Artificial Intelligence is one label for it, but anoth­er label for it is just forms of sys­tems that evolve under their own rules in ways that might be unex­pect­ed even to the cre­ator of those sys­tems that will be used in some way to sub­sti­tute for human agen­cy, in a lot of instances. And that sub­sti­tu­tion for human agen­cy might be some­thing that is quite auton­o­my–enhanc­ing for humans indi­vid­u­al­ly or in groups. If you have a sys­tem that can wor­ry about stuff that you don’t have to wor­ry about any­more, you can turn your atten­tion to oth­er pos­si­bly more inter­est­ing or impor­tant issues.

On the oth­er hand, if you’re con­sign­ing to a sys­tem agenda-setting pow­er, decision-making power—again either indi­vid­u­al­ly or in a group—that may real­ly car­ry with it con­se­quences and peo­ple aren’t so much keep­ing an eye on it, or peo­ple who are direct­ly affect­ed aren’t in a posi­tion to keep an eye on it, I think that’s cre­at­ing some of the dis­com­fort we see right now with the pace at which AI is grow­ing, and appli­ca­tions of machine learn­ing and oth­er sys­tems that can devel­op under their own steam. These are the sorts of things that give us some pause.

And I think about the pro­vi­sion of gov­ern­ment ser­vices, or deci­sions that are unique­ly often made by gov­ern­ments, such as under what cir­cum­stances some­body should get bail and how much the bail should be set at, whether some­body should be paroled from pris­on, how long should a sen­tence be. These are things we usu­al­ly con­sign to human actors—judges—but those judges are sub­ject to their own bias­es and fal­li­bil­i­ty and incon­sis­ten­cies. And there is now an oppor­tu­ni­ty to start think­ing about what would it mean—equal pro­tec­tion under the law—to treat sim­i­lar peo­ple sim­i­lar­ly. And machi­nes could either be quite help­ful with that in double-checking the way in which our cohort of judges is behav­ing. It could also be I think an unfor­tu­nate exam­ple of set it and for­get it, and bias­es could creep in and often in unex­pect­ed ways or cir­cum­stances that real­ly will require some form of over­sight.

All of the­se sys­tems not only have their own out­puts and depen­den­cies and peo­ple that they affect. They may also be inter­act­ing with oth­er sys­tems, and that can end up with unex­pect­ed results and quite pos­si­bly coun­ter­in­tu­itive ones.

We have had for many many years, for the func­tions in soci­ety under­tak­en by pro­fes­sion­als where the pro­fes­sion­als are the most empowered—able to real­ly affect oth­er people’s lives—we often have them orga­nized into a for­mal pro­fes­sion, even with a guild that you need spe­cial qual­i­fi­ca­tions to join. There are pro­fes­sion­al ethics inde­pen­dent of what you agree to do for a cus­tomer or a client. Now, I don’t know if AI is ready for that. I don’t know that we would want to restrict some­body in a garage from exper­i­ment­ing with some cool code and neat data and doing things. At the same time, when that data gets spun up and it starts affect­ing mil­lions or tens of mil­lions of peo­ple, it’s not clear that we still want it to be as if it’s just a cool project in a garage.

Interestingly, acad­e­mia in huge part gave us the Internet, which in turn has been the gift that keeps on giv­ing. And so many fea­tures of the way the Internet was designed and con­tin­ues to oper­ate reflect the val­ues of acad­e­mia that have to do with an open­ness to con­tri­bu­tion from near­ly any­where, and under­stand­ing that we should try things out and have things sink or swim on their recep­tion rather than try­ing to hand­i­cap ahead of time what exact­ly is going to work, tight­ly con­trolled by one firm or a hand­ful. These are all reflect­ed in the Internet. And for AI, I think there’s a sim­i­lar desire to be wel­com­ing to as many dif­fer­ent ways of imple­ment­ing and refin­ing the remark­able toolset that has devel­oped in just a few years, and the cor­re­spond­ing reams of data that can be used and that in turn can go from innocu­ous to quite sen­si­tive in just one flop.

To be able to have acad­e­mia not just play­ing a mean­ing­ful role but cen­tral to the­se efforts strikes me as an impor­tant soci­etal hedge again­st what oth­er­wise can be the pro­pri­eti­za­tion of some of the best tech­nolo­gies and our inabil­i­ty to under­stand how they’re doing what they do. Because often we don’t know what we don’t know. Able even to sug­gest design changes or tweaks and to then com­pare it, rig­or­ous­ly, again­st some set of cri­te­ria that are cri­te­ria that in turn can be debat­ed about: What makes for a bet­ter soci­ety? What is help­ing human­i­ty? What is respect­ing dig­ni­ty and auton­o­my? And those are ques­tions that we may nev­er ful­ly set­tle but we may have a sense on the spec­trum of which is push­ing things in one direc­tion or anoth­er.

If we didn’t have acad­e­mia play­ing a role, it might just be a tra­di­tion­al pri­vate arms race. And we could find that gosh, some­how this mag­ic box does some cool thing offered by name-your-company. We don’t real­ly know how it works. And because it’s a robot it’s nev­er going to quit its job and move to anoth­er com­pa­ny and spread that knowl­edge or retire and teach. These are the sorts of things that over the medi­um to the longer term mean that hav­ing a mean­ing­ful, open project that real­ly devel­ops this next round of tech­nol­o­gy in the kind of open man­ner in which the Internet was devel­oped and is often health­ily crit­i­cized and refined, that’s what we should be aim­ing for for AI.

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