@base <https://www.linkedin.com/pulse/experience-now-tax-jaya-gupta-kxb7c/> .

@prefix schema: <http://schema.org/> .
@prefix owl:    <http://www.w3.org/2002/07/owl#> .
@prefix xsd:    <http://www.w3.org/2001/XMLSchema#> .
@prefix rdfs:   <http://www.w3.org/2000/01/rdf-schema#> .
@prefix dcterms: <http://purl.org/dc/terms/> .
@prefix dbpedia: <http://dbpedia.org/resource/> .

<#Article> a schema:Article ;
  schema:name "Experience is now a tax"@en ;
  schema:headline "Experience is now a tax"@en ;
  schema:alternativeHeadline "Judgment, Taste, and the Last Stand of Experience"@en ;
  schema:datePublished "2026-04-24"^^xsd:date ;
  schema:inLanguage "en"@en ;
  schema:url <> ;
  schema:mainEntityOfPage <> ;
  schema:author <https://www.linkedin.com/in/jayagupta10#this> ;
  schema:publisher <#LinkedInPublisher> ;
  schema:interactionStatistic
    <#ReactionCount>,
    <#CommentCount> ;
  schema:about
    <#ArtificialIntelligence>,
    <#DecisionMaking>,
    <#OrganizationalChange>,
    <#Expertise>,
    <#PatternRecognition>,
    <#RiskAversion>,
    <#Experimentation>,
    <#KnowledgeExternalization>,
    <#Reversibility>,
    <#CareerIncentives>,
    <#Judgment>,
    <#Taste>,
    <#Delegation>,
    <#TechnicalDebt>,
    <#OrganizationalTransparency>,
    dbpedia:Artificial_intelligence,
    dbpedia:Decision-making,
    dbpedia:Expertise,
    dbpedia:Pattern_recognition,
    dbpedia:Risk_aversion,
    dbpedia:Innovation,
    dbpedia:Technical_debt ;
  schema:abstract """The article argues that AI lowers the cost of exploration, retrieval, and reversal, reducing the value of accumulated experience when that experience mainly reinforces institutional inertia."""@en ;
  schema:description """Jaya Gupta argues that AI-native work rewards experimentation, knowledge structuring, and reversibility faster than legacy seniority structures can adapt."""@en ;
  schema:articleSection "Judgment, Taste, and the Last Stand of Experience; Try something new, or stick with what's working; What you carry in your head, and what you offload; When to commit, and when to reverse; So now what?; For the young people reading"@en ;
  schema:articleBody """The piece claims AI compresses old advantages built on slow analysis, accumulated precedent, and expensive reversals, while rewarding direct experimentation and iteration."""@en ;
  schema:hasPart
    <#Section-Intro>,
    <#Section-ExploreExploit>,
    <#Section-OffloadKnowledge>,
    <#Section-Reversal>,
    <#Section-Implications>,
    <#Section-Advice>,
    <#DiscussionSummary>,
    <#Glossary>,
    <#FAQ>,
    <#HowTo-AIAdaptation>,
    <#Comment1>,
    <#Comment2>,
    <#Comment3>,
    <#Comment4>,
    <#Comment5>,
    <#Comment6>,
    <#Comment7>,
    <#Reply1>,
    <#Reply2>,
    <#Reply3>,
    <#Reply4>,
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  schema:comment
    <#Comment1>,
    <#Comment2>,
    <#Comment3>,
    <#Comment4>,
    <#Comment5>,
    <#Comment6>,
    <#Comment7> ;
  schema:relatedLink
    <https://www.linkedin.com/in/jayagupta10>,
    <https://www.linkedin.com/> ;
  dcterms:source "Logged-in LinkedIn page including article text, visible comment permalinks, and visible threaded replies captured from the in-app browser."@en .

<#ReactionCount> a schema:InteractionCounter ;
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  schema:userInteractionCount "107"^^xsd:integer ;
  schema:description "Reaction count shown on the page at capture time."@en .

<#CommentCount> a schema:InteractionCounter ;
  schema:interactionType <https://schema.org/CommentAction> ;
  schema:userInteractionCount "50"^^xsd:integer ;
  schema:description "Comment count shown on the page at capture time."@en .

<https://www.linkedin.com/in/jayagupta10#this> a schema:Person ;
  schema:name "Jaya Gupta"@en ;
  schema:url <https://www.linkedin.com/in/jayagupta10> ;
  schema:worksFor <#FoundationCapital> ;
  schema:description "Author of the article and identified on LinkedIn as affiliated with Foundation Capital."@en .

<#FoundationCapital> a schema:Organization ;
  schema:name "Foundation Capital"@en ;
  schema:description "Investment firm listed as the author's affiliation on the article page."@en .

