@prefix : . @prefix schema: . @prefix prov: . @prefix rdf: . @prefix xsd: . :analysis a schema:Article ; schema:name "AI Will Only Help Those With Agency - RDF Analysis" ; schema:headline "AI amplifies agency, taste, grit, and curiosity" ; schema:description "RDF-backed analysis of Adedeji Olowe's argument that AI tools widen outcome gaps because agency, taste, grit, and curiosity are unevenly distributed." ; schema:dateCreated "2026-05-12"^^xsd:date ; schema:inLanguage "en-US" ; schema:isBasedOn :sourceArticle ; prov:wasDerivedFrom :sourceArticle ; prov:wasGeneratedBy :gpt5ChatInterface, :codexDesktopEnvironment, :rdfInfographicSkill ; schema:about :aiTools, :agency ; schema:mentions :taste, :grit, :curiosity, :topOnePercentGap, :barrierToEntry ; schema:hasPart :faq, :glossary, :howToUseAiWithAgency . :sourceArticle a schema:Article ; schema:name "AI will only help those with agency" ; schema:url ; schema:author :adedejiOlowe ; schema:datePublished "2026-03-30T09:18:35Z"^^xsd:dateTime ; schema:dateModified "2026-03-30T09:18:50Z"^^xsd:dateTime ; schema:description "AI will help those with agency and widen the gap between high-agency users and everyone else." ; schema:about :aiTools, :agency . :adedejiOlowe a schema:Person ; schema:name "Adedeji Olowe" ; schema:description "Author of the source article." . :aiTools a schema:DefinedTerm ; schema:name "AI tools" ; schema:description "Generative AI systems used for writing, code, internal tools, and iterative work." . :agency a schema:DefinedTerm ; schema:name "Agency" ; schema:description "The willingness to act, initiate, and follow through without waiting for the tool to create momentum." . :taste a schema:DefinedTerm ; schema:name "Taste" ; schema:description "An internal quality standard that lets a person judge when output is not good enough and should be improved." . :grit a schema:DefinedTerm ; schema:name "Grit" ; schema:description "The patience to stay with iterative work long enough for it to mature." . :curiosity a schema:DefinedTerm ; schema:name "Curiosity" ; schema:description "Exploratory engagement that probes, tests, and pushes AI outputs beyond the first acceptable answer." . :topOnePercentGap a schema:DefinedTerm ; schema:name "Top 1 percent gap" ; schema:description "The widening gap between high-agency AI users and everyone else." . :equalToolAccess a schema:DefinedTerm ; schema:name "Equal tool access" ; schema:description "The condition where many people can use the same AI tools, but outcomes remain unequal." . :internalHrms a schema:SoftwareApplication ; schema:name "Internal HRMS" ; schema:description "Internal HR management system built by the author's team after reconsidering off-the-shelf tools." . :freshteam a schema:SoftwareApplication ; schema:name "Freshteam" ; schema:description "HR tool previously used by the author's team." . :freshworks a schema:Organization ; schema:name "Freshworks" ; schema:description "Company behind Freshteam." . :zoho a schema:Organization ; schema:name "Zoho" ; schema:description "Alternative vendor considered by the author's team." . :codex a schema:SoftwareApplication ; schema:name "OpenAI Codex" ; schema:description "AI coding tool referenced as making internal building more plausible." . :openai a schema:Organization ; schema:name "OpenAI" ; schema:description "Organization associated with Codex." . :lendsqr a schema:Organization ; schema:name "Lendsqr" ; schema:description "Company used as the author's reference point for thinning barriers to entry." . :barrierToEntry a schema:DefinedTerm ; schema:name "Thinning barrier to entry" ; schema:description "The article's concern that AI reduces the difficulty of building competing products." . :internetAnalogy a schema:DefinedTerm ; schema:name "Internet access analogy" ; schema:description "Comparison to earlier broad access to internet tools that did not produce