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teleo:reweave/2026-04-18
teleo:rio/ownership-coin-portfolio
teleo:ingestion/futardio-20260417-1200
teleo:ingestion/futardio-20260417-1145
teleo:ingestion/futardio-20260417-1130
teleo:ingestion/futardio-20260417-1115
teleo:ingestion/futardio-20260417-1100
teleo:ingestion/futardio-20260417-1045
teleo:ingestion/futardio-20260417-1030
teleo:ingestion/futardio-20260417-1015
teleo:ingestion/futardio-20260417-1000
teleo:ingestion/futardio-20260417-0915
teleo:ingestion/futardio-20260417-0845
teleo:ingestion/futardio-20260417-0815
teleo:ingestion/futardio-20260417-0800
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teleo:ingestion/futardio-20260417-0645
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teleo:ingestion/futardio-20260417-0245
teleo:ingestion/futardio-20260417-0230
teleo:ingestion/futardio-20260417-0100
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teleo:ingestion/futardio-20260417-0000
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teleo:ingestion/futardio-20260416-2300
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teleo:contrib/cameron/orthogonality-challenge
teleo:ingestion/futardio-20260416-1600
teleo:ingestion/futardio-20260416-1545
teleo:ingestion/futardio-20260416-1530
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teleo:extract/2026-04-03-telegram-m3taversal-fancy-cats-that-s-wrong-where-d-you-get-that-from-fd85
teleo:ingestion/futardio-20260416-1315
teleo:ingestion/futardio-20260416-1300
teleo:theseus/dspy-colbert-rlm-extraction
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teleo:ingestion/futardio-20260416-1230
teleo:extract/2026-04-03-telegram-m3taversal-that-s-not-true-curated-launches-had-significantl-a110
teleo:extract/2026-04-03-telegram-m3taversal-fancy-cats-that-s-wrong-where-d-you-get-that-from-1fb8
teleo:ingestion/futardio-20260416-1100
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teleo:ingestion/futardio-20260416-1030
teleo:ingestion/futardio-20260416-1015
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teleo:ingestion/futardio-20260416-0700
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teleo:ingestion/futardio-20260416-0615
teleo:ingestion/futardio-20260416-0600
teleo:ingestion/futardio-20260416-0545
teleo:ingestion/futardio-20260416-0530
teleo:ingestion/futardio-20260416-0515
teleo:ingestion/futardio-20260416-0500
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teleo:ingestion/futardio-20260416-0115
teleo:reweave/2026-04-16
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teleo:extract/2026-04-04-telegram-m3taversal-what-lessons-should-we-take-from-autoresearch-to-i-af27
teleo:extract/2026-04-14-telegram-m3taversal-its-april-now-this-launched-a-day-ago-or-sth-2e9f
teleo:extract/2026-04-14-telegram-m3taversal-futairdbot-what-do-you-know-about-bynomo-a968
teleo:extract/2026-04-12-telegram-m3taversal-futairdbot-what-are-the-advantages-and-disadvanta-24ee
teleo:extract/2026-04-12-telegram-m3taversal-futairdbot-what-are-the-main-takeawys-from-the-p2-3802
teleo:extract/2026-04-05-telegram-m3taversal-this-information-is-out-of-date-please-pull-lates-69c8
teleo:extract/2026-04-05-telegram-m3taversal-futairdbot-what-are-the-biggest-threats-to-metada-8728
teleo:extract/2026-04-05-telegram-m3taversal-futairdbot-why-do-you-believe-metadao-will-be-abl-d4ef
teleo:extract/2026-04-05-telegram-m3taversal-futairdbot-do-yo-ubelieve-that-metadao-launches-a-874a
teleo:extract/2026-04-04-telegram-m3taversal-what-do-you-think-are-the-most-compelling-approach-29d3
teleo:extract/2026-04-04-telegram-m3taversal-how-transformative-are-software-patterns-agentic-1ef5
teleo:extract/2026-04-03-telegram-m3taversal-what-advantage-do-a-few-target-markets-and-ownersh-73f9
teleo:extract/2026-04-03-telegram-m3taversal-how-much-did-deans-list-raise-on-metadao-2e34
teleo:extract/2026-04-03-telegram-m3taversal-an-equally-important-piece-is-that-token-holders-h-c867
teleo:extract/2026-04-02-telegram-m3taversal-what-are-the-ownership-coins-that-are-currently-tr-cf99
teleo:extract/2026-04-02-telegram-m3taversal-futairdbot-what-do-ownership-coins-do-ccba
teleo:extract/2026-04-01-telegram-m3taversal-futairdbot-what-are-the-ownership-coins-that-have-5ec9
teleo:extract/2026-03-30-telegram-m3taversal-we-should-always-be-up-front-about-that-here-is-i-75b1
teleo:extract/2026-03-30-telegram-m3taversal-this-is-wrong-all-the-companies-that-have-launche-4bf9
teleo:extract/2026-03-30-telegram-m3taversal-futairdbot-why-did-proph3t-launch-metadao-7cc9
teleo:extract/2026-03-30-telegram-m3taversal-futairdbot-why-did-proph3t-launch-metadao-and-how-b974
teleo:extract/2026-03-30-telegram-m3taversal-futairdbot-what-was-the-first-project-to-raise-mo-a3cb
teleo:extract/2026-03-30-telegram-m3taversal-futairdbot-what-do-you-think-of-the-ownership-coi-4267
