2028年全球智能危机

AThoughtExerciseinFinancialHistory,fromtheFuture CITRINIANDALAPSHAHFEB23,2026 Preface WhatifourAIbullishnesscontinuestoberight...andwhatifthat’sactuallybearish? Whatfollowsisascenario,notaprediction.Thisisn’tbearpornorAIdoomerfan-fiction.Thesoleintentofthispieceismodelingascenariothat’sbeenrelativelyunderexplored.OurfriendAlapShahposedthequestion,andtogetherwebrainstormedtheanswer.Wewrotethispart,andhe’swrittentwoothersyoucanfindhere. Hopefully,readingthisleavesyoumorepreparedforpotentiallefttailrisksasAImakestheeconomyincreasinglyweird. ThisistheCitriniResearchMacroMemofromJune2028,detailingtheprogressionandfalloutoftheGlobalIntelligenceCrisis. MacroMemo TheConsequencesofAbundantIntelligence CitriniResearch February22nd,2026June30th,2028 Theunemploymentrateprinted10.2%thismorning,a0.3%upsidesurprise.Themarketsoldoff2%onthenumber,bringingthecumulativedrawdownintheS&Pto38%fromitsOctober2026highs. Tradershavegrownnumb.Sixmonthsago,aprintlikethiswouldhavetriggeredacircuitbreaker. Twoyears.That’sallittooktogetfrom“contained”and“sector-specific”toaneconomythatnolongerresemblestheoneanyofusgrewupin.Thisquarter’smacromemoisourattempttoreconstructthesequence-apost-mortemonthepre-crisiseconomy. Theeuphoriawaspalpable.ByOctober2026,theS&P500flirtedwith8000,theNasdaqbrokeabove30k.Theinitialwaveoflayoffsduetohumanobsolescencebeganinearly2026,andtheydidexactlywhatlayoffsaresupposedto.Marginsexpanded,earningsbeat,stocksrallied.Record-settingcorporateprofitswerefunneledrightbackintoAIcompute. Theheadlinenumberswerestillgreat.NominalGDPrepeatedlyprintedmid-to-highsingle-digitannualizedgrowth.Productivitywasbooming.Realoutputperhourroseatratesnotseensincethe1950s,drivenbyAIagentsthatdon’tsleep,takesickdaysorrequirehealthinsurance. Theownersofcomputesawtheirwealthexplodeaslaborcostsvanished.Meanwhile,realwagegrowthcollapsed.Despitetheadministration’srepeatedboastsofrecordproductivity,white-collarworkerslostjobstomachinesandwereforcedintolower-payingroles. Whencracksbeganappearingintheconsumereconomy,economicpunditspopularizedthephrase“GhostGDP“:outputthatshowsupinthenationalaccountsbutnevercirculatesthroughtherealeconomy. IneverywayAIwasexceedingexpectations,andthemarketwasAI.Theonlyproblem…theeconomywasnot. ItshouldhavebeenclearallalongthatasingleGPUclusterinNorthDakotageneratingtheoutputpreviouslyattributedto10,000white-collarworkersinmidtownManhattanismoreeconomicpandemicthaneconomicpanacea.Thevelocityofmoneyflatlined.Thehuman-centricconsumereconomy,70%ofGDPatthetime,withered.Weprobablycouldhavefiguredthisoutsoonerifwejustaskedhowmuchmoneymachinesspendondiscretionarygoods.(Hint:it’szero.) AIcapabilitiesimproved,companiesneededfewerworkers,whitecollarlayoffsincreased,displacedworkersspentless,marginpressurepushedfirmstoinvestmoreinAI,AIcapabilitiesimproved… Itwasanegativefeedbackloopwithnonaturalbrake. Thehumanintelligencedisplacementspiral.White-collarworkerssawtheirearningspower(and,rationally,theirspending)structurallyimpaired.Theirincomeswerethebedrockofthe$13trillionmortgagemarket-forcingunderwriterstoreassesswhetherprimemortgagesarestillmoneygood. SeventeenyearswithoutarealdefaultcyclehadleftprivatesbloatedwithPE-backedsoftwaredealsthatassumedARRwouldremainrecurring.ThefirstwaveofdefaultsduetoAIdisruptioninmid-2027challengedthatassumption. Thiswouldhavebeenmanageableifthedisruptionremainedcontainedtosoftware,butitdidn’t.Bytheendof2027,itthreatenedeverybusinessmodelpredicatedonintermediation.Swathsofcompaniesbuiltonmonetizingfrictionforhumansdisintegrated. Thesystemturnedouttobeonelongdaisychainofcorrelatedbetsonwhite-collarproductivitygrowth.TheNovember2027crashonlyservedtoaccelerateallofthenegativefeedbackloopsalreadyinplace. We’vebeenwaitingfor“badnewsisgoodnews”foralmostayearnow.Thegovernmentisstartingtoconsiderproposals,butpublicfaithintheabilityofthegovernmenttostageanysortofrescuehasdwindled.Policyresponsehasalwayslaggedeconomicreality,butlackofacomprehensiveplanisnowthreateningtoaccelerateadeflationaryspiral. HowItStarted Inlate2025,agenticcodingtoolstookastepfunctionjumpincapability. AcompetentdeveloperworkingwithClaudeCodeorCodexcouldnowreplicatethecorefunctionalityofamid-marketSaaSproductinweeks.Notperfectlyorwitheveryedgecasehandled,butwellenoughthatthe CIOreviewinga$500kannualrenewalstartedaskingthequestion“whatifwejustbuiltthisourselves?” Fiscalyearsmostlylineupwithcalendaryears,so2026enterprisespendhadbeensetinQ42025,when“agenticAI”wasstillabuzzword.Themid-yearreviewwasthefirsttimeprocurementteamsweremakingdecisionswithvisibilityintowhatthesesystemscouldactuallydo.Somewatchedtheirowninternalteamsspinupprototypesreplicatingsix-figureSaaScontractsinweeks. Thatsummer,wespokewithaprocurementmanagerataFortune500.Hetoldusaboutoneofhisbudgetnegotiations.Thesalespersonhadexpectedtorunthesameplaybookaslastyear:a5%annualpriceincrease,thestandard“yourteamdependsonus”pitch.Theprocurementmanagertoldhimhe’dbeeninconversationswithOpenAIabouthavingtheir“forwarddeployedengineers”useAItool