any means the only team for which I play, or even the only way I think about the construction of our “teams,” and that comes up in our conversation. We talk a great deal about algorithms, bias, machine consciousness, culture, values, language, and magick, and the ways in which the nature of our categories deeply affect how we treat each other, human and nonhuman alike. It was an absolutely fantastic time.

From the page:

In this episode, Williams and Rushkoff look at the embedded biases of technology and the values programed into our mediated lives. How has a conception of technology as “objective” blurred our vision to the biases normalized within these systems? What ethical interrogation might we apply to such technology? And finally, how might alternative modes of thinking, such as magick, the occult, and the spiritual help us to bracket off these systems for pause and critical reflection? This conversation serves as a call to vigilance against runaway systems and the prejudices they amplify.

As I put it in the conversation: “Our best interests are at best incidental to [capitalist systems] because they will keep us alive long enough to for us to buy more things from them.” Following from that is the fact that we build algorithmic systems out of those capitalistic principles, and when you iterate out from there—considering all attendant inequalities of these systems on the merely human scale—we’re in deep trouble, fast.

Check out the rest of this conversation to get a fuller understanding of how it all ties in with language and the occult. It’s a pretty great ride, and I hope you enjoy it.

Until Next Time.

Audio & Outline: Science, Ethics, Epistemology, and Society: Gains for All via New Kinds of Minds

Posted by Damien P. Williams on October 29, 2017

Posted in: Uncategorized. Tagged: A Future Worth Thinking About, ableism, advaita vedanta, algorithmic bias, animal ethics, bias, biomedical ethics, biotech ethics, buddhism, compassion, consciousness, daoism, disability, disability studies, eastern philosophy, embodied cognition, ethics, extended mind hypothesis, feminist ethics, gender, homophobia, implicit bias, intersubjectivity, Invisible Architecture of Bias, Invisible Architectures of Bias, machine consciousness, Machine ethics, machine intelligence, machine minds, my words, my work, neurodiversity, neuroethics, nonhuman animals, nonhuman personhood, nonwestern philosophy, phenomenology, philosophy of mind, philosophy of technology, race, racism, sexism, social cognition, social dynamics, sri international, taoism, technological ethics, technology, technology and consciousness workshop series, transphobia. 2 comments

Audio Player

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Use Up/Down Arrow keys to increase or decrease volume.

[Direct Link to Mp3]

Above is the (heavily edited) audio of my final talk for the SRI Technology and Consciousness Workshop Series. The names and voices of other participants have been removed in accordance with the Chatham House Rule.

Below you’ll find the slide deck for my presentation, and below the cut you’ll find the Outline and my notes. For now, this will have to stand in for a transcript, but if you’ve been following the Technoccult Newsletter or the Patreon, then some of this will be strikingly familiar.

Outline: “The Minds of Others: What Will Be Known by and Owed To Nonhuman Persons?”

Posted by Damien P. Williams on September 16, 2017

Posted in: Uncategorized. Tagged: A Future Worth Thinking About, ableism, algorithmic bias, animal ethics, bias, biomedical ethics, biotech ethics, compassion, consciousness, disability, disability studies, embodied cognition, ethics, extended mind hypothesis, facial recognition, feminist ethics, gender, homophobia, implicit bias, intersectionality, intersubjectivity, Invisible Architecture of Bias, Invisible Architectures of Bias, kimberlé williams crenshaw, machine consciousness, Machine ethics, machine intelligence, machine minds, my words, my work, neurodiversity, neuroethics, nonhuman animals, nonhuman personhood, phenomenology, philosophy of mind, philosophy of technology, race, racism, sexism, social cognition, social dynamics, sri international, technological ethics, technology, technology and consciousness workshop series, transphobia. 3 comments

This summer I participated in SRI International’s Technology and Consciousness Workshop Series. The meetings were held under the auspices of the Chatham House Rule, which means that there are many things I can’t tell you about them, such as who else was there, or what they said in the context of the meetings; however I can tell you what I talked about. In light of this recent piece in The Boston Globe and the ongoing developments in the David Slater/PETA/Naruto case, I figured that now was a good time to do so.

I presented three times—once on interdisciplinary perspectives on minds and mindedness; then on Daoism and Machine Consciousness; and finally on a unifying view of my thoughts across all of the sessions. This is my outline and notes for the first of those talks.