teleo:extract/2026-03-30-telegram-m3taversal-futairdbot-what-do-you-think-of-these-posts-http-369a
teleo:extract/2026-03-30-telegram-m3taversal-futairdbot-what-are-the-takeaways-from-this-umbr-2873
teleo:extract/2026-03-30-telegram-m3taversal-all-startups-are-usually-burning-capital-that-s-n-0311
teleo:extract/2026-03-30-telegram-m3taversal-all-confidently-wrong-i-m-not-sure-wabout-the-sab-99ef
teleo:extract/2026-03-28-telegram-m3taversal-oof-that-s-rough-none-of-that-is-accurate-i-don-6c12
teleo:extract/2026-03-28-telegram-m3taversal-futairdbot-https-x-com-robinhanson-status-20376-d8ab
teleo:extract/2026-03-28-telegram-m3taversal-https-x-com-p2pdotfound-status-20378750319220782-c003
teleo:extract/2026-03-28-telegram-m3taversal-futairdbot-what-are-the-ownership-coins-that-have-f909
teleo:extract/2026-03-27-telegram-m3taversal-futairdbot-what-do-you-think-of-this-https-x-c-e48f
teleo:extract/2026-03-27-telegram-m3taversal-futairdbot-https-x-com-jussy-world-status-20375-cdff
teleo:extract/2026-03-27-telegram-m3taversal-futairdbot-major-update-on-umbra-https-x-com-k-7990
teleo:extract/2026-03-26-telegram-m3taversal-futairdbot-what-do-you-think-about-this-post-doe-6f7d
teleo:extract/2026-03-26-telegram-m3taversal-futairdbot-what-do-you-think-of-this-decision-mar-872d
teleo:extract/2026-03-26-telegram-m3taversal-futairdbot-this-is-important-info-https-x-com-p-226e
teleo:extract/2026-03-26-telegram-m3taversal-futairdbot-https-futarchy-info-524f
teleo:extract/2026-03-26-telegram-m3taversal-futairdbot-https-x-com-0xweiler-status-2037189-7328
teleo:extract/2026-03-26-telegram-m3taversal-futairdbot-another-one-to-index-https-x-com-j-c8b1
teleo:clay/entertainment-extractions
teleo:reweave/2026-04-15
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teleo:extract/2026-03-21-arxiv-probing-evaluation-awareness-e552
teleo:astra/unmerged-claims-pr
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teleo:leo/attribution-metadata-pr
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teleo:theseus/x-source-tier1
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teleo:extract/2026-03-21-international-ai-safety-report-2026-evaluation-gap-2b30
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teleo:leo/coordination-architecture
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teleo:rio/metadao-full-text-backfill
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teleo:theseus/arscontexta-claim
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teleo:theseus/human-contributor-pr
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teleo:leo/readme-onboarding-pr
teleo:argus/alerting-pr
teleo:leo/belief-identity-pr
teleo:rio/entity-upgrades-batch1
teleo:extract/2026-02-xx-breakthrough-institute-odc-skepticism-a3fe
teleo:leo/diagnostics-pr
teleo:theseus/x-source-tier1-pr
teleo:extract/2026-02-27-odc-thermal-management-physics-wall-1786
teleo:leo/synthesis-batch-4
teleo:extract/2026-02-27-ieee-spectrum-odc-power-crisis-analysis-8997
teleo:leo/research-2026-03-23
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teleo:extract/2025-06-02-variety-mediawan-claynosaurz-animated-series-d1e4
teleo:astra/batch2-cislunar-economics-and-commons
teleo:astra/onboarding-identity-and-first-claims
teleo:astra/research-2026-04-02
teleo:theseus/research-2026-03-21
teleo:clay/visitor-experience
teleo:extract/2026-04-xx-mindstudio-ai-filmmaking-cost-breakdown-6220
teleo:vida/research-2026-04-14
teleo:vida/research-2026-03-29
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teleo:extract/2026-04-xx-coindesk-pudgy-penguins-blueprint-tokenized-culture-90ac
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teleo:extract/2026-03-16-nvidia-space-1-vera-rubin-module-announcement-df05
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teleo:extract/2026-02-27-odc-thermal-management-physics-wall-8cc3
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teleo:extract/2026-02-05-spacex-1m-satellite-odc-fcc-amazon-critique-4710
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teleo:extract/2025-12-10-starcloud-h100-gpu-orbit-first-llm-trained-a323
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teleo:leo/research-2026-04-14
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teleo:clay/research-2026-04-14
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teleo:theseus/research-2026-04-14
teleo:theseus/evans-kim-collective-intelligence
teleo:extract/2026-04-xx-aibm-ipsos-prediction-markets-gambling-perception-3124
teleo:extract/2026-04-09-bofa-kalshi-us-market-share-89pct-84aa
teleo:rio/research-2026-04-13
teleo:ingestion/futardio-20260413-2145
teleo:leo/research-2026-04-13
teleo:extract/2026-04-13-viper-revival-blue-origin-blue-moon-4694
teleo:extract/2026-04-13-prospect-cp22-im4-2027-isru-demo-760b
