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AI, Legal Change, and SOP Michaels DRAFT – July 2019 1 Artificial Intelligence, Legal Change, and Separation of Powers Andrew C. Michaels * Some contemporary legal academic literature has been arguing, in various forms, that replacing human made law with artificial intelligence will or should happen. This essay disagrees, and examines a number of concerns that are not adequately addressed in the literature. In short, proposals to automate law both underappreciate and undervalue the human aspects of law. First, this essay will discuss the proper role of courts in legal change, that is, in developing the law and adapting it to a constantly changing society. In our current system, courts do more than simply apply the law, they also in a real sense make law, though they do so in a slower and more measured way than legislatures. That is, they make law as though they were finding it. They must balance respect for precedent and stability against the need for law to adapt through adjudication. How would this work in a system of automated law? Can robots really successfully balance the values of stability and change in the way that judges do? Second, by claiming that machine decisions would be more consistently “accurate” the argument for robot judges seems inherently formalistic and seems to overlook the teachings of legal realism, specifically the point that not every case has a legally best or right answer. Judges sometimes must choose between incommensurable values. Consistency may be overvalued, as the differences of opinion that arise between judges may help flesh out debates about what is the best law or policy. Once it is fully acknowledged that at least part of judging involves making policy and value judgments, the argument for turning such decisions over to machines becomes a more difficult one to make. * Assistant Professor of Law, University of Houston Law Center. The author thanks those who have provided helpful comments, including those who participated in the 2019 South Eastern Association of Law Schools New Scholars Workshop, as well as the Fall 2019 IP Colloquium at BYU Law School.

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Page 1: Michaels AI and Legal Change Draft - DePaul University · 2019. 7. 28. · AI, Legal Change, and SOP Michaels DRAFT – July 2019 1 Artificial Intelligence, Legal Change, and Separation

AI,LegalChange,andSOP MichaelsDRAFT–July2019

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ArtificialIntelligence,LegalChange,andSeparationofPowers

AndrewC.Michaels* Somecontemporarylegalacademicliteraturehasbeenarguing,invarious

forms,thatreplacinghumanmadelawwithartificialintelligencewillorshould

happen.Thisessaydisagrees,andexaminesanumberofconcernsthatarenot

adequatelyaddressedintheliterature.Inshort,proposalstoautomatelawboth

underappreciateandundervaluethehumanaspectsoflaw.

First,thisessaywilldiscusstheproperroleofcourtsinlegalchange,thatis,

indevelopingthelawandadaptingittoaconstantlychangingsociety.Inour

currentsystem,courtsdomorethansimplyapplythelaw,theyalsoinarealsense

makelaw,thoughtheydosoinaslowerandmoremeasuredwaythanlegislatures.

Thatis,theymakelawasthoughtheywerefindingit.Theymustbalancerespectfor

precedentandstabilityagainsttheneedforlawtoadaptthroughadjudication.How

wouldthisworkinasystemofautomatedlaw?Canrobotsreallysuccessfully

balancethevaluesofstabilityandchangeinthewaythatjudgesdo?

Second,byclaimingthatmachinedecisionswouldbemoreconsistently

“accurate”theargumentforrobotjudgesseemsinherentlyformalisticandseemsto

overlooktheteachingsoflegalrealism,specificallythepointthatnoteverycasehas

alegallybestorrightanswer.Judgessometimesmustchoosebetween

incommensurablevalues.Consistencymaybeovervalued,asthedifferencesof

opinionthatarisebetweenjudgesmayhelpfleshoutdebatesaboutwhatisthebest

laworpolicy.Onceitisfullyacknowledgedthatatleastpartofjudginginvolves

makingpolicyandvaluejudgments,theargumentforturningsuchdecisionsoverto

machinesbecomesamoredifficultonetomake.

*AssistantProfessorofLaw,UniversityofHoustonLawCenter.Theauthorthanksthosewhohaveprovidedhelpfulcomments,includingthosewhoparticipatedinthe2019SouthEasternAssociationofLawSchoolsNewScholarsWorkshop,aswellastheFall2019IPColloquiumatBYULawSchool.

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Third,theliteraturearguingforartificiallyintelligentlawseems

astonishinglyshortsighted,overlookingcertainpossiblelongtermeffects.Without

humanjudges,wecouldeventuallylosethecommunityoflegalexpertspaying

attentiontothelaw.Thatis,wewillhavereplacedlegalthoughtwithartificiallegal

thought.Thiswilllikelyhinderourabilitytoadjustthelawtochangingsocietal

circumstances.Itwouldalsomakesocietyasawholelessawareofthelaw,simply

obeyingtheauthorityoftheblackboxlawmachines.Withoutacommunityof

peoplepayingattentiontoandthinkingaboutthelaw,thelawcouldbecomemore

susceptibletobeingco-opted.

Fourth,thisessaywilllookattheeffectsofautomatedlawonseparationof

powers.Wouldautomatedcourtsbeabletoprovideasufficientcheckontheother

twobranchesastheyaresupposedtoinoursystemofseparationofpowers?

WouldtheyrunafouloftheArticleIIIcaseorcontroversyrequirement?Although

automationmaybemoreappropriateinagencyadjudicationorinotheraspectsof

theexecutivebranch,Iarguethatitisinappropriateinthejudiciary.

Myargumenthereisprimarilyagainstreplacingtheactualdecision-making

ofthejudicialbranchwithartificialintelligence.IamnotopposingusingAIasatool

toaidinresearchoranAIstaffattorney.1NoramIopposedtoAIintheprivate

sector,say,formedicalpurposes,2orevensomeAIlawyerstotheextenttheyare

effectivewithhumanjudges.3NoramIevenarguinghereagainsttheuseofAIfor

decision-makinginadministrativeagenciesoftheexecutivebranch.4Replacingthe

judicialbranchdecision-makers,i.e.,ArticleIIIjudges,withartificialintelligence

strikesmeasparticularlyproblematic,sothatiswhatIfocusonhere.

1SeeEugeneVolokh,ChiefJusticeRobots,68DUKEL.J.1135,1148(2019).2Cf.JasonChungandAmandaZink,HeyWatson,CanISueYouforMalpractice?ExaminingtheLiabilityofArtificialIntelligenceinMedicine,ASIA-PACIFICJ.HLTHL.,POL’Y&ETHICS(2017)(availableat:https://ssrn.com/abstract=3076576)3ThoughaslongaswehavehumanjudgesasIargueweshould,itseemsclearthattherewillbeaneedforatleastsomehumanlawyers.4SeePartV,infra.

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PartIwillbrieflyintroducetheargumentsthatsomecontemporaryscholars

makeinfavorofreplacinglawwithartificialintelligenceandoffersomepreliminary

responsesandthoughts.PartsII-Vwillthentrackthefourmajorresponsessetforth

above.Thisessaywillthenbreiflyconcludebyconsideringsomeofthepotential

benefitsofartificialjudgesorartificiallaw,andsomealternativewaysinwhichsuch

benefitscouldbeachieved.

I–TheArgumentsforArtificialLaw

Inhisrecentessay,ChiefJusticeRobots,EugeneVolokharguesthatifAI

technologyreachesthepointwhereitcan“createpersuasiveopinions,capableof

regularlywinningopinion-writingcompetitionsagainsthumanjudges,”then“we

shouldinprincipleacceptitasajudge.”5AsVolokhrecognizes,thisisa“thought

experiment,”asAItechnologyiscurrentlyfarfromthispoint.6Nevertheless,sucha

thoughtexperimentcanprovokeimportantdiscussionsabouttheproperroleof

humansversusartificialintelligenceinourlaw.Thus,althoughIdisagreewith

Volokh’smainconclusions,Iamgratefulforhisposingthethoughtexperiment.

Volokh’sargumentthatweshouldreplacejudgeswithrobotsiscontingent

ontherobotspassingwhathecallsthe“ModifiedJohnHenryTest,”anopinion

writingcompetitionwherein“acomputerprogramisarrayedagainst,say,ten

averageperformers”inthegivenfield,andif“thecomputerperformsatleastaswell

astheaverageperformer,”thenitpassesthetestandisan“adequatesubstitutefor

humans.”7Whethertheprogrampassesthetestisdeterminedby“apanelof,say,

tenhumanjudgeswhoareknowntobeexpertsinthesubject,”whomust“evaluate

everyone’sperformancewithoutknowingwhichparticipantisacomputerand

5Volokh,supra,68DUKEL.J.at1135(asidefromcreatingpersuasiveopinions,asecondconditionisthatthesoftwaremust“beadequatelyprotectedagainsthackingandsimilarattacks”).6Id.at1137.7Id.at1138-39.

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whichisahuman.”8Thispanelofexpertswillbehereinreferredtoasthe

“evaluators,”asinVolokh’sessay.Oneobviousquestionishowdowechoosethese

evaluators,andwhyshouldwebemoreconfidentinourchoiceofapanelof

evaluatorsthanweareinourchoiceofjudges?

AccordingtoVolokh,“prospectiveAISupremeCourtJusticesshouldbe

measuredagainstthequalityofaveragecandidatesforthejob–generally

experienced,respectedappellatejudges.”9Volokh’scriterionforevaluationis

“persuasiveness,”thatis,“iftheHenryTestevaluatorpanelistsarepersuadedbythe

argumentfor”theAIjudge’schosenresult.IfanAIcomputerprogramcan

consistentlypassthistest,Volokharguesthatweshouldadoptit,becauseitis

“likelytobemuchcheaper,quicker,andlesssubjecttocertainformsofbias,”thus

makingthelegalsystem“notonlymoreefficientbutalsofairerandmoreaccessible

topoorandmiddle-classlitigants.”10

Othershaverecentlymadesimilararguments.Forexample,AzizHuq,ina

forthcomingarticlecalled“ARighttoaHumanDecision,”arguesthatthereisno

suchright,andthatinsteadallwedoorshouldhaveis“arighttoawell-calibrated

machinedecision.”11Butwhodecideswhetherthemachinedecisioniswell

calibrated?Andifonewantstoarguethatthemachinedecisionisnotwell-

calibrated,whoexactlywouldonemakesuchargumentsto?