<#LinkedInPublisher> a schema:Organization ;
  schema:name "LinkedIn"@en ;
  schema:url <https://www.linkedin.com/> ;
  schema:description "Publishing platform hosting the article and its visible discussion thread."@en ;
  owl:sameAs dbpedia:LinkedIn .

<#Section-Intro> a schema:ArticleSection ;
  schema:name "Judgment, Taste, and the Last Stand of Experience"@en ;
  schema:isPartOf <#Article> ;
  schema:about <#ArtificialIntelligence>, <#Expertise>, <#CareerIncentives> ;
  schema:description "Senior leaders often govern AI adoption despite limited hands-on familiarity with the tools reshaping work."@en ;
  schema:articleBody """The article contrasts entrenched authority with younger workers who use AI fluently to prototype, reason, and ship faster."""@en .

<#Section-ExploreExploit> a schema:ArticleSection ;
  schema:name "Try something new, or stick with what's working"@en ;
  schema:isPartOf <#Article> ;
  schema:about <#Experimentation>, <#RiskAversion>, <#CareerIncentives> ;
  schema:description "AI reduces the cost of exploring alternatives, exposing political and reputational barriers to experimentation."@en ;
  schema:articleBody """Organizations historically defaulted to sticking because experiments were expensive; AI removes much of that structural excuse."""@en .

<#Section-OffloadKnowledge> a schema:ArticleSection ;
  schema:name "What you carry in your head, and what you offload"@en ;
  schema:isPartOf <#Article> ;
  schema:about <#KnowledgeExternalization>, <#PatternRecognition>, <#Expertise> ;
  schema:description "AI compresses the retrieval advantage once held by people with the deepest stock of analogies and precedent."@en ;
  schema:articleBody """The scarce skill shifts from recall toward structuring, externalizing, and recombining knowledge with AI assistance."""@en .

<#Section-Reversal> a schema:ArticleSection ;
  schema:name "When to commit, and when to reverse"@en ;
  schema:isPartOf <#Article> ;
  schema:about <#Reversibility>, <#DecisionMaking>, <#RiskAversion> ;
  schema:description "As reversal becomes cheaper, fast iteration matters more than long pre-commitment deliberation."@en ;
  schema:articleBody """The article argues that strong operators now commit quickly, learn quickly, and reverse without identity attachment."""@en .

<#Section-Implications> a schema:ArticleSection ;
  schema:name "So now what?"@en ;
  schema:isPartOf <#Article> ;
  schema:about <#Expertise>, <#OrganizationalChange>, <#CareerIncentives> ;
  schema:description "Experience can become a tax when useful judgment is fused with sunk-cost protection and public-risk avoidance."@en ;
  schema:articleBody """Age is treated as a proxy; the deeper issue is how strongly an environment trains people to protect existing commitments."""@en .

<#Section-Advice> a schema:ArticleSection ;
  schema:name "For the young people reading"@en ;
  schema:isPartOf <#Article> ;
  schema:about <#OrganizationalChange>, <#CareerIncentives>, <#Experimentation> ;
  schema:description "Young readers are urged to preserve unfiltered thinking and leave environments that punish honest insight."@en ;
  schema:articleBody """The comparative advantage of youth is framed as clarity before institutional filtering becomes fully internalized."""@en .

<#DiscussionSummary> a schema:DiscussionForumPosting ;
  schema:name "Visible discussion themes from the LinkedIn comment thread"@en ;
  schema:isPartOf <#Article> ;
  schema:about
    <#Delegation>,
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  schema:description """The visible logged-in thread extends the article with sharper debate about delegation, pattern libraries, codified judgment, taste, validation, and the economics of organizational context."""@en ;
  schema:comment
    <#Comment1>,
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    <#Reply3>,
    <#Reply4>,
    <#Reply5> .

<#Glossary> a schema:DefinedTermSet ;
  schema:name "Glossary for 'Experience is now a tax'"@en ;
  schema:isPartOf <#Article> ;
  schema:hasDefinedTerm
    <#ArtificialIntelligence>,
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    <#CareerIncentives>,
    <#Delegation>,
    <#TechnicalDebt>,
    <#Validation>,
    <#CodifiedExpertise>,
    <#OrganizationalTransparency> .

<#ArtificialIntelligence> a schema:DefinedTerm ;
  schema:name "Artificial intelligence"@en ;
  schema:description "Systems that generate, synthesize, and reason over information in ways that reshape knowledge work."@en ;
  owl:sameAs dbpedia:Artificial_intelligence .