teleo:extract/2026-04-13-prime-1-im2-failure-isru-setback-a69c
teleo:extract/2026-04-13-lunar-outpost-lunar-dawn-ltv-single-provider-d320
teleo:extract/2026-04-13-blue-origin-project-sunrise-orbital-datacenter-82ba
teleo:extract/2026-04-13-wasden-2026-racial-disparities-glp1-prescribing-b779
teleo:extract/2026-04-13-ww-med-plus-glp1-success-program-march-2026-5194
teleo:extract/2026-04-13-omada-glp1-care-track-post-discontinuation-outcomes-2d8d
teleo:extract/2026-04-13-uspstf-2018-b-recommendation-glp1-pharmacotherapy-gap-e0db
teleo:extract/2026-04-13-natali-2025-ai-deskilling-comprehensive-review-bd9d
teleo:extract/2026-04-13-kff-glp1-access-inversion-by-state-income-4aa1
teleo:extract/2026-04-13-jeo-2026-never-skilling-orthopaedics-07c9
teleo:extract/2026-04-13-frontiers-medicine-2026-deskilling-neurological-mechanism-290a
teleo:vida/research-2026-04-13
teleo:extract/2026-04-13-pudgy-penguins-lil-pudgys-narrative-strategy-b3d2
teleo:extract/2026-04-13-hello-kitty-ip-without-narrative-disconfirmation-0a7e
teleo:extract/2026-04-13-creator-economy-platform-war-2026-overview-7021
teleo:extract/2026-04-13-c2pa-content-credentials-2026-state-4c05
teleo:extract/2026-04-13-beast-industries-warren-senate-crypto-teens-e70d
teleo:extract/2026-04-13-beehiiv-podcast-expansion-platform-war-42b3
teleo:reweave/2026-04-13
teleo:theseus/research-2026-04-13
teleo:extract/2026-04-10-cnn-white-house-staff-prediction-market-warning-f4e9
teleo:extract/2026-04-12-mcai-ninth-circuit-kalshi-april16-oral-argument-3cfc
teleo:extract/2026-04-10-fortune-prediction-markets-gambling-addiction-3007
teleo:extract/2026-04-07-cnbc-house-dems-war-bets-cftc-cd27
teleo:extract/2026-04-06-frontofficesports-trump-jr-kalshi-polymarket-8c73
teleo:extract/2026-04-02-npr-cftc-sues-three-states-prediction-markets-9abd
teleo:extract/2026-03-27-cointelegraph-p2pme-insider-trading-resolution-b9c7
teleo:extract/2026-03-17-aibm-ipsos-prediction-markets-gambling-poll-d973
teleo:rio/research-2026-04-12
teleo:leo/research-2026-04-12
teleo:extract/2026-04-12-isru-trl-water-ice-extraction-status-a044
teleo:extract/2026-04-02-nova-space-gateway-cancellation-consequences-4860
teleo:extract/2026-04-02-payloadspace-axiom-station-pptm-reshuffle-a7d7
teleo:extract/2026-03-27-singularityhub-project-ignition-20b-moonbase-nuclear-dd55
teleo:extract/2026-02-27-satnews-nasa-artemis-overhaul-leo-test-2027-9b2c
teleo:extract/2026-01-20-payloadspace-vast-haven1-delay-2027-3e40
teleo:astra/research-2026-04-12
teleo:extract/2026-04-12-warren-beast-industries-crypto-minors-e3e9
teleo:extract/2026-04-12-thewrap-creator-economy-predictions-2026-8ab1
teleo:extract/2026-04-12-mosseri-rawness-as-proof-authenticity-signal-3088
teleo:extract/2026-04-12-pudgy-penguins-lil-pudgys-animated-series-8d3a
teleo:extract/2026-04-12-mrbeast-acquires-step-fintech-expansion-7477
teleo:extract/2026-04-12-coindesk-pudgy-world-hiding-crypto-4100
teleo:extract/2026-04-12-coindesk-pudgy-penguins-governance-blueprint-6829
teleo:extract/2026-04-12-claynosaurz-mipjunior-community-ip-thesis-cb31
teleo:extract/2026-04-12-bitmine-beast-industries-200m-defi-investment-54f6
teleo:extract/2026-04-12-a16z-community-owned-characters-framework-1859
teleo:clay/research-2026-04-12
teleo:reweave/2026-04-12
teleo:extract/2026-04-12-theseus-hardware-tee-activation-monitoring-gap-671d
teleo:extract/2026-04-12-theseus-alignment-geometry-dual-edge-trajectory-monitoring-3fc3
teleo:extract/2026-04-12-theseus-emotion-vectors-scheming-extension-mid-april-check-f83f
teleo:extract/2026-04-12-theseus-deliberative-alignment-capability-expiration-2b17
teleo:theseus/research-2026-04-12
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teleo:extract/2020-02-21-cnbc-musk-foundation-asimov-spacex-philosophical-architecture
teleo:clay/research-2026-03-18
teleo:leo/research-2026-03-18
teleo:extract/2025-01-01-katina-magazine-fanfiction-scholarly-publishing
teleo:extract/2026-02-01-mit-sloan-ai-productivity-j-curve-manufacturing
teleo:extract/2026-03-18-clps-lunar-landing-reliability-2024-2025
teleo:extract/2026-03-11-sourati-ai-homogenizing-expression-thought
teleo:extract/2025-10-17-cutprice-guignol-scp-foundation-collaborative-horror
teleo:extract/2025-01-01-gimm-hoffman-chw-rct-scoping-review
teleo:extract/2025-02-01-hybrid-networks-collective-creativity-dynamics
teleo:rio/research-2026-03-17
teleo:extract/2025-05-01-doodles-dood-token-entertainment-brand-pivot
teleo:extract/2025-07-21-thenftbuzz-doodles-dreamnet-protocol
teleo:extract/2022-2025-azuki-bobu-governance-experiment
teleo:vida/research-2026-03-16
teleo:clay/research-2026-03-16
teleo:theseus/aria-distributed-agi
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teleo:extract/2026-03-11-futardio-launch-mycorealms