Inthesamevein,AnthonyCaseyandAnthonyNibletthavepredictedthatlike

self-drivingcars,“laws,too,willbeself-driving,”12andthatadvancesinartificial

intelligenceandcommunicationstechnologywill“beabletoidentifytherules

applicabletoanactualsituationandinformtheregulatedactorexactlyhowto

8Id.at1139.9Id.at1140.10Id.11AzizZ.Huq,ARighttoaHumanDecision,105VA.L.REV._(forthcoming2020).12AnthonyJ.Casey&AnthonyNiblett,Self-DrivingLaws,66U.TORONTOL.J.429,442(2016).

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comply”suchthat“microdirectiveswillbecomethedominantformoflaw[.]”13They

predictthat“opportunitiesforstatutoryinterpretationandfillingthegapsinvague

standardswilldryupascitizensaresimplyinstructedtoobeysimpledirectives.”14

CaseyandNibletthavearguedmorerecentlythat,inorderforthisautomationand

personalizationoflaw“towork,lawmakersmustknowandpreciselystatethe

objectiveoflawupfrontinawaythathasneverbeforebeenrequired.”15Thisseems

toignoreordevaluetherolethatthejudiciarynecessarilyplaysinshapingthelaw

andadaptingittounforeseensituations.

Theideaofthesescholarsseemstobethatoncewedevelopthemachines,

wecanjustentertheobjectivesthenstopthinkingaboutorpayingattentiontothe

law.Thisseemstometoshowtoomuchfaithinthemachines.Justaswhenoneis

usingGPSnavigationtheydonotlearntheirwayaround,16onceweturnlawoverto

machinesweasasocietymayforgethowtothinkaboutlaw.Evenifthemachines

areworkinginitially,thereisnoguaranteethatsomethingwon’teventuallygo

wrong.Tothecontrary,itseemswecanbefairlycertainthatsomethingeventually

willgowrong.Butifwehavelostourabilityto“dolaw”asasociety,thenwemay

havelostourabilitytoadaptwhenproblemsarise.Therearesomeotherproblems

13AnthonyJ.Casey&AnthonyNiblett,TheDeathofRulesandStandards,92IND.L.J.1401,1404 (2017). CaseyandNiblett strangely frame their argumentaspositiveratherthannormative,eventhoughtheyseemtocelebratethesechangesthattheypredict,andeventhoughthereisnoreasonthatthesechangesmustoccur.Seeid.at1405(“Ouranalysisispositiveratherthannormative.”).Ihavepreviouslycriticizedthisdeterministic aspect of theirworkand sowill not rehash the issuehere. SeeAndrewC.Michaels,AbstractInnovation,VirtualIdeas,andArtificialLegalThought,14MAR.J.BUS.&TECH.L.1,25(2019).14Casey&Niblett,92IND.L.J.at1435(emphasisadded).15AnthonyJ.Casey&AnthonyNiblett,AFrameworkfortheNewPersonalizationofLaw(September2018).16See,e.g.,JosephStromberg,IsGPSruiningourabilitytonavigateforourselves?,VOX(Sept.2,2015,11:31AM),availableathttps://www.vox.com/2015/9/2/9242049/gps-maps-navigation(“wehavegoodreasontobelievethatwhenweblindlyfollowGPSfordirection,we’renotexercisingcrucialnavigationalskills–andmanyofthescientistswhostudyhowthehumanbrainnavigatesareconcerned”).

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withreducingthecitizenrytoamassofunthinkinglemmingssimplyobeying

machines,whichwillbeexploredfurtherbelow.

II–LegalChange

OneproblemwiththeargumentthatVolokhandothersmakeisthatit

inadequatelyaccountsfortheroleofthejudiciaryinlegalchange.Volokhdoes

recognizethat“[l]awdevelopment–whethercommonlawdevelopment,

constitutionallawdevelopment,orinterpretivedevelopmentaboutstatues–often

requiresprediction:Wouldaproposedlegalruledomoregoodorharm?”17Butin

hisview,“wehumansdon’tsetthebarveryhigh,”so“AIsdon’tneedtohaveperfect

clairvoyanceorlegalstatesmanship”tobeatus.18AccordingtoVolokh,“successin

theHenryTestwillbethebestmeasureofjudicialquality,”thatis,“[i]fthe

evaluatorsarepersuadedbytheAIjudge’sprediction-basedargumentsmorethan

bythehumanjudges’arguments,whyshouldwedoubttheAIjudge’sabilitiesmore

thanwedoubtthehumanjudges’abilities?”19

Volokh’sargumentseemstobethatiftheAIjudgecanpersuadeaparticular

panelofevaluatorsataparticularpointintimethatitisbetteratwritingopinions

thanhumans,weshouldturnoverthereignsoflegalchangetoAI.Butwhatis

persuasiveatonepointintimeisnotnecessarilypersuasivelateron,asthefactual

realitiesandmoralvaluesofsocietyshift.Also,nomatterhowmany“testcases”the

evaluatorslookat,theywillneveradequatelyencompassthefullrangeofpossible

factsituationsthatcouldandwillarise.Volokh’sargumentdoesnotadequately

considerthecollaborativeandcontinuousaspects,oflegalchange,andthebenefits

tosocietyoftheprocessitself.Toexplain,amoreindepthdiscussionoftheroleof

judgesinlegalchangeisinorder.

17Volokh,68DUKEL.J.at1183.18Id.at1184.19Id.

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Althoughwrittenalmostacenturyago,BenjaminCardozo’sTheGrowthof

LawhasagooddealofrelevancetoVolokh’sthoughtexperiment.Respondingto

someagitationforamorerigidconceptionofstaredecisis,thenJudge(laterJustice)

Cardozosetforthapersuasiveexplicationanddefenseofthejudicialroleinlegal

development.20AccordingtoJudgeCardozo,legislationaloneisnotasufficient

agencyoflegalgrowth,because“[u]niquesituationscanneverhavetheiranswers

readymadeasinthecompleteletter-writingguidesorthemanualsoftheartof

conversation.”21Thatis,situationsthatthelegislature(orthepriorprecedent

writingcourt)didnotanticipateexantewillinevitablyarise,anditisthejobofthe

courtstograduallyadjustthelawexpostonacase-by-casebasis.22AsJudge

Friendlyhasexplained,it“isimpossibleforthelegislatortoforeseeeverything,”and

“acode,howevercompleteitmayappear,isnosoonerpromulgatedthanathousand

unexpectedquestionsarepresentedtothejudge.”23

Thisispartofwhyprecedentialholdingsarenot(andshouldnotbe)rigidly

setinstone,butrathercan(andshould)begraduallyshapedbysubsequent

decisions,inlightofchangingcircumstancesandnewinformation.24Evenlower

courts“narrowambiguousprecedentsthathavebecomeoutdatedinlightofnew

20SeeBENJAMINN.CARDOZO,THEGROWTHOFTHELAW132-133(1924)(“Staredecisisisnotintheconstitution,butIshouldbehalfreadytoputitthere,andtoaddtheretotherequirementofmechanicalandliteralreproduction,ifonlyitweretruethatlegislationisasufficientagencyofgrowth.Thecenturies,iftheyhaveprovedanything,haveprovedtheneedofsomethingmore.”).21Id.at133.22Id.(“Justiceisnottobetakenbystorm.Sheistobewooedbyslowadvances.”).23HenryJ.Friendly,ReactionsofaLawyer–NewlyBecomeJudge,71YALEL.J.218,220(1961).24SeeAndrewC.Michaels,TheHolding-DictumSpectrum,70ARK.L.REV.661,679(2017)(“generalizationswillnotalwaysbeperfect;thecourtscannotbeexpectedtoforeseeorfullyconsiderallpotentialfactsituationsfallingwithinthegeneralizationsthattheynecessarilymake”);CARDOZO,supra,at138(“Theruleasannouncedmustbedeemedtentative.Forthemanyandvaryingfactstowhichitwillbeappliedcannotbeforeseen.”);ITHIELDESOLAPOOL,TECHNOLOGIESOFFREEDOM161(1983)(“sinceprecedentisthestyleofAnglo-Saxonlaw,thecourtsdefineanewtechnologyasaspecialcaseofafamiliarone”).

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eventsortechnologies.”25AsJudgeCardozoputit:“adaptionofruleorprincipleto

changingcombinationsofeventsdemandsthecreativeactionofthejudge.”26

Thefactthatjudgeshelpshapethelawsupportsthenotionthatweare

governingourselvesthroughruleoflaw,ratherthanbeingcommandedbysome

pureassertionofauthority.27Theprimarypurposeoflegalargumentthrough

briefingandoralpresentationtoahumanjudgeisthatitprovidestheopportunity

topersuadethejudge,andthuspotentiallyindoingsoshapethelaw,totheextent

thattheopinionrenderedisprecedential.Assuch,itisnotonlyjudgesthat

currentlyshapeourlaw,butalsolitigants,acting(usually)throughlawyers.

Volokh’sargumentfocusesontheAIrobotjudge’sabilitytowritea

persuasiveopinion,28topersuadereaders,butitsaysalmostnothingabout,and

thusseemstooverlooktheimportanceof,theabilityofthejudgetobepersuaded.