I. Overview
In a 2013 aeon Article Michael Hanlon said he didn’t think we’d ever solve “The Hard Problem,” and there’s been some skepticism about it, elsewhere. I’ll just say that said question seems to completely miss a possibly central point. Something like consciousness is, and what it is is different for each thing that displays anything like what we think it might be. If we manage to generate at least one mind that is similar enough to what humans experience as “conscious” that we may communicate with it, what will we owe it and what would it be able to ask from us? How might our interactions be affected by the fact that its mind (or their minds) will be radically different from ours? What will it be able to know that we cannot, and what will we have to learn from it?

So I’m going to be talking today about intersectionality, embodiment, extended minds, epistemic valuation, phenomenological experience, and how all of these things come together to form the bases for our moral behavior and social interactions. To do that, I’m first going to need ask you some questions:

Audio Player

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[Direct link to Mp3]

[09/22/17: This post has been updated with a transcript, courtesy of Open Transcripts]

Back on March 13th, 2017, I gave an invited guest lecture, titled:

TECHNOLOGY, DISABILITY, AND HUMAN AUGMENTATION

‘Please join Dr. Ariel Eisenberg’s seminar, “American Identities: Disability,” and [the] Interdisciplinary Studies Department for an hour-long conversation with Damien Williams on disability and the normalization of technology usage, “means-well” technological innovation, “inspiration porn,” and other topics related to disability and technology.’

It was kind of an extemporaneous riff on my piece “On the Ins and Outs of Human Augmentation,” and it gave me the opportunity to namedrop Ashley Shew, Natalie Kane, and Rose Eveleth.

The outline looked a little like this:

Foucault and Normalization
- Tech and sociological pressures to adapt to the new
  - Starts with Medical tech but applies Everywhere; Facebook, Phones, Etc.
Zoltan Istvan: In the Transhumanist Age, We Should Be Repairing Disabilities Not Sidewalks
- Exoskeletons rather than Infrastructure
  - Istvan’s use of the phrase “Bandage Culture”
- Replies:
  - Kim Sauder: “When Celebrating Accessible Technology is Just Reinforcing Ableism“
  - Rose Eveleth: “The Hidden Burden of Exoskeletons for the Disabled”
All Lead To: Ashley Shew’s “Up-Standing Norms”
- Listening to the Needs and Desires of people with disabilities.
  - See the story Shew tells about her engineering student, as related in the AFWTA Essay
- Inspiration Porn: What is cast by others as “Triumphing” over “Adversity” is simply adapting to new realities.
  - Placing the burden on the disabled to be an “inspiration” is dehumanizing;
  - means those who struggle “have no excuse;”
  - creates conditions for a “who’s got it worse” competition
John Locke‘s Empiricism: Primary and Secondary Qualities
- Primary qualities of biology and physiology lead to secondary qualities of society and culture
  - Gives rise to Racism and Ableism, when it later combines with misapplied Darwinism to be about the “Right Kinds” of bodies and minds.
    - Leads to Eugenics: Forced sterilization, medical murder, operating and experimenting on people without their knowledge or consent.
      - “Fixing” people to make them “normal, again”
Natalie Kane‘s “Means Well Technology”
- Design that doesn’t take into account the way that people will actually live with and use new tech.
  - The way tech normalizes is never precisely the way designers want it to
    - William Gibson’s quote “The street finds its own uses for things.”
Against Locke: Embrace Phenomenological Ethics and Epistemology (Feminist Epistemology and Ethics)
- Lived Experience and embodiment as crucial
- The interplay of Self and and Society
Ship of Theseus: Identity, mind, extensions, and augmentations change how we think of ourselves and how society thinks of us
- See the story Shew tells about her friend with the hemipelvectomy, as related in the aforementioned AFWTA Essay

The whole thing went really well (though, thinking back, I’m not super pleased with my deployment of Dennett). Including Q&A, we got about an hour and forty minutes of audio, available at the embed and link above.

Also, I’m apparently the guy who starts off every talk with some variation on “This is a really convoluted interplay of ideas, but bear with me; it all comes together.”

The audio transcript is below the cut. Enjoy.

A Future Worth Thinking About

Thinking about magic, cyborgs, robots, and artificial intelligence--and why some of those words could use changing--since 1982.

All posts tagged Invisible Architectures of Bias

The Second Future of A.I. Retreat

At HPE: “4 obstacles to ethical AI (and how to address them)”

On Social Tipping Points

My Thoughts on “This Is America”

“We Built Them From Us”: My Appearance on the TEAM HUMAN Podcast

Audio and Outline of My Guest Lecture, “Technology, Disability, & Human Augmentation”

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