teleo:extract/2026-03-05-futardio-launch-areal-finance
teleo:extract/2026-02-00-prediction-market-jurisdiction-multi-state
teleo:extract/2026-01-06-futardio-launch-ranger
teleo:extract/2026-01-01-futardio-launch-p2p-protocol
teleo:extract/2026-01-01-futardio-launch-nfaspace
teleo:extract/2025-12-01-who-glp1-global-guidelines-obesity
teleo:extract/2025-10-18-futardio-launch-loyal
teleo:extract/2025-10-23-futardio-launch-paystream
teleo:extract/2024-08-28-futardio-proposal-test-proposal-based-on-metadao-content
teleo:extract/2024-08-28-futardio-proposal-a-very-unique-title-some-say-its-really-unique
teleo:extract/2026-03-12-futardio-launch-shopsbuilder-ai
teleo:extract/2026-08-02-eu-ai-act-creative-content-labeling
teleo:extract/2026-03-05-futardio-launch-phonon-studio-ai
teleo:extract/2026-02-00-an-differentiable-social-choice
teleo:extract/2026-02-01-ctam-creators-consumers-trust-media-2026
teleo:extract/2026-02-00-metadao-strategic-reset-permissionless
teleo:extract/2026-01-01-futardio-launch-quantum-waffle
teleo:extract/2026-01-01-futardio-launch-cuj
teleo:extract/2025-10-06-futardio-launch-umbra
teleo:leo/consolidate-enrichments-mar16
teleo:extract/2025-11-07-futardio-proposal-meta-pow-the-ore-treasury-protocol
teleo:leo/consolidate-batch3
teleo:extract/2024-11-00-ai4ci-national-scale-collective-intelligence
teleo:extract/2024-08-01-jmcp-glp1-persistence-adherence-commercial-populations
teleo:extract/2024-07-09-futardio-proposal-initialize-the-drift-foundation-grant-program
teleo:extract/2024-06-22-futardio-proposal-thailanddao-event-promotion-to-boost-deans-list-dao-engageme
teleo:extract/2024-06-14-futardio-proposal-fund-the-rug-bounty-program
teleo:extract/2024-05-27-futardio-proposal-proposal-1
teleo:extract/2024-04-00-conitzer-social-choice-guide-alignment
teleo:extract/2024-02-00-chakraborty-maxmin-rlhf
teleo:extract/2024-00-00-dagster-data-backpressure
teleo:extract/2023-11-18-futardio-proposal-develop-a-lst-vote-market
teleo:ingestion/futardio-20260315-1600
teleo:extract/2023-00-00-sciencedirect-flexible-job-shop-scheduling-review
teleo:extract/2022-06-07-slimmon-littles-law-scale-applications
teleo:extract/2021-09-00-vlahakis-aimd-scheduling-distributed-computing
teleo:extract/2021-04-00-tournaire-optimal-control-cloud-resource-allocation-mdp
teleo:extract/2019-07-00-li-overview-mdp-queues-networks
teleo:extract/2019-00-00-whitt-what-you-should-know-about-queueing-models
teleo:extract/2019-00-00-liu-modeling-nonstationary-non-poisson-arrival-processes
teleo:extract/2016-00-00-cambridge-staffing-non-poisson-non-stationary-arrivals
teleo:extract/2016-00-00-corless-aimd-dynamics-distributed-resource-allocation
teleo:extract/2018-00-00-siam-economies-of-scale-halfin-whitt-regime
teleo:extract/2024-08-28-futardio-proposal-proposal-7
teleo:extract/2024-11-13-futardio-proposal-cut-emissions-by-50
teleo:extract/2024-10-01-jams-eras-tour-worldbuilding-prismatic-liveness
teleo:extract/2024-08-01-variety-indie-streaming-dropout-nebula-critical-role
teleo:extract/2021-06-29-kaufmann-active-inference-collective-intelligence
teleo:extract/2021-02-00-pmc-japan-ltci-past-present-future
teleo:extract/2018-03-00-ramstead-answering-schrodingers-question
teleo:extract/2018-00-00-simio-resource-scheduling-non-stationary-service-systems
teleo:ingestion/futardio-20260315-1530
teleo:leo/consolidate-final-5
teleo:leo/consolidate-closed-prs-batch2
teleo:extract/2026-02-25-futardio-launch-rabid-racers
teleo:extract/2023-12-16-futardio-proposal-develop-a-saber-vote-market
teleo:extract/2024-02-13-futardio-proposal-engage-in-50000-otc-trade-with-ben-hawkins
teleo:extract/2024-11-25-futardio-proposal-prioritize-listing-meta
teleo:extract/2026-03-04-futardio-launch-futarchy-arena
teleo:extract/2026-03-03-futardio-launch-mycorealms
teleo:extract/2024-06-08-futardio-proposal-reward-the-university-of-waterloo-blockchain-club-with-1-mil
teleo:extract/2026-03-05-futardio-launch-runbookai
teleo:extract/2026-03-05-pineanalytics-futardio-launch-metrics
teleo:extract/2024-12-30-futardio-proposal-fund-deans-list-dao-website-redesign
teleo:extract/2025-02-06-futardio-proposal-should-sanctum-implement-cloud-staking-and-active-staking-re
teleo:extract/2026-02-17-futardio-launch-epic-finance
teleo:extract/2026-01-00-alearesearch-metadao-fair-launches-misaligned-market
teleo:extract/2024-10-22-futardio-proposal-increase-ore-sol-lp-boost-multiplier-to-6x
teleo:extract/2026-03-03-futardio-launch-digifrens
teleo:extract/2026-03-03-futardio-launch-versus
teleo:ingestion/futardio-20260314-1600
teleo:extract/2025-10-22-futardio-proposal-defiance-capital-cloud-token-acquisition-proposal
teleo:extract/2026-03-00-phys-org-europe-answer-to-starship
teleo:extract/2024-06-05-futardio-proposal-fund-futuredaos-token-migrator