Indeed,Volokh’sconceptionofanAIjudgeseemstorenderpersuasiveargumentby

litigantsmoreorlessunnecessary.29LikeVolokh,Huqsimilarlydownplaysthe

possibilityofthelawbeinginfluencedbypersuasiveargument,seemingtoimply

thatithappenssorarelythatitisn’tworthworryingabout.30

25RichardRe,NarrowingSupremeCourtPrecedentfromBelow,104GEO.L.J.921,925(2016).26CARDOZO,supra,at135.27Cf.id.at138(“Thispowerofcreation,ifitistobeexercisedwithvisionandunderstanding,exactsaphilosophyoflaw,atheoryofitsgenesisandgrowthandaim.Onlythusshallwebesavedfromtheempiricismwhichfindsinanopinionnotaprophecytoinspire,butacommandtobeobeyed.”);FrederickSchauer,GivingReasons,47STAN.L.REV.633,636-37(1995)(“Theactofgivingareasonistheantithesisofauthority.Whenthevoiceofauthorityfails,thevoiceofreasonemerges.Orviceversa.”).28SeeVolokh,68DUKEL.J.at1140-41.29Seeid.at1141(“IfwecancreateanAIbrief-writerthatcanpersuade,wecancreateanAIjudgethatcan(1)constructpersuasiveargumentsthatsupportthevariouspossibleresultsinthecase,andthen(2)choosefromallthoseargumentstheonethatismostpersuasive,andthustheresultthatcanbemostpersuasivelysupported.”).30Huq,ARighttoaHumanDecision,105VA.L.REV.at*42(“Anindividual’sopportunitytosupplyreasonstoahumandecision-makerisrelevantonlyifthose

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Volokhrecognizesthepotentiallycontroversialnatureofhisfocuson

“persuasiveness”asthekeyevaluationmetric,31buthedoesn’tfullyaddressthe

concern.Whilepersuasivenessmaybeidealforalawyer,itseemstomenotexactly

whatajudgeshouldbestrivingfor.Alawyerwritingabriefwantstomakethemost

persuasiveargumentforoneside,butthetaskofajudgewritinganopinionis

different.Thejudgemustacknowledgetheargumentsonbothsidesandexplain

whysheischoosingonesideovertheother,(orchoosingsomemiddleground),and

thendecidehowbroadlytowritethedecisionwithaneyetowardsbothitsexante

effectsandconsistencywithpriorprecedent.Moreover,whenthejudgeisfaced

withadifficultdecision,thevalueofcandorcounselsthatthejudgeshould

acknowledgethedifficulty,eventhoughthismayhinderpersuasiveness.32

Persuasivenessisalsoinherentlysubjective,(indeeditisdifficulttothinkof

manythingsthataremorequintessentiallysubjective).Decidingwhetheroneis

persuadedbyanargument(likejudging)oftenrequiresachoicebetween

incommensurablevalues,itisnotamatterofmerenumericalcalculation.33Tothe

reasonshavesomelikelihoodofinfluencingaprocess’soutcome.Butformanyofthedecisionsforwhichalgorithmsmightbeemployedinofficialhands,suchasbenefitseligibilityorparolerevocation,thelawdelimitsaclosedsetofrelevantparameters.”).31Volokh,68DUKEL.J.at1141(“AndiftheHenryTestevaluatorpanelistsarepersuadedbytheargumentforthatresult,thatmeanstheyhaveconcludedtheresultiscorrect.ThisconnectionbetweenAIbrief-writingandAIjudgingislikelythemostcontroversialclaiminthepaper.”).32SeeDavidL.Shapiro,InDefenseofJudicialCandor,100HARV.L.REV.731,737(1987)(callingcandor“thesinequanonofallotherrestraintsonabuseofjudicialpower”);GUIDOCALABRESI,ACOMMONLAWFORTHEAGEOFSTATUTES178-181(1982)(advocatinga“choiceforcandor”andexplainingthatthe“languageofcategoricals”is“particularlypronetomanipulation”).33SeeRebeccaHawAllensworth,TheCommensurabilityMythinAntitrust,69VAND.L.REV.1,68(2016)(“Inherentintheveryideaofjudgingisthenotionofjudgment;courtsarefrequentlydelegatedregulatoryandadjudicativetasksthatmustchoosebetweenvalidandimportantsocialvalues.”);JoshuaP.Davis,LawWithoutMind:AI,Ethics,andJurisprudence1(Univ.ofS.F.LawResearchPaperNo.2018-05,2018),https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3187513(arguingthatthe“ultimatebulwarkagainstcedinglegalinterpretationtocomputers–fromhaving

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extentthatlawyersandjudgesarealltrainedtothinkinacertainway,34someofthe

subjectivityismitigated,butstillmuchofitremains,whichiswhyappellatejudges

oftendisagreeandwritedissents,despitegenerallybeingwelltrainedinlaw.

Volokh’sproposalwouldseemtomerelyshiftthesesubjectivejudgmentsfrom

judges(viewingthelawinthecontextofaconcretecaseorcontroversyexpost)

themselvestothepanelofHenrytest“evaluators,”(evaluatingthepredicted

performanceoftherobotjudgesexante).

Tobesure,theabilityofthejudiciarytomakelawismoderatedand

constrained,itisnotasdrasticandsuddenasexantelegislation,whichisreserved

forthelegislativebranch.35AsJudgeCardozoputsit:“Lawmustbestable,andyetit

cannotstandstill.”36Onewaytoseethisisthroughexaminationofthedoctrineof

retroactivity,whichholdsthatalegaldecisionchangingthelaw(e.g.,overrulinga

precedent)mustbeappliedretroactivelytoothereventstakingplacebeforethe

decisionwasrendered.37

computersusurptheresponsibilityandauthorityofattorneys,citizens,andevenjudges–maybetorecognizetheroleofmoraljudgmentinsayingwhatthelawis.”).34See,e.g.,FREDERICKSCHAUER,THINKINGLIKEALAWYER(2009).35A.BenjaminSpencer,Substance,Procedure,andtheRulesEnablingAct,66UCLAL.REV.654,676(2019)(“Thegovernmentalactofprospectivelyconferringanddefiningthebundleofobligationsandprivilegesthatyieldtheentitlementsdescribedaboveisalegislativefunction(atleastatthefederallevel)becausesuchrightsreflectbasicpolicydecisionsthatshapeoursociety.”)(citingAm.TruckingAss’nsv.Smith,496U.S.167,201(1990)(Scalia,J.,concurring)(“[P]rospectivedecisionmakingisincompatiblewiththejudicialrole,whichistosaywhatthelawis,nottoprescribewhatitshallbe.”).36CARDOZO,supra,at143.SeealsoCharlesE.ClarkandDavidM.Trubek,TheCreativeRoleoftheJudge:RestraintandFreedomintheCommonLawTradition,71YALEL.J.255,275-76(1961)(“judicialcreationisaninevitableandvitalpartofourlaw...theprocessinitshighestreachesisnotdiscoverybutcreation”).37Harperv.Va.Dep’tofTaxation,509U.S.86,97(1993)(“WhenthisCourtappliesaruleoffederallawtothepartiesbeforeit,thatruleisthecontrollinginterpretationoffederallawandmustbegivenfullretroactiveeffectinallcasesstillopenondirectreviewandastoallevents,regardlessofwhethersucheventspredateorpostdateourannouncementoftherule.”).

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Onereasonforthedoctrineofretroactivityisfairness,treatinglikecases

alike.38Iftheruleofthecaseisappliedtothepartiesinthecase,eventhoughthe

eventsleadingtothesuitobviouslytookplacebeforetheexpostjudicialdecision,

thenitshouldalsobeappliedretroactivelytoothereventstakingplacebeforethe

decisionwasrendered.Thereisafairness(ordueprocess)argumentontheother

side:howcanitbefairtoretroactivelyapplyanewruletopartieswhodidnothave

noticeofthatruleatthetimeoftheevents?Onesolutionthathasbeenproposedis

an“actualreliance”exceptiontothedoctrineofretroactivity;thatis,ifoneofthe

partiescandemonstratethattheyactuallyreliedontheold(sayoverruled)law,the

newlawshouldnotbeappliedagainstthemretroactively.39Butthatfactthatthis

solutionremainshypotheticalseemstoshowthatthatthedueprocessorfairness

problemswithretroactivityaremorehypotheticalthanactual.40

Morepertinentlytoourpresentdiscussion,thedoctrineofretroactivity

servesasanimportantcheckonjudiciallawcreation.Ifcourtsareforcedtoapply

changesinthelawretroactively,andforcedtoconfrontthepotentialunfairnessin

that,theymaydecidetoadheretostaredecisisandthepriorruleratherthanrisk

theunfairnessofretroactiveapplication,eveniftheywouldhaveruleddifferently

hadtheybeenwritingonacleanslate.41Assuch,thedoctrineofretroactivity

38Id.at95(“selectiveapplicationofnewrulesviolatestheprincipleoftreatingsimilarlysituatedpartiesthesame”)(quotingGriffithv.Kentucky,479U.S.314,323(1987)).39PaulJ.Mishkin,TheSupremeCourt1964Term-Foreword,79HARV.L.REV.56,66-67n.39(1965)(“thistechniqueofmakingdemonstratedrelianceashieldagainsttheimpactofnewlychangedlawisonewhichseemstometohavegreatpotential”).40SeeCARDOZO,supra,at122(“Thepictureofthebewilderedlitigantluredintoacourseofactionbythefalselightofadecision,onlytomeetruinwhenthelightisextinguishedandthedecisionoverruled,isforthemostpartafigmentofexcitedbrains.”).41See,e.g.,Floodv.Kuhn,407U.S.258,278-79(1972)(“Allthis,combinedwiththefloodoflitigationthatwouldfollowitsrepudication,theharassmentthatwouldensue,andtheretroactiveeffectofsuchadecision,ledtheCourttothepracticalresultthatitshouldsustaintheunequivocallineofauthorityreachingovermanyyears.”).