equal outcomes." . :googleDocs a schema:SoftwareApplication ; schema:name "Google Docs" ; schema:description "Writing tool used as an example of widely available capability." . :jkRowling a schema:Person ; schema:name "J. K. Rowling" ; schema:description "Example used to show that tool access alone does not create finished work." . :youtubeChannels a schema:DefinedTerm ; schema:name "YouTube channels" ; schema:description "Example of projects abandoned after initial excitement fades." . :vibeCodingExample a schema:CreativeWork ; schema:name "Vibe-coded compliance replacement" ; schema:description "Example of a security expert building and selling a Drata/Vanta replacement." . :drata a schema:Organization ; schema:name "Drata" ; schema:description "Compliance automation product referenced in the article." . :vanta a schema:Organization ; schema:name "Vanta" ; schema:description "Compliance automation product referenced in the article." . :ciso a schema:DefinedTerm ; schema:name "CISO" ; schema:description "Chief information security officer buyer persona in the article's example." . :carbon a schema:Organization ; schema:name "Carbon" ; schema:description "Company co-founded by Ngozi Dozie." . :ngoziDozie a schema:Person ; schema:name "Ngozi Dozie" ; schema:description "Carbon co-founder cited for a Claude Code example." . :claudeCode a schema:SoftwareApplication ; schema:name "Claude Code" ; schema:description "AI coding product referenced in a $20 subscription example." . :worldClassOutput a schema:DefinedTerm ; schema:name "World-class output" ; schema:description "The author's personal standard for whether AI-enabled work is truly excellent." . :faq a schema:FAQPage ; schema:name "FAQ" ; schema:description "Question and answer branch for the generated analysis." . :glossary a schema:DefinedTermSet ; schema:name "Glossary" ; schema:description "Defined-term branch for the generated analysis." . :howToUseAiWithAgency a schema:HowTo ; schema:name "How to use AI with agency" ; schema:description "Workflow for turning AI access into better work." . :gpt5ChatInterface a schema:SoftwareApplication ; schema:name "gpt5-chat" ; schema:description "LLM interface reflected in the filename stem." . :codexDesktopEnvironment a schema:SoftwareApplication ; schema:name "Codex desktop" ; schema:description "Generation client environment." . :uriBurnerResolver a schema:SoftwareApplication ; schema:name "URIBurner resolver" ; schema:description "Virtuoso-backed Linked Data resolver used for entity hyperlinks." . :rdfInfographicSkill a schema:SoftwareApplication ; schema:name "rdf-infographic-skill" ; schema:description "Skill used to generate the RDF-backed HTML and Markdown artifacts." . :analysis prov:wasDerivedFrom :sourceArticle . :analysis prov:wasGeneratedBy :gpt5ChatInterface . :analysis prov:wasGeneratedBy :codexDesktopEnvironment . :analysis prov:wasGeneratedBy :rdfInfographicSkill . :analysis schema:about :aiTools . :analysis schema:about :agency . :analysis schema:mentions :taste . :analysis schema:mentions :grit . :analysis schema:mentions :curiosity . :analysis schema:mentions :topOnePercentGap . :analysis schema:hasPart :faq . :analysis schema:hasPart :glossary . :analysis schema:hasPart :howToUseAiWithAgency . :sourceArticle schema:author :adedejiOlowe . :sourceArticle schema:about :aiTools . :sourceArticle schema:about :agency . :internalHrms schema:mentions :freshteam . :internalHrms schema:mentions :freshworks . :internalHrms schema:mentions :zoho . :internalHrms schema:mentions :codex . :codex schema:publisher :openai . :barrierToEntry schema:about :lendsqr . :barrierToEntry schema:mentions :internalHrms . :aiTools schema:about :equalToolAccess . :aiTools schema:mentions :barrierToEntry . :equalToolAccess schema:mentions :internetAnalogy . :internetAnalogy schema:mentions :googleDocs . :internetAnalogy schema:mentions :jkRowling . :internetAnalogy schema:mentions :youtubeChannels . :agency schema:about :worldClassOutput . :taste schema:about :worldClassOutput . :grit schema:about :worldClassOutput . :curiosity schema:about :worldClassOutput . :topOnePercentGap schema:mentions :agency . :topOnePercentGap schema:mentions :taste . :topOnePercentGap schema:mentions :grit . :topOnePercentGap schema:mentions :curiosity . :vibeCodingExample schema:mentions :drata . :vibeCodingExample schema:mentions :vanta . :vibeCodingExample schema:audience :ciso . :ngoziDozie schema:affiliation :carbon . :ngoziDozie schema:mentions :claudeCode . :claudeCode schema:about :worldClassOutput . :uriBurnerResolver schema:about :analysis . :claim1 a schema:Claim ; schema:name "AI amplifies people who already move with intent" ; schema:text "The article argues that AI does not originate effort. It lowers friction between intention and execution, which makes inaction more visible." ; schema:about :agency ; schema:isPartOf :analysis . :claim2 a schema:Claim ; schema:name "Equal access does not create equal outcomes" ; schema:text "AI tools may be widely available to founders, competitors, customers, and new entrants, but the distribution of outcomes still depends on human traits." ; schema:about :equalToolAccess ; schema:isPartOf :analysis . :claim3 a schema:Claim ; schema:name "Product barriers are thinning" ; schema:text "The internal HRMS story leads to a strategic question: if a small team can build an HR tool, what stops someone else from building a competing product?" ; schema:about :barrierToEntry ; schema:isPartOf :analysis . :claim4 a schema:Claim ; schema:name "Taste is the quality-control layer" ; schema:text "AI can produce acceptable work, but without a standard for what good looks like, output can remain generic and undifferentiated." ; schema:about :taste ; schema:isPartOf :analysis . :claim5 a schema:Claim ; schema:name "Iteration requires staying power" ; schema:text "The author treats prompt, response, review, and refinement as the real work. The tool does not continue refining in the background by itself." ; schema:about :grit ; schema:isPartOf :analysis . :claim6 a schema:Claim ; schema:name "Curiosity turns generated output into learning" ; schema:text "Curious users probe responses, test variations, and keep improving, while surface-level use tends to produce common work." ; schema:about :curiosity ; schema:isPartOf :analysis . :claim7 a schema:Claim ; schema:name "The top 1 percent gap may widen" ; schema:text "The article predicts that AI will make highly agentic people dramatically better and widen the distance from people who do not develop the necessary habits." ; schema:about :topOnePercentGap ; schema:isPartOf :analysis . :faq-question-1 a schema:Question ; schema:name "What does the article mean by agency?" ; schema:acceptedAnswer :faq-answer-1 ; schema:isPartOf :faq . :faq-answer-1 a schema:Answer ; schema:text "Agency means initiating work, directing the tool, and following through instead of waiting for AI to create momentum." ; schema:isPartOf :faq . :faq-question-2 a schema:Question ; schema:name "Why does the author say everyone has the same tools?" ; schema:acceptedAnswer :faq-answer-2 ; schema:isPartOf :faq . :faq-answer-2 a schema:Answer ; schema:text "Because useful AI tools for writing, coding, and internal work are broadly available to founders, employees, customers, and competitors." ; schema:isPartOf :faq . :faq-question-3 a schema:Question ; schema:name "Why is taste important when using AI?" ; schema:acceptedAnswer :faq-answer-3 ; schema:isPartOf :faq . :faq-answer-3 a schema:Answer ; schema:text "Taste lets a user know when an output is merely acceptable and when it needs more refinement to become distinctive or excellent." ; schema:isPartOf :faq . :faq-question-4 a schema:Question ; schema:name "How does grit