<#DecisionMaking> a schema:DefinedTerm ;
  schema:name "Decision-making"@en ;
  schema:description "The process of choosing actions, commitments, and reversals under changing costs and incentives."@en ;
  owl:sameAs dbpedia:Decision-making .

<#OrganizationalChange> a schema:DefinedTerm ;
  schema:name "Organizational change"@en ;
  schema:description "Shifts in how firms adopt tools, distribute authority, and revise operating norms."@en .

<#Expertise> a schema:DefinedTerm ;
  schema:name "Expertise"@en ;
  schema:description "Accumulated domain knowledge, pattern recognition, and practiced judgment developed through repeated exposure."@en ;
  owl:sameAs dbpedia:Expertise .

<#PatternRecognition> a schema:DefinedTerm ;
  schema:name "Pattern recognition"@en ;
  schema:description "The ability to identify relevant similarities between current problems and prior cases or analogies."@en ;
  owl:sameAs dbpedia:Pattern_recognition .

<#RiskAversion> a schema:DefinedTerm ;
  schema:name "Risk aversion"@en ;
  schema:description "A tendency to avoid actions that may lead to visible failure, especially when reputation is at stake."@en ;
  owl:sameAs dbpedia:Risk_aversion .

<#Experimentation> a schema:DefinedTerm ;
  schema:name "Experimentation"@en ;
  schema:description "Testing alternative approaches quickly to learn from results rather than relying solely on prior assumptions."@en ;
  owl:sameAs dbpedia:Innovation .

<#KnowledgeExternalization> a schema:DefinedTerm ;
  schema:name "Knowledge externalization"@en ;
  schema:description "Moving recall, synthesis, and comparison work from memory into tool-supported systems and workflows."@en .

<#Reversibility> a schema:DefinedTerm ;
  schema:name "Reversibility"@en ;
  schema:description "The ability to undo decisions quickly and cheaply after observing their effects."@en .

<#CareerIncentives> a schema:DefinedTerm ;
  schema:name "Career incentives"@en ;
  schema:description "Promotion, status, and reputation pressures that shape how freely someone can experiment or reverse course."@en .

<#Judgment> a schema:DefinedTerm ;
  schema:name "Judgment"@en ;
  schema:description "Context-sensitive evaluation of which option fits a specific situation after retrieval and analysis."@en .

<#Taste> a schema:DefinedTerm ;
  schema:name "Taste"@en ;
  schema:description "Preference formation and aesthetic or qualitative discernment that commenters discuss as harder to codify."@en .

<#Delegation> a schema:DefinedTerm ;
  schema:name "Delegation"@en ;
  schema:description "Assigning work to others when direct engagement is perceived as too costly relative to executive time."@en .

<#TechnicalDebt> a schema:DefinedTerm ;
  schema:name "Technical debt"@en ;
  schema:description "Compounding costs created by expedient software choices, especially when complexity accumulates faster than understanding."@en ;
  owl:sameAs dbpedia:Technical_debt .

<#Validation> a schema:DefinedTerm ;
  schema:name "Validation"@en ;
  schema:description "Mechanisms for checking claims, outputs, and credibility rather than accepting them as self-authenticating."@en .

<#CodifiedExpertise> a schema:DefinedTerm ;
  schema:name "Codified expertise"@en ;
  schema:description "Knowledge expressed in explicit, comparable artifacts such as prompts, workflows, documents, or automations."@en .

<#OrganizationalTransparency> a schema:DefinedTerm ;
  schema:name "Organizational transparency"@en ;
  schema:description "The degree to which internal context and privileged information are broadly accessible rather than held by gatekeepers."@en .

<#FAQ> a schema:FAQPage ;
  schema:name "FAQ for 'Experience is now a tax' including discussion context"@en ;
  schema:isPartOf <#Article> ;
  schema:mainEntity
    <#Q1>, <#Q2>, <#Q3>, <#Q4>, <#Q5>,
    <#Q6>, <#Q7>, <#Q8>, <#Q9>, <#Q10>,
    <#Q11>, <#Q12> .

<#Q1> a schema:Question ;
  schema:name "What is the article's core claim?"@en ;
  schema:isPartOf <#FAQ> ;
  schema:about <#Expertise>, <#ArtificialIntelligence> ;
  schema:acceptedAnswer <#A1> .

<#A1> a schema:Answer ;
  schema:isPartOf <#FAQ> ;
  schema:text "The article claims AI is shrinking the advantage of accumulated experience when that experience mainly slows experimentation and adaptation."@en .

<#Q2> a schema:Question ;
  schema:name "Why does the author say experience can become a tax?"@en ;
  schema:isPartOf <#FAQ> ;
  schema:about <#Expertise>, <#RiskAversion> ;
  schema:acceptedAnswer <#A2> .