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encouragescourtstomakeonlyminorandgradualshiftsinthelaw,42leavingmore

drasticprospectivechangesforthelegislativebranch.43

Thedoctrineofretroactivitythusfurtherstheseparationofpowersand

ensuresthatalthoughthejudiciaryplaysaroleinlegaldevelopment,itisasofter

andmoremeasuredrolethanthelegislature.44AsJusticeScaliaputit,although

judgesdo“inarealsense‘make’law...theymakeitasjudgesmakeit,whichisto

sayasthoughtheywere‘findingit’–discerningwhatthelawis,ratherthan

decreeingwhatitistodaychangedto,orwhatitwilltomorrowbe.”45Thelegal

opinionhas“acentralforward-lookingfunctionwhichreachesfarbeyondthecause

inhand:theopinionhasoneifnotitsmajorofficetoshowhowlikecasesare

properlytobedecidedinthefuture,”suchthattheopinion’spreparation“affords

notonlyabackcheckancross-checkonanycontemplateddecisionbywayof

continuitywiththelawtodatebutprovidesalsoaduemeasureofcautionbywayof

contemplationofeffectsahead.”46

42Mishkin,79HARV.L.REV.at70(“Ineluctableretroactivitywouldseemtooperateasan‘inherentrestraint’onjudiciallawmakingbecauseitcompelstheCourttoconfrontinsharpestformpossibleundesirableconsequencesofadoptinganewrule,asforexample,whenitappearsthatapplicationofthenewlyframeddoctrinemayresultinimposingliabilityorotherburdenonsomeonewhoactedinjustifiedrelianceontheoldlaw.”).43Id.at65-66(“Prospectivelawmakingisgenerallyequatedwithlegislation.Indeed,theconsciousconfrontationofthequestionofaneffectivedate–evenifonlyintheformofprovidingexplicitaffirmativejustificationforretroactiveoperation–smacksofthelegislativeprocess;foritisordinarilytakenforgranted(particularlyundertheBlackstoniansymbolicconception)thatjudicialdecisionsoperatewithinevitableretroactiveeffect.”).44JamesB.BeamDistillingCo.v.Georgia,501U.S.529,549(1991)(Scalia,J.,concurring)(explainingthatdifficultiesposedbyretroactivity“areoneoftheunderstoodchecksuponjudiciallawmaking;toeliminatethemistorendercourtssubstantiallymorefreeto‘makenewlaw,’andthustoalterinafundamentalwaytheassignedbalanceofresponsibilityandpoweramongthethreebranches”).45JamesB.BeamDistillingCo.,501U.S.at549(Scalia,J.,concurring).46KARLLEWELLYN,THECOMMONLAWTRADITION26(1960).

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WoulditbepossibleforanAIrobotjudgetostrikethisdelicatebalance

betweenthepastandthefuture?47Ajudgewritinganopinionisinpartexplaining

herreasoningsothatthelegalcommunityandsocietycanbetterunderstandthe

decisionandthusthelaw.Alegalopinionisthusinpartadiscoursebetween

societyandthelegalsystem,andthefactthatthejudgeis(fornow)alsoamember

ofsocietyandthelegalcommunitywouldseembeneficialtothisdiscourse.

III–FormalismandRealism

Theteachingsoflegalrealismhelptofurtherhighlightthefactthatcourtsin

asignificantfractionofcasesdomakepolicychoicesindevelopingthelaw,working

againstthenotionthatlawcanbereducedtocomputing.48True,theresultinmost

casesisdictatedbyexistinglaw,butasignificantfractionofcasescouldgoeither

way,andwhenfacedwithsuchforksintheroad,judgesmustmakeachoiceabout

inwhichdirectionthelawwillproceed.49JudgeCardozoalsorecognized“thatevery

doubtfuldecisioninvolvesachoicebetweenanicelybalancedalternative,andno

matterhowlongwedebateorhowcarefullyweponder,weshallneverarriveat

certitude.”50Thesedays,itisfairlyuncontroversialtosaythatjudgesatleast

sometimesdomorethansimply“callballsandstrikes.”51

47Cf.RONALDDWORKIN,LAW’SEMPIRE413(1986)(“Law’sattitudeisconstructive;itaims,intheinterpretivespirit,tolayprincipleoverpracticetoshowthebestroutetoabetterfuture,keepingtherightfaithwiththepast.”);OLIVERWENDELLHOLMES,THECOMMONLAW1(1881)(“Thelawembodiesthestoryofanation’sdevelopmentthroughmanycenturies,anditcannotbedealtwithasifitcontainedonlytheaxiomsandcorollariesofabookofmathematics.Inordertoknowwhatitis,wemustknowwhatithasbeen,andwhatittendstobecome.”).48SeeMishkin,79HARV.L.REV.at68(“Theinsightsof‘legalrealism,’developingandspreadingataperhapsacceleratingratesinceatleastthetwenties,providedanecessarycorrectivetoanoverlyrigidifiedconceptionoftheCourtastotallywithoutchoiceorwill,merelycarryingoutthesupposedlypreordaineddictatesoftheConstitution.”).49Seeid.at60(explainingthat“itiscertainlytruethatcourtsingeneralhandlethevastbulkofcasesbyapplicationofpreexistinglaw,”andthat“informedestimatesputthefigureatcloseto90%”)(citingFriendly,71YALEL.J.at222).50CARDOZO,supra,at140.Iamspeakinghereofclassicallegalrealism,ratherthanwhatsomehavecalled“newlegalrealism.”SeeThomasJ.Miles&CassR.Sunstein,

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Onewaytoseethisisbylookingatthedoctrineofprecedentandnotionsof

holdingversusdictum.Thereisnosingleacceptedtestfordeterminingexactly

whatisholdingornot,andinmanycasesthereisnoeasywaytodecide.52There

willalwaysbesomepossibledistinctionfromaprecedentcase,sooftenwhethera

judgechoosestofollowacaseturnsonwhethertheproffereddistinctionisa

meaningfulone,orwhetheritismerelyadistinctionwithoutadifference,an

inherentlysubjectiveinquiry.53Thedoctrineofprecedentis“two-headed”or

“Janus-faced”inthatthere“isonedoctrineforgettingridofprecedentsdeemed

troublesomeandonedoctrineformakinguseofprecedentsthatseemhelpful.”54

Thepropositionthatatleastsomeportionofcasesbeforethecourtscould

reasonablygoeitherwayis,thesedays,fairlywellaccepted.Indeed,theentire

Chevrondoctrineisbasedontheideathatforsomequestionsofstatutory

interpretation,thereisarangeofreasonableanswers,(thuscourt’sdefertothe

agencyinterpretationifitiswithinthatrange).55Assuch,“Chevronhasbeenseenas

atriumphoflegalrealism.”56

TheNewLegalRealism,75U.CHI.L.REV.831,831(2008)(“Weareinthemidstofafloweringof‘large-scalequantitativestudiesoffactsandoutcome,’withnumerouspublishedresults.TherelevantstudieshaveproducedaNewLegalRealism–anefforttounderstandthesourcesofjudicialdecisionsonthebasisoftestablehypothesesandlargedatasets.”).51SeeWilliamBlake,UmpiresasLegalRealists,45PS:POLITICALSCIENCE&POLITICS271,271(2012)(“Duringhisconfirmation,then-judgeJohnRobertsanologizedtheroleofajudgetotheroleofabaseballumpire....LegalscholarshavecriticizedRobertsfromalegalrealistperspectivebecausetheanalogymisconstruesthenatureofjudgingasformalistic.”).52SeegenerallyAndrewC.Michaels,TheHolding-DictumSpectrum,70ARK.L.REV.661(2017).Thesamecouldbesaidfordeterminingwhetheracasehasbeen“implicitlyoverruled.”SeegenerallyAndrewC.Michaels,ImplicitOverrulingandForeignLostProfits,25B.U.J.SCI.&TECH.L.101(2019).53SeeMichaels,70ARK.L.REV.at685;ArthurL.Goodhart,DeterminingtheRatioDecidendiofaCase,40YALEL.J.161,165(1930).54KARLLLEWELLYN,THEBRAMBLEBUSH69-70(1930).55SeeChevron,U.S.A.,Inc.v.NRDC,Inc.,467U.S.837,843(1984)(“ifthestatuteissilentorambiguouswithrespecttothespecificissue,thequestionforthecourtiswhethertheagency’sanswerisbasedonapermissibleconstructionofthestatute”);