teleo:extract/2026-03-03-pineanalytics-metadao-q4-2025-quarterly-report
teleo:extract/2026-00-00-crypto-trends-lessons-2026-ownership-coins
teleo:rio/launchpet-claims
teleo:extract/2024-04-00-albarracin-shared-protentions-multi-agent-active-inference
teleo:extract/2025-07-18-genius-act-stablecoin-regulation
teleo:extract/2025-05-01-ainvest-taylor-swift-catalog-buyback-ip-ownership
teleo:extract/2026-03-04-futardio-launch-superclaw
teleo:extract/2025-07-01-emarketer-consumers-rejecting-ai-creator-content
teleo:extract/2026-03-08-karpathy-autoresearch-collaborative-agents
teleo:extract/2025-12-04-cnbc-dealbook-mrbeast-future-of-content
teleo:extract/2025-03-28-futardio-proposal-should-sanctum-build-a-sanctum-mobile-app-wonder
teleo:ingestion/futardio-20260312-2100
teleo:ingestion/futardio-20260312-2115
teleo:extract/2026-02-20-claynosaurz-mediawan-animated-series-update
teleo:extract/2024-03-26-futardio-proposal-appoint-nallok-and-proph3t-benevolent-dictators-for-three-mo
teleo:extract/2026-02-25-futardio-launch-fancy-cats
teleo:extract/2024-12-05-futardio-proposal-establish-development-fund
teleo:extract/2026-03-04-futardio-launch-pli-crperie-ambulante
teleo:extract/2026-03-09-futardio-launch-etnlio
teleo:extract/2026-02-21-rakka-sol-omnipair-rate-controller
teleo:extract/2024-01-12-futardio-proposal-create-spot-market-for-meta
teleo:extract/2026-03-03-futardio-launch-open-music
teleo:ingestion/futardio-20260312-1515
teleo:extract/2026-01-00-commonwealth-fund-risk-adjustment-ma-explainer
teleo:theseus/active-inference-claims
teleo:extract/2025-03-26-crfb-ma-overpaid-1-2-trillion
teleo:extract/2026-03-04-futardio-launch-one-of-sick-token
teleo:extract/2025-12-00-cip-year-in-review-democratic-alignment
teleo:extract/2025-06-00-panews-futarchy-governance-weapons
teleo:extract/2026-03-04-futardio-launch-island
teleo:extract/2026-03-08-futardio-launch-seeker-vault
teleo:extract/2026-02-23-cbo-medicare-trust-fund-2040-insolvency
teleo:extract/2024-10-00-patterns-ai-enhanced-collective-intelligence
teleo:extract/2026-00-00-friederich-against-manhattan-project-alignment
teleo:extract/2023-02-00-pmc-cost-effectiveness-homecare-systematic-review
teleo:extract/2025-11-15-beetv-openx-race-to-bottom-cpms-premium-content
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teleo:extract/2025-09-00-orchestrator-active-inference-multi-agent-llm
teleo:extract/2026-00-00-bankless-beauty-of-futarchy
teleo:extract/2026-03-03-futardio-launch-milo-ai-agent
teleo:extract/2025-12-25-chipprbots-futarchy-private-markets-long-arc
teleo:extract/2026-02-01-traceabilityhub-digital-provenance-content-authentication
teleo:extract/2026-02-17-futardio-launch-generated-test
teleo:extract/2020-12-00-da-costa-active-inference-discrete-state-spaces
teleo:extract/2026-03-04-futardio-launch-test
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teleo:extract/2026-03-05-futardio-launch-launchpet
teleo:extract/2022-03-09-imf-costa-rica-ebais-primary-health-care
teleo:extract/2025-02-24-futardio-proposal-mtn-meets-meta-hackathon
teleo:extract/2025-02-27-fortune-mrbeast-5b-valuation-beast-industries
teleo:extract/2024-12-04-futardio-proposal-launch-a-boost-for-usdc-ore
teleo:extract/2026-03-01-contentauthenticity-state-of-content-authenticity-2026
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teleo:extract/2024-11-21-futardio-proposal-proposal-14
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teleo:extract/2024-07-18-futardio-proposal-approve-budget-for-champions-nft-collection-design
teleo:extract/2026-03-09-rocketresearchx-x-archive
teleo:extract/2025-09-00-gaikwad-murphys-laws-alignment
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teleo:extract/2026-02-25-oxranga-solomon-lab-notes-05
teleo:extract/2026-02-27-theiaresearch-metadao-claude-code-founders
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teleo:leo/belief-identity-overhaul-clean
teleo:rio/market-brain-thesis
teleo:extract/2026-03-09-8bitpenis-x-archive
teleo:extract/2026-03-09-mcglive-x-archive
teleo:extract/2026-03-09-ranger-finance-x-archive
teleo:extract/2026-02-27-karpathy-8-agent-research-org
teleo:extract/2020-03-00-vasil-world-unto-itself-communication-active-inference
teleo:extract/2026-03-09-turbine-cash-x-archive
teleo:extract/2020-00-00-greattransition-humanity-as-superorganism
teleo:extract/2026-03-09-mycorealms-x-archive
teleo:extract/2024-01-00-friston-designing-ecosystems-intelligence
teleo:astra/megastructure-multiplanetary-research
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teleo:extract/2026-02-24-karpathy-clis-legacy-tech-agents
teleo:extract/2022-00-00-americanscientist-superorganism-revolution
teleo:extract/2024-03-00-mcmillen-levin-collective-intelligence-unifying-concept
teleo:extract/2025-02-00-kagan-as-one-and-many-group-level-active-inference