change AI outcomes?" ; schema:acceptedAnswer :faq-answer-4 ; schema:isPartOf :faq . :faq-answer-4 a schema:Answer ; schema:text "Grit keeps the user engaged through the iterative loop where most quality gains happen." ; schema:isPartOf :faq . :faq-question-5 a schema:Question ; schema:name "What role does curiosity play?" ; schema:acceptedAnswer :faq-answer-5 ; schema:isPartOf :faq . :faq-answer-5 a schema:Answer ; schema:text "Curiosity drives probing, testing, and exploration, turning AI from a one-shot answer machine into a learning and improvement partner." ; schema:isPartOf :faq . :term-agency a schema:DefinedTerm ; schema:name "Agency" ; schema:description "The human capacity to initiate and sustain action around a goal." ; schema:sameAs :agency ; schema:isPartOf :glossary . :term-taste a schema:DefinedTerm ; schema:name "Taste" ; schema:description "A practical quality standard for judging whether work is good enough." ; schema:sameAs :taste ; schema:isPartOf :glossary . :term-grit a schema:DefinedTerm ; schema:name "Grit" ; schema:description "Persistence through slow, boring, or iterative parts of meaningful work." ; schema:sameAs :grit ; schema:isPartOf :glossary . :term-curiosity a schema:DefinedTerm ; schema:name "Curiosity" ; schema:description "Exploratory pressure that asks why, tests alternatives, and pushes beyond first outputs." ; schema:sameAs :curiosity ; schema:isPartOf :glossary . :term-barrierToEntry a schema:DefinedTerm ; schema:name "Thinning barrier to entry" ; schema:description "Reduced difficulty of building products because AI compresses development effort." ; schema:sameAs :barrierToEntry ; schema:isPartOf :glossary . :term-equalToolAccess a schema:DefinedTerm ; schema:name "Equal tool access" ; schema:description "A condition where many people can access the same tools but still produce different results." ; schema:sameAs :equalToolAccess ; schema:isPartOf :glossary . :term-worldClassOutput a schema:DefinedTerm ; schema:name "World-class output" ; schema:description "The article's implicit benchmark for whether AI-enabled work is truly excellent." ; schema:sameAs :worldClassOutput ; schema:isPartOf :glossary . :howToStep1 a schema:HowToStep ; schema:name "Start with a real problem" ; schema:text "Use AI against a concrete workflow or decision, not a vague desire to experiment." ; schema:position 1 ; schema:isPartOf :howToUseAiWithAgency . :howToStep2 a schema:HowToStep ; schema:name "Take the first action" ; schema:text "Write the first prompt, build the first screen, draft the first outline, or clean up the first artifact." ; schema:position 2 ; schema:isPartOf :howToUseAiWithAgency . :howToStep3 a schema:HowToStep ; schema:name "Apply taste" ; schema:text "Compare the output against a clear internal standard and identify what is still weak." ; schema:position 3 ; schema:isPartOf :howToUseAiWithAgency . :howToStep4 a schema:HowToStep ; schema:name "Iterate with grit" ; schema:text "Keep refining through several passes instead of accepting the first workable answer." ; schema:position 4 ; schema:isPartOf :howToUseAiWithAgency . :howToStep5 a schema:HowToStep ; schema:name "Probe with curiosity" ; schema:text "Ask why the answer works, test variations, and use the interaction to discover better options." ; schema:position 5 ; schema:isPartOf :howToUseAiWithAgency . :howToStep6 a schema:HowToStep ; schema:name "Ship and learn" ; schema:text "Release the best version currently within reach, then use feedback to keep improving." ; schema:position 6 ; schema:isPartOf :howToUseAiWithAgency . :adedejiOlowe schema:url ; schema:sameAs , . :freshteam schema:url . :freshworks schema:url . :zoho schema:url . :codex schema:url . :openai schema:url . :lendsqr schema:url . :googleDocs schema:url . :jkRowling schema:sameAs . :carbon schema:url . :ngoziDozie schema:sameAs . :uriBurnerResolver schema:url .