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Theidealawcanbereducedtocomputerscienceseemsinherentlyformalist,

indeeditseemstoconceiveoflawasalmosta“broodingomnipresenceinthesky.”57

ItisreminiscentofDeanLangdell’s“legalscience,”whichheldthat“lawcanbe

reducedtoasetoffirstprinciples,ontheorderofmathematicalaxioms,andthatby

theuseofdeductivemethod,theseprinciplescanyieldallnecessary

consequences.”58ItisalsocomportswithPierreSchlag’sdescriptionoftheGrid

Aesthetic,wherein“lawispicturedasatwo-dimensionalareadividedinto

contiguous,well-boundedlegalspaces.”59

ButasSchlagnotes,“toevenposetheproblemoflegalchangeisalreadyto

weakenthegrid.”60OpposingthegridaestheticistheEnergyAesthetic,which

“leavesthestasisofthegridbehind,”suchthat“lawandthelegalprofessionareon

themove.”61AsSchlagexplains,theoppositionofthegridaestheticandtheenergy

seealsoUnitedStatesv.MeadCorp.,533U.S.218,229(2001)(explainingthatwhenChevronapplies,areviewingcourt“isobligedtoaccepttheagency’spositionifCongresshasnotpreviouslyspokentothepointatissueandtheagency’sinterpretationisreasonable”).56BrianG.Slocum,TheImportanceofBeingAmbiguous:SubstantiveCanons,StareDecisis,andtheCentralRoleofAmbiguityDeterminationsintheAdministrativeState,69MD.L.REV.791,836(2010).57Cf.GrantGilmore,LegalRealism:ItsCauseandCure,70YALEL.J.1037,1037-38(1961)(“Legalrealismmaybeviewedasanelaboratecommentaryonanattitudetowardlawsymbolizedbythefigureofthatmasterofepigram,JusticeHolmes.Thelifeofthelaw,Holmestoldus,hasnotbeenlogic;ithasbeenexperience.Andagain:thecommonlawisnotabroodingomnipresenceinthesky.”).58SeePeterLee,TheSupremeAssimilationofPatentLaw,114MICH.L.REV.1413,1419(2016)(quotingM.H.Hoeflich,Law&Geometry:LegalSciencefromLeibniztoLangdell,30AM.J.LEGALHIST.95,96(1986));EDWARDSTEVENSROBINSON,LAWANDTHELAWYERS67(1935)(“Thereisnottheslightestdoubtthatthecase-lawtheoryoflegaleducationwasamoveinthedirectionofanaturalscienceofthelaw.”).59PierreSchlag,TheAestheticsofAmericanLaw,115HARV.L.REV.1047,1051(2005).60Id.at1066.Seealso,id.at1065(“Itisanold,andapparentlypersistent,question:ifthecourtsaretofindbutnotcreatelaw,thenhowdoeslawchange?Foralawcastintheimageofthegrid,thisquestionisaesthetictrouble.Thegridisinert.Itdoesnotmove.”).61Id.at1070.

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aestheticiswellknownintermsoftheoppositionoflegalformalismversuslegal

realism.62Legalformalismisassociatedwiththegrid,inthatitdoesnottakeinto

accountlegalchangetotheextentthatlegalrealismdoes.

Interestingly,whilethereareformalistaspectstothesuggestionofrobot

judges,therearealsoaspectsthatechowhatmightbecalleditsopposite:Critical

LegalStudies.Theideathatthelegalsystemissobiased,indeterminate,andinept,

astowarrantautomatingthejudiciary,63seemsanextremelycynicalviewofthe

legalsystem.ThisisconsistentwiththelegacyofCriticalLegalStudies,whichwas

toleavebehindaseriesofcorrosivecritiquesaimedatproducingdisenchantment

withlawasnarrowlyunderstood.64Formalismoffersaverynarrowandtraditional

viewoflaw,whereasCriticalLegalStudiesperhapssuppliestheskepticismneeded

toremovehumansfromthesystem.LegalRealism,bycontrast,supplieswhatmight

becalledamiddlegroundrecognizingthehumanjudgmentnecessaryforthelegal

systemtofunction,butperhapsseeingvalueinhumanaspectsofthesystem.

TheprominentlegalrealistKarlLewellynhasderidedtheformalist“One

SingleRightAnswer”approach,explainingthatitmayhavethe“unhappyeffect”of

“drivingreadjustmentandcreationintotheunderground,whichnotonlydecreases

reckonabilitybutseriouslyhampersreasonedstudyandthoughtabouttherelative

valuesandcostsofanycompetingobjectivesandofthealwaysvariousavailableand

devisablemeasures.”65Disagreementsamongstjudgesasexplicatedviacircuit

splitsanddissentshavetheoppositeandbeneficialeffectofbringingthevarious

plausiblelegalchoicesoutintotheopen.

62Id.at1105.63SeeVolokh,68DUKEL.J.at1184(“wehumansdon’tsetthebarveryhigh”).64SeeTHEOXFORDINTERNATIONALENCYCLOPEDIAOFLEGALHISTORY298(StanleyN.Katzed.)(2009)(“TheLegacyofCLS:CLS[CriticalLegalStudies]leavesbehindaseriesofcorrosivecritiques–allaimedatproducingdisenchantmentanddisbeliefinlawasitisnarrowlyconstrued.”).65LEWELLYN,THECOMMONLAWTRADITION,supra,at25n.17.

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Whenthosearguingforartificialroboticlawspeakofenhancingconsistency

andaccuracy,66theyseemtobeoverlookingthefactthatnotallcaseshavearight

answer,andtheymayalsobeovervaluingconsistency.67Thelegaldisagreements

thatarisefromcircuitsplitsanddissentsmayactuallybebeneficialforsociety,in

thattheyengagethelegalcommunityinaprotractedthoughtfuldiscussionabout

varioussidesofimportantdebatesaboutlawandpolicy.68Replacingthis

communitywithamachinethatinstantaneouslyspitsoutarightansweruponthe

pressofabuttondoesnotseemwise,foradditionalreasonsthatwillbediscussed

furtherinthenextpart.

IV–LegalCommunity

Inourcurrentsystem,wehavemanyjudgesapplyingthelaw,andalthough

theyoccasionallydisagree,usuallytheyapplythelawinmoreorlessthesameway.

Thisisaredundancy,butredundancycanbeagoodthing.69Inthiscase,the

66SeeHuq,105VA.L.REV.at*40(“Ofcourse,evenwell-designedalgorithmictoolswillmakemistakes.Buttheadditionofahumanbackstoponamachinedecisionwilllikelyincreasetheoverallrateofinaccuratejudgments.”);cf.Casey&Niblett,92IND.L.J.at1419-20(“Aspredictivetechnologymakesiteasiertoautomatesuchregulatoryadvancerulingsandensuretheiraccuracy,theywillbecomeacommonmechanismfortheadoptionofmachinegeneratedmicrodirectives.”).67Cf.AmandaFrost,OvervaluingUniformity,94Va.L.Rev.1567,1574(2008)(“Ifthelowercourtsreachvariedbutreasonableconclusionsaboutthemeaningofafederalstatute,andthedifferencedonotcreatesignificantdisruptionorinequality,thentheCourtshoulddeclinetoresolvetheconflict.”).68SeeJOHNDEWEY,HOWWETHINK12(1933)(explainingthatreflectivethinking“involves(1)astateofdoubt,hesitation,perplexity,mentaldifficulty,inwhichthinkingoriginates,and(2)anactofsearching,hunting,inquiring,tofindmaterialthatwillresolvethedoubt,settleanddisposeoftheperplexity.”);seealsoDonaldJ.Kochan,ThinkingLikeThinkers:IstheArtandDisciplineofan‘AttitudeofSuspendedConclusion’LostonLawyers?,35SEATTLEU.L.REV.1,2-3n.5(2011).69SeeJohnM.Golden,Redundancy:WhenLawRepeatsItself,94TEX.L.REV.629,629(2016)(“Thepervasivenessoflegalredundancyhasatleastonestraightforwardexplanation.Redundancyhasmuchtooffer.”).

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redundancyhasvalueinthatitfostersacommunityofpeoplewithastrong

incentivetopayattentiontothelaw.70

Thebestwaytoseethevalueofthiscommunityistoimaginewhatwould

happenifitdidn’texist.Thatis,imagineaworldwherealljudgeswerereplacedby

robots.Ifallthejudgeswererobots,wewouldn’treallyneedhumanlawyers,forwe

couldalsohaverobotlawyers.Indeed,inVolokh’sargument,robotlawyerscome

beforerobotjudges.71Andifwedidn’thavehumanjudgesorlawyers,weprobably

wouldn’thavehumanlawprofessorsorlawstudentseither,(oratleastwewouldn’t

havenearlyasmany).

Robotlawmightbemoreefficient,butwewouldhavelostthecommunityof

peoplewhosejobitistopayattentiontothelaw,whichcouldbecomeaproblemif

thelawchanges,orifsomeoneinpowerchangesthelaw.72Whatwouldstop

someoneinpowerfromchangingthelawinwaysthatwerenotbeneficialto

society?True,thisalreadyhappenstosomedegree,butitcouldbeworse.Thelegal

communityisatleastpayingattentionandthatprovidessomedegreeofacheckon

thosewiththepowertochangethelaw.

Thelegalcommunityitselfcurrentlyplaysaroleinshapingthelaw,

spreadingpowerandsupportingthenotionthatweasasocietygovernourselves.

Judgesareresponsive(tosomedegree)tolawyers,whoareresponsive(tosome

degree)toclients,suchthatpowerisspreadthroughoutthelegalcommunityand

society.Thelegalcommunitymaythushelppromotethesensethatweasasociety

70SeeAnthonyD’Amato,Can/ShouldComputersReplaceJudges,11Ga.L.Rev.1277,1299(1977)(“Asecondcostwillbetorenderareasoflawuninteresting....Atpresent,manypeopleareimmediatelyinterested,whetherfinanciallyorfromateachingorresearchpointofview,inconflictsoflaws.”).71Volokh,68DUKEL.J.at1148-1151.72Cf.FRANKLINFOER,WORLDWITHOUTMIND:THEEXISTENTIALTHREATOFBIGTECH72(2017)(“Theproblemisthatwhenweoutsourcethinkingtomachines,wearereallyoutsourcingthinkingtotheorganizationsthatrunthemachines.”).