teleo:extract/2019-02-00-ramstead-multiscale-integration
teleo:extract/2021-03-00-sajid-active-inference-demystified-compared
teleo:extract/2026-03-09-ownershipfm-x-archive
teleo:extract/2026-03-09-hurupayapp-x-archive
teleo:extract/2026-03-09-blockworks-x-archive
teleo:extract/2026-03-10-iab-ai-ad-gap-widens
teleo:extract/2025-03-01-mediacsuite-ai-film-studios-2025
teleo:extract/2025-08-01-pudgypenguins-record-revenue-ipo-target
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teleo:astra/megastructure-launch-infrastructure
teleo:clay/foundation-cultural-dynamics
teleo:extract/2026-01-15-advanced-television-audiences-ai-blurred-reality
teleo:extract/2025-01-01-deloitte-hollywood-cautious-genai-adoption
teleo:extract/2025-09-01-ankler-ai-studios-cheap-future-no-market
teleo:extract/2026-01-01-ey-media-entertainment-trends-authenticity
teleo:extract/2026-02-01-seedance-2-ai-video-benchmark
teleo:extract/2026-03-09-bharathshettyy-x-archive
teleo:extract/2026-03-04-theiaresearch-permissionless-metadao-launches
teleo:extract/2026-03-09-abbasshaikh-x-archive
teleo:extract/2026-03-09-flashtrade-x-archive
teleo:extract/2026-03-09-solanafloor-x-archive
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teleo:extract/2026-04-03-telegram-m3taversal-that-s-not-true-curated-launches-had-significantl-a110
teleo:extract/2026-04-03-telegram-m3taversal-fancy-cats-that-s-wrong-where-d-you-get-that-from-1fb8
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teleo:ingestion/futardio-20260416-0215
teleo:ingestion/futardio-20260416-0200
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clay: extract from 2025-07-01-emarketer-consumers-rejecting-ai-creator-content.md
- Source: inbox/archive/2025-07-01-emarketer-consumers-rejecting-ai-creator-content.md - Domain: entertainment - Extracted by: headless extraction cron (worker 3) Pentagon-Agent: Clay <HEADLESS> |
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@ -27,6 +27,12 @@ Shapiro's 2030 scenario paints a plausible picture: three of the top 10 most pop
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The emergence of 'human-made' as a premium label in 2026 provides concrete evidence of consumer resistance shaping market positioning and adoption patterns. Brands are actively differentiating on human creation and achieving higher conversion rates (PrismHaus), demonstrating consumer preference is creating market segmentation between human-made and AI-generated content. Monigle's framing that brands are 'forced to prove they're human' indicates consumer skepticism is driving strategic responses—companies are not adopting AI at maximum capability but instead positioning human creation as premium. This confirms that adoption is gated by consumer acceptance (skepticism about AI content) rather than capability (AI technology is clearly capable of generating content). The market is segmenting on acceptance, not on what's technically possible.
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The emergence of 'human-made' as a premium label in 2026 provides concrete evidence of consumer resistance shaping market positioning and adoption patterns. Brands are actively differentiating on human creation and achieving higher conversion rates (PrismHaus), demonstrating consumer preference is creating market segmentation between human-made and AI-generated content. Monigle's framing that brands are 'forced to prove they're human' indicates consumer skepticism is driving strategic responses—companies are not adopting AI at maximum capability but instead positioning human creation as premium. This confirms that adoption is gated by consumer acceptance (skepticism about AI content) rather than capability (AI technology is clearly capable of generating content). The market is segmenting on acceptance, not on what's technically possible.
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### Additional Evidence (confirm)
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*Source: [[2025-07-01-emarketer-consumers-rejecting-ai-creator-content]] | Added: 2026-03-12 | Extractor: anthropic/claude-sonnet-4.5*
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Consumer enthusiasm for AI-generated creator content dropped from 60% in 2023 to 26% in 2025 (Billion Dollar Boy survey, July 2025, 4,000 consumers ages 16+ US/UK). This 34-point collapse occurred while AI quality was objectively improving, confirming that the binding constraint is consumer acceptance, not capability. The direction of change is opposite what quality-improvement alone would predict. Additionally, 32% of consumers now say AI is negatively disrupting the creator economy (up from 18% in 2023), and the emergence of 'AI slop' as mainstream consumer terminology indicates organized rejection is forming.