<#A2> a schema:Answer ;
  schema:isPartOf <#FAQ> ;
  schema:text "Because experience can bundle useful judgment with sunk-cost bias, preference hardening, and reluctance to be publicly wrong."@en .

<#Q3> a schema:Question ;
  schema:name "What happens to experimentation when AI lowers analysis costs?"@en ;
  schema:isPartOf <#FAQ> ;
  schema:about <#Experimentation>, <#DecisionMaking> ;
  schema:acceptedAnswer <#A3> .

<#A3> a schema:Answer ;
  schema:isPartOf <#FAQ> ;
  schema:text "Trying new ideas becomes cheaper, making institutional resistance look less structural and more political or reputational."@en .

<#Q4> a schema:Question ;
  schema:name "How does AI affect professional retrieval advantages?"@en ;
  schema:isPartOf <#FAQ> ;
  schema:about <#KnowledgeExternalization>, <#PatternRecognition> ;
  schema:acceptedAnswer <#A4> .

<#A4> a schema:Answer ;
  schema:isPartOf <#FAQ> ;
  schema:text "AI narrows the gap by surfacing relevant precedent and synthesizing it quickly, reducing the old advantage of having the largest mental library."@en .

<#Q5> a schema:Question ;
  schema:name "What skill becomes more valuable when retrieval is easier?"@en ;
  schema:isPartOf <#FAQ> ;
  schema:about <#KnowledgeExternalization> ;
  schema:acceptedAnswer <#A5> .

<#A5> a schema:Answer ;
  schema:isPartOf <#FAQ> ;
  schema:text "Structuring knowledge becomes more valuable: deciding what to externalize, how to organize it, and which analogy actually fits."@en .

<#Q6> a schema:Question ;
  schema:name "Why is reversal important in the article's framework?"@en ;
  schema:isPartOf <#FAQ> ;
  schema:about <#Reversibility>, <#DecisionMaking> ;
  schema:acceptedAnswer <#A6> .

<#A6> a schema:Answer ;
  schema:isPartOf <#FAQ> ;
  schema:text "As the cost of undoing decisions falls, good operators gain by committing faster, learning faster, and changing course without ego attachment."@en .

<#Q7> a schema:Question ;
  schema:name "Why might seniority create friction under these new conditions?"@en ;
  schema:isPartOf <#FAQ> ;
  schema:about <#RiskAversion>, <#CareerIncentives> ;
  schema:acceptedAnswer <#A7> .

<#A7> a schema:Answer ;
  schema:isPartOf <#FAQ> ;
  schema:text "Seniority often raises the reputational cost of visible mistakes, which can slow reversals and discourage experimentation."@en .

<#Q8> a schema:Question ;
  schema:name "Does the article reject judgment entirely?"@en ;
  schema:isPartOf <#FAQ> ;
  schema:about <#Expertise> ;
  schema:acceptedAnswer <#A8> .

<#A8> a schema:Answer ;
  schema:isPartOf <#FAQ> ;
  schema:text "No. It argues that real judgment exists, but it is often mixed with legacy preferences and self-protective incentives."@en .

<#Q9> a schema:Question ;
  schema:name "What is the article's warning to younger workers?"@en ;
  schema:isPartOf <#FAQ> ;
  schema:about <#OrganizationalChange>, <#CareerIncentives> ;
  schema:acceptedAnswer <#A9> .

<#A9> a schema:Answer ;
  schema:isPartOf <#FAQ> ;
  schema:text "Young workers should protect their ability to think clearly and avoid environments that train them to self-censor honest insight."@en .

<#Q10> a schema:Question ;
  schema:name "What broader shift in work does the article describe?"@en ;
  schema:isPartOf <#FAQ> ;
  schema:about <#ArtificialIntelligence>, <#DecisionMaking>, <#OrganizationalChange> ;
  schema:acceptedAnswer <#A10> .

<#A10> a schema:Answer ;
  schema:isPartOf <#FAQ> ;
  schema:text "It describes a shift from slow, certainty-seeking decision cycles toward fast iteration, cheap exploration, and reversible commitments."@en .

<#Q11> a schema:Question ;
  schema:name "How do the visible replies extend the article's argument?"@en ;
  schema:isPartOf <#FAQ> ;
  schema:about <#Delegation>, <#TechnicalDebt>, <#Validation>, <#OrganizationalTransparency> ;
  schema:acceptedAnswer <#A11> .

<#A11> a schema:Answer ;
  schema:isPartOf <#FAQ> ;
  schema:text "They add themes around delegation economics, compounding software complexity, credibility infrastructure, codified expertise, and information asymmetry inside organizations."@en .

<#Q12> a schema:Question ;
  schema:name "What new constraint appears in the replies that the article only implies?"@en ;
  schema:isPartOf <#FAQ> ;
  schema:about <#OrganizationalTransparency>, <#CodifiedExpertise> ;
  schema:acceptedAnswer <#A12> .

<#A12> a schema:Answer ;
  schema:isPartOf <#FAQ> ;
  schema:text "Several commenters point to access and comparison problems: knowledge may be codified, but organizations still need structures for comparing it and transparency to share privileged context."@en .

<#HowTo-AIAdaptation> a schema:HowTo ;
  schema:name "How to adapt decision-making to AI-native work"@en ;
  schema:isPartOf <#Article> ;
  schema:about <#DecisionMaking>, <#Experimentation>, <#Reversibility>, <#Validation> ;
  schema:description "A practical reading of the article and visible replies for teams updating decisions under lower costs of exploration and reversal."@en ;
  schema:step <#Step1>, <#Step2>, <#Step3>, <#Step4>, <#Step5>, <#Step6> .

<#Step1> a schema:HowToStep ;
  schema:name "Label the actual decision type"@en ;
  schema:isPartOf <#HowTo-AIAdaptation> ;
  schema:position "1"^^xsd:integer ;
  schema:text "Separate decisions that are now cheaply reversible from those that still carry high switching costs."@en .

<#Step2> a schema:HowToStep ;
  schema:name "Reduce upfront analysis by default"@en ;
  schema:isPartOf <#HowTo-AIAdaptation> ;
  schema:position "2"^^xsd:integer ;
  schema:text "Use AI to generate options and test memos quickly rather than treating initial analysis as a multi-week gate."@en .

<#Step3> a schema:HowToStep ;
  schema:name "Externalize the working knowledge"@en ;
  schema:isPartOf <#HowTo-AIAdaptation> ;
  schema:position "3"^^xsd:integer ;
  schema:text "Capture analogies, cases, and assumptions in tools so the team can inspect and revise them collaboratively."@en .

<#Step4> a schema:HowToStep ;
  schema:name "Reward reversals that improve learning"@en ;
  schema:isPartOf <#HowTo-AIAdaptation> ;
  schema:position "4"^^xsd:integer ;
  schema:text "Treat fast correction as evidence of learning rather than as public failure when the decision was reversible."@en .

<#Step5> a schema:HowToStep ;
  schema:name "Build validation into the loop"@en ;
  schema:isPartOf <#HowTo-AIAdaptation> ;
  schema:position "5"^^xsd:integer ;
  schema:text "Add explicit credibility and verification checks so codified outputs can be compared and trusted across the organization."@en .

<#Step6> a schema:HowToStep ;
  schema:name "Audit incentive and transparency structures"@en ;
  schema:isPartOf <#HowTo-AIAdaptation> ;
  schema:position "6"^^xsd:integer ;
  schema:text "Check whether status penalties or hidden information are causing leaders to defend old choices instead of testing better ones."@en .

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  schema:name "Kingsley Uyi Idehen"@en ;
  schema:url <https://www.linkedin.com/in/kidehen> ;
  schema:description "Visible commenter in the logged-in LinkedIn thread."@en .

<https://www.linkedin.com/in/nikhil-gundawar#this> a schema:Person ;
  schema:name "Nikhil Gundawar"@en ;
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  schema:description "Visible commenter in the logged-in LinkedIn thread."@en .

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  schema:name "John Griffey"@en ;
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  schema:description "Visible commenter in the logged-in LinkedIn thread."@en .

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  schema:name "Ramnandan Krishnamurthy"@en ;
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  schema:description "Visible commenter in the logged-in LinkedIn thread."@en .

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  schema:name "Elena Tsemirava"@en ;
  schema:url <https://www.linkedin.com/in/elena-tsemirava> ;
  schema:description "Visible commenter in the logged-in LinkedIn thread."@en .

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  schema:name "Nitin Chamarahally"@en ;
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  schema:description "Visible commenter in the logged-in LinkedIn thread."@en .

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  schema:name "Abhilash Sonwane"@en ;
  schema:url <https://www.linkedin.com/in/abhilashvs> ;
  schema:description "Visible commenter in the logged-in LinkedIn thread."@en .

<https://de.linkedin.com/in/vvoss/#this> a schema:Person ;
  schema:name "Vivian Voss"@en ;
  schema:url <https://de.linkedin.com/in/vvoss/> ;
  schema:description "Person mentioned in a visible comment and linked from the LinkedIn discussion thread."@en .