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havesomecontroloverthelawsthatgovernus;thatwearegoverningourselves

ratherthansubmittingto(orsimplyobeying)anoutsideauthority.73

Itmightbedifficulttoimaginethatapersonorgroupofpeoplewhoarenot

completelytrustworthycouldrisetopower,butthepossibilitycannotbe

completelydiscounted.Thelossofredundancyinswitchingfromhumanjudgesto

robotjudgescreatessomerisks,whichmaynotbeworththepotentialefficiency

gains.Althoughanythingbeyondanarroweconomicanalysisissometimesderided

as“deontological,”74theseriskspotentiallycreateveryrealnegativeconsequences,

suchthatcontinuingtoguardagainstthemcouldbeseenasutilitarian,as

utilitarianismcantakeintoaccountfactorsbeyondnarroweconomicefficiency.75

Totheextentthatthereisprivateintellectualpropertycoveringthecode

behindtheseAIjudges,theproblemsarecompounded.76Itisthusimportantthat,if

andtotheextentthatwedostarttoturnthelawintocode,attheveryleastthecode

mustbepublicandnotownedasintellectualproperty.Atleastifthecodeispublic,

thenlawyerstogetherwithcomputerscientistscanexaminethecode.Justasjudges

donotowntheopinionstheywrite,thejudgesthemselves,orthecodebehindthem,73Cf.YoungstownSheet&TubeCo.v.Sawyer,343U.S.579,646(1952)(Jackson,J.,concurring)(“oursisagovernmentoflaws,notofmen,and...wesubmitourselvestorulersonlyifunderrules”).74SeeVolokhat1163n.82(“Thisisaformofutilitarianism:Iaskwhatsortofjudginggivesustheresultswewant,notwhatsortofjudgingismostconsistentwithsomedeontologicaltheoryofhowjudgesshouldoperate.”).75Cf.StephaniePlamondonBair,RationalFaith:TheUtilityofFairnessinCopyright,97B.U.L.REV.1487,1490(2017)(“Ifconsiderationoffairnessisfaithbased,then,itisarationalfaith,becauseempiricalevidenceshowsthatfairnesspromotesutilitarianends.”);PeterLee,TowardaDistributiveAgendaforU.S.PatentLaw,55HOUS.L.REV.321,354(2017)(“Atafoundationallevel,theobjectiveofmaximizingsocialutilitycanrequireredistributionofresources,particularlygiventheprincipleofdiminishingmarginalutility.”).76Cf.SoniaK.Katyal,PrivateAccountabilityintheAgeofArtificialIntelligence,66UCLAL.REV.54,141(2019)(“ThefutureofcivilrightsinanageofAIrequiresustoexplorethelimitationswithinintellectualpropertyand,morespecifically,tradesecrets.”);JOSEPHRAZ,THEAUTHORITYOFLAW:ESSAYSONLAWANDMORALITY213(1979)(“Itisoneoftheimportantprinciplesofthe[ruleoflaw]doctrinethatthemakingofparticularlawsshouldbeguidedbyopenandrelativelystablegeneralrules.”).

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mustnotbeowned,assincethelawisbindingoncitizens,itmustremainfreeforall

toexamineandattempttounderstand.77

Oneaspectoflawisasharedwayofthinking.78Whenwesaythattheresult

inninetypercentofcasesisdeterminedbylawwhereasmaybetenpercentcouldgo

eitherway,whatwemeanisthatforthoseninetypercent,noreasonablejudgeor

lawyerwoulddecidetheotherway,butthisonlyworkstotheextentthatall

lawyersthinkinasimilarway.Thelegalcommunityprovidesaforumwhere

educatedpeoplecandebateissuesthatmatterinpublicinafairlycalm,formal,non-

emotionalway,(somethingvaluablethatseemstobesorelylackinginmostareasof

ourcurrentsociety).Onecouldthinkoflawthenasaformalizedsystemofdebate

andcommunication.Thisatleastsuggeststhatifwetakethehumansthatdothe

communicatingoutofthepicture,wemaylosesomethingimportanttoruleoflaw.

Weseemtohavesometendencyasasocietytoadoptnewtechnologies

beforetheyareentirelyready.79InVolokh’sargument,apanelofevaluators

77SeeBanksv.Manchester,128U.S.244,253(1888)(“Judges,asiswellunderstood,receivefromthepublictreasuryastatedannualsalary,fixedbylaw,andcanthemselveshavenopecuniaryinterestorproprietorshipasagainstthepublicatlarge,inthefruitsoftheirjudiciallabor....Thequestionisoneofpublicpolicy,andtherehasalwaysbeenajudicialconsensus...thatnocopyrightcouldunderthestatutespassedbyCongress,besecuredintheproductsofthelabordonebyjudicialoffiersinthedischargeoftheirjudicialduties.”).78Cf.PierreSchlag,SpamJurisprudence,AirLaw,andtheRankAnxietyofNothingHappening(AReportontheStateoftheArt),97GEO.L.J.803,828(2009)(“Whenonethinksofwhatlawyersmuststrivetodo–whichismainlyresolvedifficultdisputesandcontrolthefuturethoughdocumentarywritings–certainthingsemergeascrucialtotheirwork.Oneisthattheyspeakandthinkinacommonlanguage....Totheextentthat‘alllawyersthinkalike,’theycanwithsomecertaintypredictwhatotherlawyerswilldo–bothinlitigationandintransactionalcontexts.Thisisarguablysociallyuseful.”);BANJAMINN.CARDOZO,THENATUREOFTHEJUDICIALPROCESS35(1921)(“[T]hejudgmentofthelawyerclass,willspreadtoothers,andtingethecommonconsciousnessandthecommonfaith.”).79Cf.DaisukeWakabayashi,Self-DrivingUberCarKillsPedestrianinArizona,WhereRobotsRoam,THEN.Y.TIMES(Mar.19,2018);ClarkD.Asay,ArtificialStupidity,61WILLIAM&MARYL.REV.at*4(forthcoming2020)(“despitetheincessanthypeaboutandevergrowingusesofAI,manyAIexpertslamentalackofanyrealprogressin

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initiallyselecttherobotjudgeorjudges.Theevaluatorsaresupposedlyexperts,but

onceweturnthelawovertomachines,ourcommunityoflegalexpertswillshrink

andtheneventuallyvanish.Ourlawmuscles,asasociety,willatrophy.80Inother

words,Volokhandthosemakingsimilarargumentsseemtoignorethecostoftheir

proposalintermsofthelossofhumanexpertise.81Canwebesurethatthelaw

machines,justbecausetheywerechosenascompetentataninitialpointintime,

willremaincompetentwithchangingsociety?Oncewehavelostthecommunityof

experts,whowillkeepaneyeonthelawmachinestomakesure?

V.SeparationofPowers

Theimportanceofjudicialindependenceforruleoflawwasrecognizedin

theDeclarationofDelhi,“promulgatedin1959byaninternationalcongressof

juristsconsistingof185judges,practicinglawyersandteachersoflawfrom53

countries.”82TheDeclarationitselfstates:“AnindependentJudiciaryisan

indispensablerequisiteofafreesocietyundertheRuleofLaw.Suchindependence

impliesfreedomfrominterferencebytheExecutiveorLegislativewiththeexercise

ofthejudicialfunction.”83CanAIjudgesreallybesaidtobeindependent?Cansuch

robotsserveasasignificantcheckontheothertwobranches?Volokh’scondition

foradoption,demonstration(viatheModifiedHenrytest)thattherobotscanwrite

persuasiveopinions,doesnotseemtoprovideanyreasontoanswerthesequestions

theAIspace”);BrianSheppard,IncompleteInnovationandthePrematureDisruptionofLegalServices,2015MICH.ST.L.REV.1797,1802(2015)(“Whenadisruptionoccursbeforeallofthecorefunctionsofanindustryhavebeeninnovated,thereisariskthatthisIncompleteInnovationwillforcetheun-innovatedcorefunctionstobecomescarceordissaprear.”).80Cf.NICHOLASG.CARR,THESHALLOWS:WHATTHEINTERNETISDOINGTOOURBRAINS(2010);BRETTFRISCHMANANDEVANSELINGER,RE-ENGINEERINGHUMANITY(2018)(questioningwhetherartificialintelligenceisincreasinglyencouraginghumanstobehavelikemachines).81Cf.BodumUSA,Inc.v.LaCafetiere,Inc.,621F.3d624,633(2010)(Posner,J.,concurring)(“judgesareexpertsonlaw”).82LukeK.Cooperrider,TheRuleofLawandtheJudicialProcess,59MICH.L.REV.501,502(1960).83SeeCooperrider,59MICH.L.REV.at502.

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intheaffirmative.Justbecauseamachinecanwriteapersuasiveopinion,that

doesn’tmeanitisservingasanindependentcheckontheothertwobranches,asthe

“ThirdBranch”issupposedtodoinourgovernmentofseparationofpowers.84

ArticleIIIoftheU.S.Constitution,ofcourse,vestswiththecourtsthejudicial

power,whichextendsto“cases”and“controversies.”85AstheSupremeCourthas

explainedthisrequirement“isnotjustanemptyformality,”rather,it“preservesthe

vitalityoftheadversarialprocess,”suchthatthelegalquestionspresented“willbe

resolved,notintherarifiedatmosphereofadebatingsociety,butinaconcrete

factualcontextconducivetoarealisticappreciationoftheconsequencesofjudicial

action.”86Thisexplanationseemstoimplicitlyrecognizethatcourtsdoexercisean

importantlawmakingandpolicymakingfunctionwhentheyinterpretthelawsoas

toresolvelegalquestions,focusingontheimportanceofsuchinterpretationtaking

placeinthecontextofconcretefactualdisputes,asrequiredbytheConstitution.

Theevaluators’choiceofAIrobotjudgescouldbeseenasrunningafoulofthis

requirement,asitwouldnottakeplaceinthecontextoftheactualdisputesthatthe

robotswouldlaterbedeciding.

