一场转型两种视角：AI+应用、隐形工作与组织变革的人性维度+Two+Views+of+the+Same+Transformation

andgenerativeAlarereshapingworkfroorganizationalandhumanhigherexpectationssuchasincreasingtimespentvalidatingAloutputs,tranandperformingtheglueworknecessarytomakeicoordinationandemployeetrainingtotheemotionalandrelatithroughchange.ThisvalidationandenablementworksuccessfulorganizationalchangearoundAltransformation,butdescriptionsandperformancereviews.Participantsinouenablementlaborassometimesfallingdisproportionatperforms(andreceivescreditfor)theworkoforganizationaevaluatedAladoption,executivesregularlydefaultedtousathatlargelyexcludetheworkofvalidation,translation,mentoring,coordination,andmanagingteamanxieties.Someexecutivesquestionmentoring,knowledgetranManyoftheveryskillsetsexecutivesexprealbeitofteninvisibly,bytheorganizationallayerofmidbeginningtoquestion.OrganizationsmaymetricsthatfailtocaptmeasurementsystemwillinevoneofthequestionsthatspurredthiimplementingandexperiencingtheirdeciParticipants'visionsofwhatabetterAlatheyprioritized,whichwasagency.TheydescribedthecharacteriswithgainsreturnedtoworkersastimerathertchoicesaboutwhichpointsofhumancontactshfailandlearnasamechanismfordevelopingdMeganMcDermott(UniversityofBraintrustFoundingMemberandandawaveofworkforcerestructuringframedasorganizational“redesign”havecoincidedwithgrowingsworkerrights,accountatechnologicalchange.TheseshiftsalsorthatremaininvisibleonorganizdirectingtransformationandthoseexperreshapingworkplacescurrentlyimThefirstworkshopbroughttogether45mid-levelworkersacrossdiverafulldayofconversation,movingthroughthreesessiThesecondsessionturnedtoparticipants'personalexperiencesofthosechanThedayclosedwiTheaimofthefinalsessionwatradeoffs,andimaginepracticalThesecondhalf-dayworkshopexploredhoperiodofrapidtechnologicalchange,andconsistsessionexaminedhowtechnologytrend,butasaseriesofprhoworganizationsdecreadinessinpracticmissing.Thesecondsessionshiftedfromorganizationaldeleadersarenavigatingtensionsbetweaccountabilityshouldlsuccessfulimplementation,butforandtothepeopleprofessionalidentity,andjob-reabouttheirlivedexperiences,andfarlessoftenindiscmanagement.Mid-levelparticipantstendedtoremaininthelanguageofdiscussvulnerabilityuncvisibleinconversationsaboutAlbutalsoontheposiwaypeoplediscusschange,whileindividualcomfortwithvulnerabilityreflectionmayfurtherinfluencewhattheyarewimethodologically:askiThefindingsbelowbeginwithhumanadaptation.Acrossbothcohortadoptionandimplementationhumanstofocuson“moreimportant”tasksInmostdescriptionsoftheiroraanizatunclearastowhat“accforceswithvaryinglevelsofauthoefficiencyinserviceofincreasedproducthasnowbecome“chunked”aroundAlusenow“20%[thinkingwork]beforeAl,output]).”validating,editing,andorchestratingAl-gener“peerreview”Al-producedoutput,anmanagingyoung,overconfidentwjudgment?”andreportedquestidecisionswiththeamouhandleday-to-dayAl-assistedwork.Manymid-levelpardecidedwhatandhowtoadoptAlinoutcomes,andwhetheroutcomeora“jobwelldone”,workplaceculture-orhasled,formanyinoverownershipoverAl-assistedorAl-generatedworkproducts.Thicompoundedbyparticipants'voftenexpectedtotrustwithoutusystems'potentiallimitationstheircurrentworkload,withoutadeqsubsequentreputationalbacklash)alsosharedaJune2026newsstory(notaworkenvironmentwhere,eitherimplicitlyorproduce.”thresholdsforquality,andundeterminedimplicationsfquestioninghadsimplybecomenormalizeeverythingallthetime.”described“TikTokification”ofengagementatparticipantsexpressingtheyandtheincreasinglyonlysuperficiallyreadingorskinsteadofengagingdacutelywhenpeoplebelievetsummariesofotherAl-short-formvideos,participaneedingtoengagein“endlessproduction.towardspeedandproductivity,with“goodenough”becomingtSeveralgroupsobservedthatwhenorganizationsrou60%ofexpertquality,theyefParticipantssharedtheybelievetThedownstreamimpactsofwhatagrowingThedownstreamimpactsofwhatagrowing“goodenough”signalsforworkqualityandvalueovertimeareundetermined,butworkshopattendees,ptowork,expertise,craft,andprofessionalidentity.Onenoted,"IfClaude's“60%”isgoodenovalued,what,then,ismyrela“Peopledon'tknow“Yourskills“Ican“IcanfeeltheusingAI.”takingtimeisagoodthing…”“Noonecried“Noonecriedwhenbusiness!”transformations'effectsonworkplacofwhatAladoptiondecisionsintheirorganizationswtofeelingsofjobprecExecutivesframedAlengagement,adoption,andintegmuchofthetime,witmanagementissue.Thispromptedforexamplesofthemetricsusedtoevalutoanarrowersettool,ideallyeffectivcombinationofthetwoframedminorityofexecutiveparticipantsarticulatedwaystheirorganiAladoptiondecisionsbeyondusageorproductivity,butunderstandthestrengthsandlimitaroundcompanypolicyonAluframedthispragmatically:“Wehavetostartsomewhere.”Whethertheemphasisonproductivityassynonymouswithsuccess,orsmeasuredwentusurfacedmoreexplicitlyamo“notunderstandingtheimplications”ofwhatthisincentivizesandhoverynature,oftenproquality,timeliness,efficiency,effectiveness,innovation,autonomy,customerorstakehoproductivitycitedinthisworkshopmchangesindownstreamreviewandvalidatilonger-termorganizationalvalue.See,e.g..Ramírez.Yuri&Nembhard.David.(2004).MeasuringknowledgeworkAlzate&JaimeGiraldo-García&DiógenesRamírez-Ramírez,2021."Productiwork:literaturevspractice,"InternationalJournalofProductiviPublishingLimited,vol.71(7)Measurementsofworkplaceproductivityintheoffspecificstrategy.Secondly,seMiddlemanagementasablocinefficientorganizationallayerripeforAl-pressaspartofthe“greatworriedabouttheerosionofmentorship,skilldevelopment,institutionalknvalidation.Technicalvalidation,themostcited,typicallyreferstheworkaroundvalidatingAlattendees,thisworklargevalidation.Technicalvalidatoutputsforaccuracythosefromresearchorregulatednoted,“SignificantlymoreQA/QC[QualityAssurancsettingguidelinesandguardrailsaroundAluseandverifyingtdescribedvalidationworkasunsatisfyingandunfulfillreportedasmost“demoralizing”fobeencarefullyhoasignificantshiftforparticipantstobroaderknowledgeworsignificantpartoftheirwworkload.Asworkprocesseschange,participantsbelievethattheirworkloadsareincreasinglyjudgedbyvisibleoutputsworkthathasbeenexpande“WhenAlproducessomewhereelse?Didlthings.”workers'expressed“need”toverifyAloutputsforquality,tone,appropriateness,andalsotheextralaborpartlaborprovidedwasthetimespenteditingemailssotheywhilesimultaneouslyneedingtonavigatetheassociatedtrustingAloutputs,trusothers,withonelamentingtheywe“I'mbabysittingslop.”workerstohelptrain,socialize,orotherwisefa“gluework”,andyetparticipanperformancereviews,ancriticalityofthisworktomanareportedthatintheirorganizations,womfrustrationthatthesetasks,fromstartups,orsmallerorlessmatureorganizatouseAlbutwhoarenottraquestionsaroundwhattypeofexpertiseisexpertiseisstilWhat,orwho,getsrewardeMuchlikethegrowthofvalidationasaworkstreamcriticalhumancontribumeasurementsystemsorrecognizedbythcriticalpartsoftheknowledgeproductionlifecycleconceptualization,interpretation,workflowdesign,andjudgment.Thisraisedqcohortsabouthoworganizationswillweighthevalueversusgeneralistsoveraroundhowthe“democratization”ofknowledgeandinsi[fromAl]together.”typicallyincludingcriticalthinking,collaboration,effectivecommunications,creativity,problemagents,butparticipantsacmeasuring,incentivizing,valuing,orrewardingthedemonstrationofthoseskillsthroughpractice,obsConcernsoverdistributeddeskillina(organizationalintelligenceandresilienceoverconstitutedoneoftheonlyareaswhereexecutivesexpressedgenuinefrecognizingitsrelevancetoeverythingworkforcehiringpipelines.Leadediminishmentoftraditionalentry-leveljobsmayimpactlong-teriswheretheconversationended.Theyagreedthatinthlearningbydoing,whichincluddescribedashiftintheirpersmoretowardsevaluatingbehavioralorientations.Thesecuriosity,comfortwithambiorganizationsmaybehiringcommitmentsorboundariestoorientemployeeswithinthatambiguiadaptabilityinthosetypesofworkplacesrisksconfltoaccommodatewhateverchangetheorganizationchoosestovaluablepreciselybecausetheyenableemployeestoprinciplesorguardrails,theseslowingdownisthemorevalua“Youhaveto“Youhavetobeoftheiremployees'timSeveralparticipantsdescribedleadersattheirorganformsofAl-enabledproblemsolvingfortasksthatsoftwareorrelyingonengineeringorproempowering,asAlcouldgivethemgreaterautonhavingtorequestorwaitforspeciauseotherAltoolscanitselfrequiresubstunreliableoutputsorcrewithoutcorrespondingincreasesintime,training,orsupport.ParticipantsquestionedInindustry-specifictakes,sevenormsaroundAlusagtomandatoryjusttokeepup.Participantstalkedaboutfeincentives:academiatalkedaboutthisindepth.Grief,self-doubt,anxiety,lossofpridewereprevalentthemes.Representativesfromthefieldsofjournalism,frustrationanddespairjudgment,care,context,orpracticedskillofsomeonedemonstratingtheircraft.Conversely,anprocess,"whileothersdessupported,forexampleallowingthemmoretimeforacknowledgement”,whichatleasInsomeareas,particularlyconself-doubt,executivresponsibletechnologyto5.0UnevenImpactsandtheUnevenWemployeesweregrantedClaudeaccounts,callingClaudeandorganizationalmaturity,adoptionandimplementgeneralpurposechatbotssomlow-resourcelanguagesorculturalcontexwhentheydescribedtstructurallimitationsintheForcreativeworkers,theperceiveddevaluationofccreativewriters,lessonwritersandeduofwhomnoted,“Alisfwhichoverlookstheinvisible,trwouldn'tcatch”(e.g.,accessibilityissueswithcolorusage,culturalarepresentation).peoplewereaffected.Someparticipantsontheinequitiesnotjustthroughautomateddecision-makingbutthfactors;forexample,someblue-collagenerationalconversationwasthatyoungpeopleaexperiencealsoshapedanswerstowhetherthecurrendrivenupheavals:younger(GenYorGenZ)sheernumberofindustriesand“partslivedthroughevolutretirementandempoweredhimwithnoneoftransformation'scconcernwasarounddistributeddeskilling,theofreplacing“learningbydoing”with“supervisingoutput.”Executivesnamedworuserharm(includin“inthemiddle”;runningtheglueworktaskforcesthatmakeadoptionbothjuniorcolleaguesand,increasingly,“young,overpreciselythebandexecutivetierofworkersbeito(usage,speed,efficiency)currentlydonotThisalsoreinforcesoneofthequestionswithwhichthisresepeoplemakingtransformatiosamereality.Fromthbecauseeithercohortisinstrumentsthroughwhichorganizationsviewthemselvaluableworkinvisibletotheothadoptioninthelastsessionoftheday,exploshouldremaincentralandhuman-led,anadoptionwouldfeel“sfragmentedimplementationandgovernanceresolved.Aboveall,itgainsjustifyingcharacteristicstheywishedtomanifest,regardlessoftheirfeasibility.andcapacity,whereAlis"subservient"tohumanagency,inoneforhowteams,organizations,Alongsidetheselongerhorizonaspirations,participantsvoicesquarelyattheirleadership.TheywantleaderstoacknowdocumentedinSection4,andbeforemakingdeploymentdecisions.Thetheactualpresent,includingskilling,observing,“leadershipisseenasoptimizingforafuturparticipantsaskedfoproblemsAlshouldsolve,raParticipantsalsosurfacedapproaches‘Al'"toanexistingstrategy.ParticipantsidentifseeminglyunobtrusiveusesofAl,suchasautomatecharacterofthoseexchanges.Inthissense,participantssabelongingnotsimplyasalternativestotechbecomesmorepervasive.Thesamelrelationship-ledgrowthasdeliberatelyslowerandlesstransactionParticipantswerealsooftenspecificaboutwhichformremaincentral,withtheiranswersbroadworkinginpolicydevelopmentandservicedelivery,foretoexpandreach,butalsoworriedaboutwhatgetslostflattenedbyAl-driveninteractions.Morebroadly,partiinterviews,relationshipmanagement,opinionwriting,andtheanalyticalThesecondthemewasaroundprotectinghuoptimizeaway,butisratheramechaniexperienceofdisappointment,frustration,surprise,andgetconstructed.IfSection4documentedanxieworkplacepsychologicalsafety.Discernmentancapacitiesworthprotpenalty;maintaining“sharp(esecondconcernsthecultureandconditionsofthetransitionsthemselvthevalidation,coordination,translation,andchangemanagemetrainingshouldbereflectedinjobdereviews.OrganizationsshouldalsoexaminewhogenderedpatternsdocumentedinSecespeciallyimportanconventionsforsignalinghoroleandevaluationclarity,andanamedownerforoutcomes.Ishouldseekexplicitanswerstothequestionsaroundwhodecides,whoownsAl-assistedoutcomes,andwhocanchRelatedly,leadersshoulabout,ratherthandismissingitmereorganizationswillneedtodeliberatelyaddressmechanismsfoAsorganizationsincreasinglyprioritizeadaptability,curiosity,comfwillingnesstoexperimenchangeasanunqualifiedgood.Horganizationalprinciplesandwithanexplicitexpectationthatemployaboutwhentoexperiment,whentoqueOrganizationsshouldarticulatetheprinciples,bouanobviousanswer.Organizationsmighowtheyidentifyboundaries,howtheyweighproxyforwillingnesstoaccommodatewhateverdirectionanorgratherthanacapacitytonavigaemployees,givethemopportunitiestopacknowledgethegrieperceivederosionofworkers'capadecidingwhatisappropriate,responsible,feweropportunitiestweretheveryexperiencesparticipantsassociatedwithdevelopingwisdomanddidefined.Expandingonparticipaconnectiontoorganization,qualitysttestablealternativemeasutime,experiences,andpersfacilitatorsand/ornotetaketheviewsofparticipatingindividualsortheirorganAnatDrach-Zahavy,AnitDifferences,Volume27,Issue5,1999,P/news/anthroknowledae/whv-emplovees-resist-ai-and-how-companies-can-Economics,Volume140,IButler,J.,Jaffe,S..Janßen,R.,Baym,N..Hecht,B.,Hofman,J.,Rintel,S.,Sarrafzadeh,B..SeCash,T.N.,Kelly,M.O.,Macnamara,B.N.,&Risko,E.F.(2026).IsAlCognitiveSciences,30(8),673-675./10.1016/j.tics.2026.06.004Deloitte.“TheStateofAlintheEnterprise/us/en/what-we-do/capabilities/applied-artificial-intelliof-ai-in-the-enterpComponents."JournalofPersonalitvandSocialPsvcholoav57.noFriedler,Sorelle,SerenaBooth,AndrewScFutureofWorkintheAgeofAl./articles/a-people-first-vision-for-the-future-of-workUnderstandinacriticalthinkinaCriticalSkills."BostonConsultingGroup,Ju/publications/2026/when-everyone-uses-ai-companies-riLane,M.,M.WilliamsandS.Broecke(202Auqust25.2026.LibrarvofCongress.httpFebruary25,2025./social-trends/2025/02/25/worLin,Z.,&Sohail,A.(2026).Recalibratingacademicexpertiseintheageofgen(NewYork,N.Y.),7(1),101473.htaccelerateskilldecayandhinderskilldevelopmentwithoutperformers'awarenesResearch9,46(2024)./10.1186/s41235-024May21,2026./sites/joemckendrick/2026/05/21/ai-flattenis-the-latest-chapter-in-a-cCouldFuelSimilarAppeals."BusinessInsider,J/worker-got-religious-exemption-usingReview,September22,2025./2025/09/ai-generated-workslop-is-destroyinOmarA.Tapasco-Alzate&JaimeGiraldo-García&DiogenesRamírez-RaProductivityandPerform3030-3055./org/science/article/absPaul,Katie,andHoforAITrainingData."Reuters,April21,2026./sustainrequlation/meta-start-capturing-employee-mouse-movements-keystrokes-ai-trainEducation,September12,2025./blog/industry-trendPava,JuanN.,CarolineMZhang,ElenaCryst,VukosiMarivate,andSanmiKoyejo.MHuman-CenteredArtificialIntelligence,TheAsiaFo/files/hai-taf-pretoria-white-paper-mind-the-lagap.pdfRamírez,Yuri&Nembhard,David.(2004Schief,Aidan."Durable