<#Comment1> a schema:Comment ;
  schema:author <https://www.linkedin.com/in/kidehen#this> ;
  schema:about <#Delegation>, <#TechnicalDebt>, <#ArtificialIntelligence> ;
  schema:dateCreated "2026-04-24T01:00:00"^^xsd:dateTime ;
  schema:url <https://www.linkedin.com/feed/update/urn:li:ugcPost:7453263349124878336?commentUrn=urn%3Ali%3Acomment%3A%28ugcPost%3A7453263349124878336%2C7453443491722059776%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287453443491722059776%2Curn%3Ali%3AugcPost%3A7453263349124878336%29> ;
  schema:description "Comment timestamp rendered as '1h' in the logged-in view."@en ;
  schema:quotation "'two sides of the same issue'"@en ;
  schema:text """Excerpt: 'two sides of the same issue'. The commenter contrasts executive delegation shaped by software complexity with internet-native direct creation, then argues that natural-language automation is flattening that old divide."""@en ;
  schema:mentions
    <https://de.linkedin.com/in/vvoss/#this>,
    <https://www.linkedin.com/company/openai/>,
    <https://www.linkedin.com/company/anthropicresearch/> ;
  schema:isPartOf <#DiscussionSummary> ;
  schema:parentItem <#Article> .

<#Comment2> a schema:Comment ;
  schema:author <https://www.linkedin.com/in/nikhil-gundawar#this> ;
  schema:about <#DecisionMaking>, <#Expertise> ;
  schema:dateCreated "2026-04-24T10:00:00"^^xsd:dateTime ;
  schema:url <https://www.linkedin.com/feed/update/urn:li:ugcPost:7453263349124878336?commentUrn=urn%3Ali%3Acomment%3A%28ugcPost%3A7453263349124878336%2C7453308408537194496%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287453308408537194496%2Curn%3Ali%3AugcPost%3A7453263349124878336%29> ;
  schema:description "Comment timestamp rendered as '10h' in the logged-in view."@en ;
  schema:quotation "'Taste is a bit difficult to model'"@en ;
  schema:text """Excerpt: 'Taste is a bit difficult to model'. The commenter argues that data-driven judgment may become good enough with frontier models trained on organizational history, while taste remains harder to model in the near term."""@en ;
  schema:isPartOf <#DiscussionSummary> ;
  schema:parentItem <#Article> .

<#Comment3> a schema:Comment ;
  schema:author <https://www.linkedin.com/in/johngriffey#this> ;
  schema:about <#Validation>, <#ArtificialIntelligence> ;
  schema:dateCreated "2026-04-24T01:00:00"^^xsd:dateTime ;
  schema:url <https://www.linkedin.com/feed/update/urn:li:ugcPost:7453263349124878336?commentUrn=urn%3Ali%3Acomment%3A%28ugcPost%3A7453263349124878336%2C7453433771120295937%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287453433771120295937%2Curn%3Ali%3AugcPost%3A7453263349124878336%29> ;
  schema:description "Comment timestamp rendered as '1h' in the logged-in view."@en ;
  schema:quotation "'reason for optimism'"@en ;
  schema:text """Excerpt: 'reason for optimism'. The commenter links the article's argument to decentralized credibility and validation, suggesting that verification infrastructure matters as AI changes value creation."""@en ;
  schema:mentions <https://open.substack.com/pub/reproof/p/ai-gave-every-individual-a-superpower?r=4qwsd1&utm_medium=ios> ;
  schema:isPartOf <#DiscussionSummary> ;
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<#Comment4> a schema:Comment ;
  schema:author <https://www.linkedin.com/in/ramnandan#this> ;
  schema:about <#Expertise>, <#CareerIncentives> ;
  schema:dateCreated "2026-04-24T10:00:00"^^xsd:dateTime ;
  schema:url <https://www.linkedin.com/feed/update/urn:li:ugcPost:7453263349124878336?commentUrn=urn%3Ali%3Acomment%3A%28ugcPost%3A7453263349124878336%2C7453299635831480320%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287453299635831480320%2Curn%3Ali%3AugcPost%3A7453263349124878336%29> ;
  schema:description "Comment timestamp rendered as '10h' in the logged-in view."@en ;
  schema:quotation "'how tied one's identity is'"@en ;
  schema:text """Excerpt: 'how tied one's identity is'. The commenter focuses on the article's link between experience and identity accumulation, treating neuro-elasticity and self-attachment as core to the argument."""@en ;
  schema:isPartOf <#DiscussionSummary> ;
  schema:parentItem <#Article> .