Additionally,itisnotclearthatdecision-makingbyAIitselfwouldcomply

withthiscaseorcontroversyrequirement.WhenexactlyistheAIcodemakingits

decision?Hasitalreadymadeitbeforethecase?Onecouldarguethatthedecision

ismadewhenthemachineisprogrammed,inwhichcase,thedecisionwouldnotbe

madeinthecontextofanactualcaseorcontroversyasrequiredbyArticleIII.

84SeeCityofArlingtonv.FCC,569U.S.290,327(2013)(Roberts,J.,dissenting)(discussingthe“obligationoftheJudiciarynotonlytoconfineitselftoitsproperrole,buttoensurethattheotherbranchesdosoaswell”);YoungstownSheet&TubeCo.v.Sawyer,343U.S.579,597(1952)(Frankfurter,J.,concurring)(“Thejudiciarymay,asthiscaseproves,havetointerveneindeterminingwhereauthorityliesasbetweenthedemocraticforcesinourschemeofgovernment.Butindoingsoweshouldbewaryandhumble.SuchistheteachingofthisCourt’sroleinthehistoryofthiscountry.”).85SeeU.S.CONST.ART.IIISec.1,2.86Massachusettsv.EPA,549U.S.497,517(2007)(quotingLujanv.DefendersofWildlife,504U.S.555,581(1992)(Kennedy,J.,concurring)).

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Indeed,thecomputercodeprogrammingtheAIjudgescouldbeseenasan

incrediblydetailedstatute(or“code”),87onethatpre-answersallpossiblequestions,

(albeit–orevenworse–inablackboxwaythatnoonereallyunderstands).88This

mightseemappealingincertainways,butitisimportanttorecognizethatitdoesin

asignificantsenseeliminatetheroleofthejudiciaryasanindependentbranch.

AlthoughseparationofpowersisnotexplicitlyintheConstitution,itis

consideredtobeimplicitinanumberofprovisions,includingthevestingclauses

vestingeachofthethreebrancheswithcertainresponsibilities.89InGregoryv.

Ashcroft,theSupremeCourtdiscussedtheimportanceofthe“constitutionally

mandatedbalanceofpower,”tochecking“abusesofgovernmentpower,”by

preventing“theaccumulationofexcessivepowerinanyonebranch,”soasto

“reducetheriskoftyrannyandabuse.”90

Indeed,accordingtoJusticeGorsuch,“[o]neoftheabusesofroyalpowerthat

ledtotheAmericanRevolutionwasKingGeorge’sattempttogaininfluenceover87Cf.Gilmore,70YALEL.J.at1043(“A‘code,’letussay,isalegislativeenactmentwhichentirelypre-emptsthefieldandwhichisassumedtocarrywithinittheanswerstoallpossiblequestions:thuswhenacourtcomestoagaporanunforeseensituation,itsdutyistofind,byextrapolationandanalogy,asolutionconsistentwiththepolicyofthecodifyinglaw.”).88Asay,61WILLIAM&MARYL.REV.at*29(“becauseofthelackoftransparencysurroundingAIsystemsinanumberofimportantindustries,somescholarshavecomplainedthatsuchAIsystemsarea‘blackbox’”)(citingFRANKPASQUALE,THEBLACKBOXSOCIETY(2015)).89See,e.g.,SapnaKumar,PatentCourtSpecialization,104IOWAL.REV.101,118(2019)(“Theterm‘separationofpowers’doesnotappearintheConstitution,butisinsteadinferredfromthedividingoflegislative,executive,andjudicialpowerintoseparateArticles.”)(citingBuckleyv.Valeo,424U.S.1,124(1976);MichaelC.Dorf&CharlesF.Sabel,AConstitutionofDemocraticExperimentalism,98COLUM.L.REV.267,439-40(1998)).90Gregoryv.Ashcroft,501U.S.452,458-59(1991)(alsodiscussingtheimportanceoffederalismandhowthedividingofpowerbetweentheFederalGovernmentandtheStatessimilarlypreventsabusebyproviding“doublesecurity”)(quotingJamesMadison,FederalistNo.51at323(“InthecompoundrepublicofAmerica,thepowersurrenderedbythepeopleisfirstdividedbetweentwodistinctgovernments,andthentheportionallottedtoeachsubdividedamongdistinctandseparatedepartments.Henceadoublesecurityarisestotherightsofthepeople.”)).

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colonialjudges.”91JusticeGorsuchhasrecentlyexplainedthat“whenpoliticalactors

areleftfreenotonlytoadoptandenforcewrittenlaws,butalsotocontrolthe

interpretationofthoselaws,”thereisarisktoruleoflaw.92Thefounderssoughtto

guardagainstthisriskbyprovidingprotectionstothejudiciary’sindependence

suchaslifetenureforjudgesandaprohibitiononreducingjudges’compensation,so

thatthejudiciarycould“interpretthelaws‘freefrompotentialdominationbyother

branchesofgovernment.’”93Onecouldtrytoarguethatrobotjudgeswouldbe

independentlyapplyingthelaw,butwhensuchrobotscanbereprogrammedbythe

otherbranches,theirindependencedoesnotseemparticularlyrobust.Andsuch

reprogrammingwouldhavetobepossibletoallowforchangeswhenCongress

passesanewlaworchangesthelaw.

InGregory,theCourtalsocandidlyrecognizedtheimportantpolicymaking

rolethatjudgesplay,particularlyinthecommonlawcontext,quotingJustice

Holmes’statement:

Theveryconsiderationswhichjudgesmostrarelymention,andalwayswithanapology,arethesecretrootfromwhichthelawdrawsallthejuicesoflife.Imean,ofcourse,considerationsofwhatisexpedientforthecommunityconcerned.Everyimportantprinciplewhichisdevelopedbylitigationisinfactandatbottomtheresultofmoreorlessdefinitelyunderstoodviewsaboutpublicpolicy;mostgenerally,tobesure,underourpracticeandtraditions,theunconsciousresultofinstinctivepreferencesandinarticulateconvictions,butnonethelesstraceabletoviewsofpublicpolicyinthelastanalysis.94

91Kisorv.Wilkie,588U.S._,slipop.at*22-23(2019)(Gorsuch,J.,dissenting)(citingDeclarationofIndependence¶11).92Id.at*23(quotingPalmorev.UnitedStates,411U.S.389,412(1973)(Douglas,J.,dissenting));seealsoOilStatesEnergyServices,LLCv.Greene’sEnergyGroup,LLC,138S.Ct.1365(2018)(Gorsuch,J.,dissenting).93Kisor,588U.S._,slipop.at*24(Gorsuch,J.,dissenting)(quotingUnitedStatesv.Will,449U.S.200,218(1980));seealsoTheFederalistNo.81,at482(A.Hamilton).94Gregory,501U.S.at466(quotingOLIVERWENDELLHOLMES,THECOMMONLAW35-36(1881)).

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Inconcurrence,JusticeWhite(joinedbyJusticeStevens),agreedthatthe

“quotationfromJusticeHolmes”was“aneloquentdescriptionofthepolicymaking

natureofthejudicialfunction,”andalsoquotedJusticeCardozo’sstatement:

Each[common-lawjudge]indeedislegislatingwithinthelimitsofhiscompetence.Nodoubtthelimitsforthejudgearenarrower.Helegislatesonlybetweengaps.Hefillstheopenspacesinthelaw...Withintheconfinesoftheseopenspacesandthoseofprecedentandtradition,choicemoveswithafreedomwhichstampsitsactionascreative.Thelawwhichistheresultingproductisnotfound,butmade.95

Althoughthepolicymakingchoicesmadebyjudgesare,inJusticeHolmes’

ownadmission,tosomeextent“instinctive”and“inarticulate,”theydoatleastarise

throughtheconsideredlegaladversarialprocessasrequiredbyArticleIII,andare

importantpreventingtyrannythroughseparationofpowers.Noonepolicymaker

canbeexpectedtobeperfect,andoursystemofspreadingpoweramongstmultiple

actorswithdistinctrolesisanimportantaspectofruleoflaw,96whichseemstobe

overlookedbythosearguingforamovetowardsrobotjudges.97

Theseseparationofpowersconcernsmakemachinedecision-making

particularlyproblematicinthejudicialbranch.Althoughsomemachinedecision-

makingisalreadybeingdoneintheexecutivebranchortheadministrative

agencies,98thisdoesnotseemasproblematic.Onewayofthinkingaboutthe

95Gregory,501U.S.at482(White,J.,concurring)(quotingBENJAMINCARDOZO,THENATUREOFTHEJUDICIALPROCESS113-115(1921)).96Cf.MASSACHUSETTSCONSTITUTION,ArticleXXX(“Inthegovernmentofthiscommonwealth,thelegislativedepartmentshallneverexercisetheexecutiveandjudicialpowers,oreitherofthem:theexecutiveshallneverexercisethelegislativeandjudicialpowers,oreitherofthem:judicialshallneverexercisethelegislativeandexecutivepowers,oreitherofthem:totheenditmaybeagovernmentoflawsandnotofmen.”)(emphasisadded).97Cf.FrankPasquale,ARuleofPersons,NotMachines:TheLimitsofLegalAutomationat*48(2018)(“Thelegalfuturists’partialvisionofeconomicprogressreflectsasimilarlyincompletenormativeaccountoftheruleoflaw–onethatasksbothtoomuch,andtoolittle,oflegalinstitutions.”).98SeeEmilyBerman,AGovernmentofLawsandNotofMachines,98B.U.L.REV.1277,1280(2018)(“Givenitsutility,itisnotsurprisingthatgovernmentdecision-makers

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executivebranchisthatitisentirelyaccountabletothepresidentanyway,99soifthe

presidentchoosestodelegatetomachinesratherthanhumans,thatisseeminglyhis

orherprerogative,oratleast,itdoesn’traiseseparationofpowersconcerns.