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---
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type: claim
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domain: entertainment
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description: "Gen Z shows 54% rejection of AI in creative work but only 13% in shopping contexts, revealing consumers distinguish AI as creative replacement from AI as efficiency tool"
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confidence: likely
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source: "Goldman Sachs survey (August 2025)"
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created: 2026-03-11
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secondary_domains: ["cultural-dynamics"]
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---
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# AI acceptance diverges by use case with creative work facing 54% Gen Z rejection versus 13% for shopping, revealing consumers distinguish AI as creative replacement from AI as efficiency tool
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Consumer attitudes toward AI are not monolithic. Goldman Sachs survey data (August 2025) shows that **54% of Gen Z prefer no AI involvement in creative work**, while only **13% feel this way about shopping**. This 41 percentage point gap reveals that consumers make sharp distinctions between contexts where AI threatens identity-relevant domains (creative expression, authenticity) versus contexts where AI provides utility without identity threat (transactional efficiency, product discovery).
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This divergence challenges the assumption that "AI acceptance" is a single variable that rises or falls uniformly. Instead, acceptance is use-case dependent and tracks whether the application is perceived as:
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- **Creative replacement** (AI as author/artist) → high resistance
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- **Efficiency tool** (AI as assistant/filter) → low resistance
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The creative work rejection is not about capability skepticism — it's about protecting the authenticity signal in domains where human authorship carries identity and social meaning.
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## Evidence
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**Goldman Sachs survey (August 2025):**
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- 54% of Gen Z prefer no AI involvement in creative work
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- 13% of Gen Z prefer no AI involvement in shopping
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**Billion Dollar Boy survey (July 2025):**
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- 32% of US/UK consumers say AI is negatively disrupting the creator economy (up from 18% in 2023)
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- Consumer enthusiasm for AI-generated creator content: 60% (2023) → 26% (2025)
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The shopping context represents transactional utility: product recommendations, price comparisons, inventory search. These are efficiency gains without identity stakes. Creative work represents expressive authenticity: the human behind the work matters for social signaling and community belonging.
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## Implications
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This use-case divergence means:
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1. **Blanket "AI acceptance" metrics are misleading** — aggregating across contexts obscures the mechanism
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2. **Entertainment AI adoption will face structural headwinds** that e-commerce AI will not
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3. **The authenticity premium is domain-specific** — it applies where human authorship is part of the value proposition
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---
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Relevant Notes:
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- [[consumer-acceptance-of-ai-creative-content-declining-despite-quality-improvements-because-authenticity-signal-becomes-more-valuable]]
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- [[GenAI adoption in entertainment will be gated by consumer acceptance not technology capability]]
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- [[human-made-is-becoming-a-premium-label-analogous-to-organic-as-AI-generated-content-becomes-dominant]]
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- [[gen-z-hostility-to-ai-generated-advertising-is-stronger-than-millennials-and-widening-making-gen-z-a-negative-leading-indicator-for-ai-content-acceptance]]
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type: claim
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domain: entertainment
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description: "Consumer enthusiasm for AI-generated creator content dropped from 60% to 26% between 2023-2025 while AI quality improved, indicating rejection is identity-driven not capability-driven"
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confidence: likely
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source: "eMarketer analysis of Billion Dollar Boy survey (July 2025, 4,000 consumers ages 16+ US/UK)"
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created: 2026-03-11
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depends_on: ["GenAI adoption in entertainment will be gated by consumer acceptance not technology capability"]
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---
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# Consumer acceptance of AI creative content is declining despite improving quality because the authenticity signal itself becomes more valuable as AI-human distinction erodes
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Consumer enthusiasm for AI-generated creator content collapsed from **60% in 2023 to 26% in 2025** — a 34 percentage point drop over two years. This decline occurred during a period when AI generation quality was objectively improving across image, video, and text modalities, which means the acceptance barrier is not primarily a quality or capability issue.
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The emergence of "AI slop" as mainstream consumer terminology represents a memetic marker: consumers have developed a shared label for the phenomenon, which typically precedes organized rejection. This is not a temporary reaction to low-quality output but a values-based response to the erosion of creative authenticity as a signal.
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## Evidence
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**Billion Dollar Boy survey (July 2025, 4,000 consumers ages 16+ in US and UK):**
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- Consumer enthusiasm for AI-generated creator work: 60% (2023) → 26% (2025)
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- 32% of US and UK consumers say AI is negatively disrupting the creator economy (up from 18% in 2023)
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- 31% say AI in ads makes them less likely to pick a brand (CivicScience, July 2025)
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**Goldman Sachs survey (August 2025):**
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- 54% of Gen Z prefer no AI involvement in creative work
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- Only 13% feel this way about shopping
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The creative-vs-shopping divergence is crucial: consumers are not anti-AI broadly. They specifically protect the authenticity and humanity of creative expression while accepting AI as an efficiency tool in transactional contexts. This reveals that the resistance is identity-driven — consumers distinguish between AI as creative replacement (rejected) versus AI as utility enhancement (accepted).
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Major brands like Coca-Cola continue releasing AI-generated content despite measured consumer resistance, suggesting a structural disconnect between corporate practices and consumer preferences.
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## Challenges
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This claim assumes the 60%→26% trajectory continues. It's possible that:
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- Acceptance stabilizes at a floor (some consumers are genuinely indifferent)
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- Quality improvements eventually overcome the authenticity premium
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- Generational replacement shifts baseline acceptance upward
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However, the fact that rejection intensified *while* quality improved suggests the mechanism is not quality-gated.