<#Comment5> a schema:Comment ;
  schema:author <https://www.linkedin.com/in/elena-tsemirava#this> ;
  schema:about <#PatternRecognition>, <#Expertise>, <#KnowledgeExternalization> ;
  schema:dateCreated "2026-04-24T05:00:00"^^xsd:dateTime ;
  schema:url <https://www.linkedin.com/feed/update/urn:li:ugcPost:7453263349124878336?commentUrn=urn%3Ali%3Acomment%3A%28ugcPost%3A7453263349124878336%2C7453379967654100992%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287453379967654100992%2Curn%3Ali%3AugcPost%3A7453263349124878336%29> ;
  schema:description "Comment timestamp rendered as '5h' in the logged-in view."@en ;
  schema:quotation "'Two of three devalue. The third doesn't.'"@en ;
  schema:text """Excerpt: 'Two of three devalue. The third doesn't.' The commenter decomposes experience into judgment, cost of thinking, and pattern library, then argues AI compresses the latter two while leaving contextual application of judgment scarce."""@en ;
  schema:isPartOf <#DiscussionSummary> ;
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<#Comment6> a schema:Comment ;
  schema:author <https://www.linkedin.com/in/nitin-chamarahally-330b39211#this> ;
  schema:about <#Judgment>, <#DecisionMaking>, <#Expertise> ;
  schema:dateCreated "2026-04-24T03:00:00"^^xsd:dateTime ;
  schema:url <https://www.linkedin.com/feed/update/urn:li:ugcPost:7453263349124878336?commentUrn=urn%3Ali%3Acomment%3A%28ugcPost%3A7453263349124878336%2C7453410537490718720%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287453410537490718720%2Curn%3Ali%3AugcPost%3A7453263349124878336%29> ;
  schema:description "Comment timestamp rendered as '3h' in the logged-in view."@en ;
  schema:quotation "'knowing why and when it actually matters'"@en ;
  schema:text """Excerpt: 'knowing why and when it actually matters'. The commenter argues that as constraints fall, the value shifts from knowing what to decide toward understanding why and when a decision is consequential."""@en ;
  schema:isPartOf <#DiscussionSummary> ;
  schema:parentItem <#Article> .

<#Comment7> a schema:Comment ;
  schema:author <https://www.linkedin.com/in/abhilashvs#this> ;
  schema:about <#Judgment>, <#Taste>, <#Expertise> ;
  schema:dateCreated "2026-04-24T09:00:00"^^xsd:dateTime ;
  schema:url <https://www.linkedin.com/feed/update/urn:li:ugcPost:7453263349124878336?commentUrn=urn%3Ali%3Acomment%3A%28ugcPost%3A7453263349124878336%2C7453315942459068416%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287453315942459068416%2Curn%3Ali%3AugcPost%3A7453263349124878336%29> ;
  schema:description "Comment timestamp rendered as '9h' in the logged-in view."@en ;
  schema:quotation "'Taste is where emotions kick in'"@en ;
  schema:text """Excerpt: 'Taste is where emotions kick in'. The commenter argues that judgment may eventually be codified by AI, while taste remains the less definable and more human differentiator."""@en ;
  schema:isPartOf <#DiscussionSummary> ;
  schema:parentItem <#Article> .

<#Reply1> a schema:Comment ;
  schema:author <https://www.linkedin.com/in/jayagupta10#this> ;
  schema:about <#Taste> ;
  schema:dateCreated "2026-04-24T00:33:00"^^xsd:dateTime ;
  schema:url <https://www.linkedin.com/feed/update/urn:li:ugcPost:7453263349124878336?commentUrn=urn%3Ali%3Acomment%3A%28ugcPost%3A7453263349124878336%2C7453308408537194496%29&replyUrn=urn%3Ali%3Acomment%3A%28ugcPost%3A7453263349124878336%2C7453452636529270784%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287453308408537194496%2Curn%3Ali%3AugcPost%3A7453263349124878336%29&dashReplyUrn=urn%3Ali%3Afsd_comment%3A%287453452636529270784%2Curn%3Ali%3AugcPost%3A7453263349124878336%29> ;
  schema:description "Reply timestamp rendered as '33m' in the logged-in view."@en ;
  schema:quotation "'taste is difficult'"@en ;
  schema:text "Excerpt: 'taste is difficult'. The author agrees with the claim that taste remains hard to model."@en ;
  schema:isPartOf <#DiscussionSummary> ;
  schema:parentItem <#Comment2> .