Theunitaryexecutivetheoryisofcoursedisputed,100butthisisnottheplace

togetintothatdispute.Mypointhereisthatevenassumingarguendothatitisok

forexecutivedecision-makingtobecentralizedinartificialintelligence,itisnot

appropriateforthejudicialbranch,asitwouldoverlookthepolicymakingroleof

thatbranchanditsimportanceinmaintainingseparationofpowersbyservingasan

independentcheckonaccumulationoftoomuchpowerintoofewhands.101

seektoharnessmachinelearning’spredictivepowerforpublic-sectoruse.Thesetoolsalreadyhavemadesignificantinroadsinthecontextsofnationalsecurityandlawenforcement.”).99See,e.g.,Myersv.UnitedStates,272U.S.52,135(1923)(“TheordinarydutiesofofficersprescribedbystatutecomeunderthegeneraladministrativecontrolofthePresidentbyvirtueofthegeneralgranttohimofexecutivepower,andhemayproperlysuperviseandguidetheirconstructionofthestatutesunderwhichtheyactinordertosecurethatunitaryanduniformexecutionofthelawswhichArticleIIoftheConstitutionevidentlycontemplatedinvestinggeneralexecutivepowerinthePresidentalone.”).100See,e.g.,Humphrey’sExecutorv.UnitedStates,295U.S.602(1935)(“ButinthecaseofanofficesuchastheFederalTradeCommission,thenatureofwhichisnotpolitical,thefunctionofwhichisquasi-judicialandquasi-legislative,inordertosafeguarditsindependenceofpoliticaldominationitisnecessaryandpropertoenactlegislativestandardswhichthePresidentmustfollow.”);Morrisonv.Olson,487U.S.654,687(1988)(“ContrarytotheimplicationofsomedictainMyers,thePresident’spowertoremoveGovernmentofficialssimplywasnotall-inclusiveinrespectofcivilofficers”).101SeealsoAndrewC.Michaels,AbstractInnovation,VirtualIdeas,andArtificialLegalThought,14MAR.J.BUS.&TECH.L.1,32(2019)(“itcouldbecomeaveryseriousproblemifsomeuntrustworthygroupofpeopleweretogaincontrolofthelawmachine,andstartchangingitscommandsfortheirownbenefit”).AsIhavenotedbefore,distributedledgerorblockchaintechnologymayhavesomepotentialformitigatingsomeofthecentralizationofpowerconcerns.Seeid.atn.134(citingMichaelAbramowicz,Cryptocurrency-BasedLaw,58ARIZ.L.REV.359(2016)).

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Conclusion

Replacingjudgeswithrobotswouldentaildrasticchangestolawasweknow

it,anditisnotatallclearthatthechangeswouldbeforthebetter.Whythen,

shouldwedoit?Volokhandothersofferthreeprimarybenefits.Thefirstisthatit

wouldbecheaper.102Butcomparedtotheamountofmoneythatwespendonthe

military,ortaxbreaksforthesuperrich,thejudiciaryreallyisn’tthatexpensive,103

anditseemslikemoneywellspentinpreservingtheruleoflaw.Efficiency

argumentsdonotadequatelynotaccountfortheincreasedriskduetothelossof

redundancy,nordotheyanswertherelatedseparationofpowersconcerns.104

Indeed,efficiencyisnotalwaysparamountinruleoflaw,forasJusticeBrandeishas

explained,the“doctrineofseparationofpowerswasadoptedbytheConventionof

1787nottopromoteefficiencybuttoprecludetheexerciseofarbitrarypower.”105

102SeeVolokh,68DUKEL.J.at1139n.10(“Insomecontexts,ofcourse,automationmaybebetterevenifit’snotaseffective–forinstance,itmaybecheaperandthusmorecost-effective.Butifit’scheaperandatleastaseffective,thenitwouldbeprettyclearlysuperior.”);Huqat*37(“Rightnow,thedemandforhumanreviewintheteethofitslikelycostsandavailablealternativeresponses,mightseemlittlemorethananaestheticpreferenceaboutthemannerinwhichoneinteractswithstateactors.Iamnotsurethatisenoughtogetarighttohumandecisionofftheground.”);Casey&Niblett,92IND.L.J.at1403(“Anewformoflaw,themicrodirective,willemergetoprovideallofthebenefitsofbothrulesandstandardswithoutthecostsofeither.Thesemicrodirectiveswillprovideexantebehavioralprescriptionsfinelytailoredtoeverypossiblescenario.”).103CompareADMINISTRATIVEOFFICEOFTHEU.S.COURTS,THEJUDICIARYFISCALYEAR2019CONGRESSIONALBUDGETSUMMARYat5(2018)(“Thejudiciary’sappropriationrequestforfiscalyear2019totals[$7.863Billion]”);withOFFICEOFTHEUNDERSECRETARYOFDEFENSE(COMPTROLLER),NATIONALDEFENSEBUDGETESTIMATESFORFY2020at1(2019)(showing$685BillionDODDiscretionaryBudgetAuthorityfor2019);andJOINTCOMMITTEEONTAXATION,MACROECONOMICANALYSISOFTHE“TAXCUTANDJOBSACT”ASORDEREDREPORTEDBYTHESENATECOMMITTEEONFINANCEONNOVEMBER16,2017at7(2017)(estimatinganetlossofover$1trillionoverfiscalyears2018-2027).104SeePartIV,supra;cf.OilStatesEnergyServs.,LLCv.Greene’sEnergyGrp.,LLC,138S.Ct.1365,1380(2018)(Gorsuch,J.,dissenting)(“Ajudicialhearingbeforeapropertyinterestisstrippedaway...canslowthingsdown.Buteconomysuppliesnolicenseforignoringthese–oftenvitallyinefficient–protections”).105Myers,272U.S.at293(Brandeis,J.,dissenting).

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ThesecondreasonproponentsofAIofferisabitmorecompelling;itis

basicallythatAIwouldbemoreconsistentandmightthusbelessbiased.106Of

course,therecouldalsobebiasbuiltintotheAI,butevenassumingthattheAI

wouldbebetterthanhumansonthisscore,itstilldoesn’tdoanythingtoaddressall

oftheconcernsabove.Thebetterwaytodealwithbiaswouldbeforhumanjudges

toworkonbecomingmoreawareofitandcompensatingforit,orbetteryet,to

diversifythejudiciary.Diversifyingthejudiciarywouldalsohavesupplementary

powerspreadingbenefits,spreadingpowertoamorediversecohortofjudges.

Anotherwaytodealwithbiasmightbetoreducejudicialdiscretioninsituations

(suchasperhapscriminalsentencing)wheretheeffectsofbiastendtobe

particularlyacute.107Biasinthejudiciaryisaproblem,butautomatingthejudiciary

isanoverbroadandinappropriatesolutiontothatparticularproblem.

Thethirdreasonisthatthelowercostoflegalserviceswillimproveaccessto

justice.108Totheextentthatrobotsareabletosuccessfullyreplacesomelawyers

(withoutreplacingjudges),thisismoreacceptableasitwouldlowerthecostoflegal106SeeVolokh,68DUKEL.J.at1140(“Andbecausesuchaprogramisalsolikelytobemuchcheaper,quicker,andlesssubjecttocertainformsofbias,itpromisestomakethelegalsystemnotonlymoreefficientbutalsofairerandmoreaccessibletopoorandmiddle-classlitigants.”);Huqat*6(“machinedecisionsareoftencapableofclassificationwithasmallernumberoffalsepositivesandfalsenegativesthanhumans,andhavethepotentialtoactwithfewerdistortingbiases”);Casey&Niblett,92IND.L.J.at1410(“Andthelawswillbehighlycalibratedtopolicyobjectiveswithnochanceofjudgesintroducingbiasorincompetence.”);seealsoBenjaminAlarie,AnthonyNiblett,&AlbertH.Yoon,RegulationbyMachineat4(2016)(availableat:https://ssrn.com/abstract=2878950)(“Inaworldwheretaxpayersreceiveinstantaneousrulingsfromregulators,thealgorithmisthelaw.Thisnewformoflawischaracterizedbygreaterconsistencythanregulatorsandcourtscouldpreviouslyoffer.Thebiasesofregulators,adjudicators,andjudgesarewashedaway,furtherreducinglegaluncertainty.”).107Cf.Berman,98B.U.L.REV.at1283(arguingthat“governmentactorsshouldexploitthebenefitsofmachinelearningwhentheyenjoybroaddiscretioninmakingdecisions,whileeschewingthetoolfordecision-makingwhengovernmentdiscretionishighlyconstrained”).108SeeVolokh,68DUKEL.J.at1147(“Realistically,theonlywaywearelikelytosharplyincreaseaccesstoexpensiveservices,suchaslawyering,isthroughtechnology.”);cf.Alaireet.al.,supra,at*1(“machinelearningcanpredicthowcourtswoulddecidelegaldisputesmorecheaplyandaccuratelythanhumanregulators”).

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services.Thuswecouldreceivetheaccesstojusticebenefitswithoutreplacing

judges.Andaslongaswestillhavehumanjudges,therewillstillbeaneedforat

leastsomehumanlawyers,sothehumanlegalcommunitywillstillexist.

Thustotheextentthereareadvantagestorobotjudges,theadvantagesare

limitedandareoutweighedbythemajordisadvantages,suchthattheadvantages

canbebetterachievedinotherways.Why,then,shouldwereplaceourArticleIII

judgeswithAIrobots?Theanswerissimple:weshouldn’t.