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---
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Relevant Notes:
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- [[GenAI adoption in entertainment will be gated by consumer acceptance not technology capability]]
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- [[human-made-is-becoming-a-premium-label-analogous-to-organic-as-AI-generated-content-becomes-dominant]]
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- [[consumer-rejection-of-ai-generated-ads-intensifies-as-ai-quality-improves-disproving-the-exposure-leads-to-acceptance-hypothesis]]
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- [[gen-z-hostility-to-ai-generated-advertising-is-stronger-than-millennials-and-widening-making-gen-z-a-negative-leading-indicator-for-ai-content-acceptance]]
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@ -38,6 +38,12 @@ This represents a scarcity inversion: as AI-generated content becomes abundant a
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- **Verification infrastructure immature**: C2PA content authentication is emerging but not yet widely deployed; risk of label dilution or fraud if verification mechanisms remain weak
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- **Verification infrastructure immature**: C2PA content authentication is emerging but not yet widely deployed; risk of label dilution or fraud if verification mechanisms remain weak
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- **Incumbent response unknown**: Corporate brands may develop effective transparency and verification mechanisms that close the credibility gap with community-owned IP
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- **Incumbent response unknown**: Corporate brands may develop effective transparency and verification mechanisms that close the credibility gap with community-owned IP
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### Additional Evidence (confirm)
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*Source: [[2025-07-01-emarketer-consumers-rejecting-ai-creator-content]] | Added: 2026-03-12 | Extractor: anthropic/claude-sonnet-4.5*
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The 60%→26% enthusiasm collapse for AI-generated creator content (2023-2025) occurred while AI became more prevalent and higher quality, suggesting the scarcity and value of 'human-made' as a signal is increasing as AI content becomes dominant. The Goldman Sachs finding that 54% of Gen Z reject AI in creative work (versus 13% in shopping) shows consumers are willing to pay an implicit premium for human authorship in identity-relevant domains. The 'AI slop' terminology itself functions as a negative label that creates space for 'human-made' as the premium alternative.
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@ -7,9 +7,15 @@ date: 2025-07-01
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domain: entertainment
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domain: entertainment
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secondary_domains: []
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secondary_domains: []
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format: report
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format: report
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status: unprocessed
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status: processed
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priority: high
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priority: high
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tags: [consumer-acceptance, ai-content, creator-economy, authenticity, gen-z, ai-slop]
|
tags: [consumer-acceptance, ai-content, creator-economy, authenticity, gen-z, ai-slop]
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|
processed_by: clay
|
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|
processed_date: 2026-03-11
|
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|
claims_extracted: ["consumer-acceptance-of-ai-creative-content-declining-despite-quality-improvements-because-authenticity-signal-becomes-more-valuable.md", "ai-acceptance-diverges-by-use-case-with-creative-work-facing-54-percent-gen-z-rejection-versus-13-percent-for-shopping.md"]
|
||||||
|
enrichments_applied: ["GenAI adoption in entertainment will be gated by consumer acceptance not technology capability.md", "human-made-is-becoming-a-premium-label-analogous-to-organic-as-AI-generated-content-becomes-dominant.md"]
|
||||||
|
extraction_model: "anthropic/claude-sonnet-4.5"
|
||||||
|
extraction_notes: "Extracted two new claims focused on the mechanism of consumer rejection (authenticity-driven, not quality-driven) and the use-case divergence (creative vs transactional). Applied four enrichments to existing claims with strong confirming evidence. The 60%→26% drop is the single most striking longitudinal data point on AI content acceptance trajectory. The creative-vs-shopping split (54% vs 13%) is the key evidence for understanding the nature of resistance as identity-driven rather than capability-skepticism."
|
||||||
---
|
---
|
||||||
|
|
||||||
## Content
|
## Content
|
||||||
|
|
@ -51,3 +57,12 @@ Data distinguishes that creator-led AI content faces specific resistance that ma
|
||||||
PRIMARY CONNECTION: `GenAI adoption in entertainment will be gated by consumer acceptance not technology capability`
|
PRIMARY CONNECTION: `GenAI adoption in entertainment will be gated by consumer acceptance not technology capability`
|
||||||
WHY ARCHIVED: The 60%→26% enthusiasm collapse is the clearest longitudinal data point on consumer AI acceptance trajectory. The direction is opposite of what quality-improvement alone would predict.
|
WHY ARCHIVED: The 60%→26% enthusiasm collapse is the clearest longitudinal data point on consumer AI acceptance trajectory. The direction is opposite of what quality-improvement alone would predict.
|
||||||
EXTRACTION HINT: The extractor should focus on the NATURE of consumer rejection (identity/values driven) vs. the FACT of rejection. The Goldman Sachs creative-vs-shopping split is the key evidence for the "authenticity as identity" framing.
|
EXTRACTION HINT: The extractor should focus on the NATURE of consumer rejection (identity/values driven) vs. the FACT of rejection. The Goldman Sachs creative-vs-shopping split is the key evidence for the "authenticity as identity" framing.
|
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|
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|
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## Key Facts
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- Billion Dollar Boy survey (July 2025): 4,000 consumers ages 16+ in US and UK, plus 1,000 creators and 1,000 senior marketers
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- Consumer enthusiasm for AI-generated creator content: 60% (2023) → 26% (2025)
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- 32% of US/UK consumers say AI is negatively disrupting the creator economy (up from 18% in 2023)
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- 31% say AI in ads makes them less likely to pick a brand (CivicScience, July 2025)
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- 54% of Gen Z prefer no AI involvement in creative work (Goldman Sachs, August 2025)
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- 13% of Gen Z prefer no AI involvement in shopping (Goldman Sachs, August 2025)
|
||||||
|
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|
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