<#Reply2> a schema:Comment ;
  schema:author <https://www.linkedin.com/in/jayagupta10#this> ;
  schema:dateCreated "2026-04-24T10:00:00"^^xsd:dateTime ;
  schema:url <https://www.linkedin.com/feed/update/urn:li:ugcPost:7453263349124878336?commentUrn=urn%3Ali%3Acomment%3A%28ugcPost%3A7453263349124878336%2C7453299635831480320%29&replyUrn=urn%3Ali%3Acomment%3A%28ugcPost%3A7453263349124878336%2C7453301897777741824%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287453299635831480320%2Curn%3Ali%3AugcPost%3A7453263349124878336%29&dashReplyUrn=urn%3Ali%3Afsd_comment%3A%287453301897777741824%2Curn%3Ali%3AugcPost%3A7453263349124878336%29> ;
  schema:description "Reply timestamp rendered as '10h' in the logged-in view."@en ;
  schema:quotation "'🍾'"@en ;
  schema:text "Excerpt: '🍾'. The author responds with a brief celebratory acknowledgement."@en ;
  schema:isPartOf <#DiscussionSummary> ;
  schema:parentItem <#Comment4> .

<#Reply3> a schema:Comment ;
  schema:author <https://www.linkedin.com/in/jayagupta10#this> ;
  schema:about <#PatternRecognition> ;
  schema:dateCreated "2026-04-24T00:33:00"^^xsd:dateTime ;
  schema:url <https://www.linkedin.com/feed/update/urn:li:ugcPost:7453263349124878336?commentUrn=urn%3Ali%3Acomment%3A%28ugcPost%3A7453263349124878336%2C7453379967654100992%29&replyUrn=urn%3Ali%3Acomment%3A%28ugcPost%3A7453263349124878336%2C7453452525204045824%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287453379967654100992%2Curn%3Ali%3AugcPost%3A7453263349124878336%29&dashReplyUrn=urn%3Ali%3Afsd_comment%3A%287453452525204045824%2Curn%3Ali%3AugcPost%3A7453263349124878336%29> ;
  schema:description "Reply timestamp rendered as '33m' in the logged-in view."@en ;
  schema:quotation "'pattern matching is decreasing but still important'"@en ;
  schema:text """Excerpt: 'pattern matching is decreasing but still important'. The author clarifies that she sees pattern matching as reduced in importance, not eliminated."""@en ;
  schema:isPartOf <#DiscussionSummary> ;
  schema:parentItem <#Comment5> .

<#Reply4> a schema:Comment ;
  schema:author <https://www.linkedin.com/in/jayagupta10#this> ;
  schema:dateCreated "2026-04-24T00:33:00"^^xsd:dateTime ;
  schema:url <https://www.linkedin.com/feed/update/urn:li:ugcPost:7453263349124878336?commentUrn=urn%3Ali%3Acomment%3A%28ugcPost%3A7453263349124878336%2C7453410537490718720%29&replyUrn=urn%3Ali%3Acomment%3A%28ugcPost%3A7453263349124878336%2C7453452682880516096%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287453410537490718720%2Curn%3Ali%3AugcPost%3A7453263349124878336%29&dashReplyUrn=urn%3Ali%3Afsd_comment%3A%287453452682880516096%2Curn%3Ali%3AugcPost%3A7453263349124878336%29> ;
  schema:description "Reply timestamp rendered as '33m' in the logged-in view."@en ;
  schema:quotation "'agreed !'"@en ;
  schema:text "Excerpt: 'agreed !'. The author explicitly endorses the commenter's reframing."@en ;
  schema:isPartOf <#DiscussionSummary> ;
  schema:parentItem <#Comment6> .

<#Reply5> a schema:Comment ;
  schema:author <https://www.linkedin.com/in/jayagupta10#this> ;
  schema:dateCreated "2026-04-24T00:33:00"^^xsd:dateTime ;
  schema:url <https://www.linkedin.com/feed/update/urn:li:ugcPost:7453263349124878336?commentUrn=urn%3Ali%3Acomment%3A%28ugcPost%3A7453263349124878336%2C7453315942459068416%29&replyUrn=urn%3Ali%3Acomment%3A%28ugcPost%3A7453263349124878336%2C7453452589385437184%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287453315942459068416%2Curn%3Ali%3AugcPost%3A7453263349124878336%29&dashReplyUrn=urn%3Ali%3Afsd_comment%3A%287453452589385437184%2Curn%3Ali%3AugcPost%3A7453263349124878336%29> ;
  schema:description "Reply timestamp rendered as '33m' in the logged-in view."@en ;
  schema:quotation "'true!'"@en ;
  schema:text "Excerpt: 'true!'. The author briefly agrees with the commenter's distinction between judgment and taste."@en ;
  schema:isPartOf <#DiscussionSummary> ;
  schema:parentItem <#Comment7> .