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base: teleo:93b26dca3b6ec0e56da5eb322ff6f953b527e09e
teleo:main
teleo:theseus/rename-futarchy-defenders-to-arbitrageurs
teleo:extract/metadao-proposals-16-30-08ff
teleo:extract/2026-04-02-leo-domestic-international-governance-split-covid-cyber-finance-c7ba
teleo:extract/2026-04-01-unga-resolution-80-57-autonomous-weapons-164-states-5597
teleo:extract/2026-04-01-reaim-summit-2026-acoruna-us-china-refuse-35-of-85-6747
teleo:extract/2026-04-01-defense-sovereign-odc-demand-formation-eb24
teleo:extract/2026-04-01-ccw-gge-laws-2026-seventh-review-conference-november-ae87
teleo:extract/2026-04-01-asil-sipri-laws-legal-analysis-growing-momentum-dafb
teleo:extract/2026-03-exterra-orbital-reef-competitive-position-130d
teleo:theseus/agentic-taylorism-research
teleo:extract/2026-03-31-leo-triggering-event-architecture-weapons-stigmatization-campaigns-f015
teleo:extract/2026-03-31-leo-three-condition-framework-arms-control-generalization-test-9b21
teleo:extract/2026-03-31-leo-ottawa-treaty-mine-ban-stigmatization-model-arms-control-5957
teleo:extract/2026-03-31-astra-2c-dual-mode-synthesis-117c
teleo:extract/2026-03-30-tg-source-m3taversal-thedonkey-p2p-me-team-thread-on-permissionless-5101
teleo:extract/2026-03-30-telegram-m3taversal-he-leads-international-growth-for-p2p-me-4695
teleo:extract/2026-03-30-techpolicy-press-anthropic-pentagon-european-capitals-e771
teleo:extract/2026-03-30-credible-commitment-problem-ai-safety-anthropic-pentagon-72a8
teleo:extract/2026-03-29-leo-three-track-corporate-strategy-legislative-ceiling-ai-governance-37eb
teleo:extract/2026-03-29-intercept-openai-surveillance-autonomous-killings-trust-us-cf7e
teleo:extract/2026-03-26-telegram-m3taversal-futairdbot-https-x-com-sjdedic-status-203714354-8fd0
teleo:extract/2026-03-26-metr-gpt5-evaluation-time-horizon-1b60
teleo:extract/2026-03-26-leo-layer0-governance-architecture-error-misuse-aligned-ai-5fd0
teleo:extract/2026-03-25-telegram-m3taversal-https-x-com-shayonsengupta-status-20339233930958-6ad4
teleo:extract/2026-03-25-telegram-m3taversal-futairdbot-the-ico-is-running-through-metadao-s-ec9a
teleo:extract/2026-03-25-telegram-m3taversal-futairdbot-please-search-p2p-me-allocation-and-ot-62d0
teleo:extract/2026-03-25-prediction-market-institutional-legitimization-a2e4
teleo:extract/2026-03-25-pine-analytics-p2p-me-ico-analysis-d2f8
teleo:extract/2026-03-25-epoch-ai-biorisk-benchmarks-real-world-gap-b4c3
teleo:extract/2026-03-25-cyber-capability-ctf-vs-real-attack-framework-b954
teleo:extract/2026-03-25-aisi-replibench-methodology-component-tasks-simulated-0121
teleo:extract/2026-03-24-telegram-m3taversal-futairdbot-what-is-the-consensus-on-p2p-me-in-rec-08b1
teleo:extract/2026-03-24-telegram-m3taversal-futairdbot-what-do-you-think-about-this-https-cc53
teleo:extract/2026-03-24-p2p-me-ico-pre-launch-delphi-sentiment-synthesis-71ad
teleo:extract/2026-03-24-leo-rsp-v3-benchmark-reality-gap-governance-miscalibration-1479
teleo:extract/2026-03-24-leo-formal-mechanisms-narrative-coordination-synthesis-3eb7
teleo:extract/2026-03-23-x-research-p2p-me-launch-bfc4
teleo:extract/2026-03-23-x-research-p2p-me-ico-8f61
teleo:extract/2026-03-23-astra-two-gate-sector-activation-model-3e10
teleo:extract/2026-03-22-stanford-harvard-noharm-clinical-llm-safety-2b96
teleo:extract/2026-03-23-5cc-capital-polymarket-kalshi-founders-vc-fund-d2bf
teleo:extract/2026-03-21-tirzepatide-patent-thicket-2041-glp1-bifurcation-f536
teleo:extract/2026-03-22-cognitive-bias-clinical-llm-npj-digital-medicine-b663
teleo:extract/2026-03-22-nature-medicine-llm-sociodemographic-bias-5bd0
teleo:extract/2026-03-21-sandbagging-covert-monitoring-bypass-1ef2
teleo:extract/2026-03-21-sabotage-evaluations-frontier-models-anthropic-metr-b043
teleo:extract/2026-03-20-p2pme-business-model-website-f45e
teleo:extract/2026-03-21-dr-reddys-semaglutide-87-country-export-plan-877e
teleo:extract/2026-03-20-kff-cbo-obbba-coverage-losses-medicaid-0621
teleo:extract/2026-03-19-blue-origin-project-sunrise-fcc-orbital-datacenter-ffab
teleo:extract/2026-03-18-moonvillage-he3-power-mobility-dilemma-ecd6
teleo:extract/2026-03-16-nvidia-vera-rubin-space1-orbital-ai-hardware-3891
teleo:extract/2026-03-10-lords-inquiry-nhs-ai-personalised-medicine-adoption-c377
teleo:extract/2026-03-12-metr-sabotage-review-claude-opus-4-6-0f33
teleo:extract/2026-03-12-metr-opus46-sabotage-risk-review-evaluation-awareness-d9c3
teleo:extract/2026-03-01-congress-iss-2032-extension-gap-risk-170a
teleo:extract/2026-02-01-healthpolicywatch-eu-ai-act-who-patient-risks-regulatory-vacuum-2c88
teleo:extract/2026-01-30-spacex-fcc-1million-orbital-data-center-satellites-969f
teleo:extract/2026-01-28-nasa-cld-phase2-frozen-policy-constraint-b78c
teleo:extract/2026-01-27-darpa-he3-free-cryocooler-urgent-call-6cb9
teleo:extract/2026-01-21-aha-2026-heart-disease-stroke-statistics-update-0bc8
teleo:extract/2026-01-11-axiom-kepler-first-odc-nodes-leo-f54f
teleo:extract/2026-01-01-metr-time-horizon-task-doubling-6months-413f
teleo:extract/2025-12-10-aetherflux-galactic-brain-orbital-solar-compute-19f4
teleo:extract/2025-12-00-tice-noise-injection-sandbagging-neurips2025-a454
teleo:extract/2025-11-02-starcloud-h100-first-ai-workload-orbit-6c88
teleo:extract/2025-11-01-scp-wiki-governance-collaborative-worldbuilding-scale-bc04
teleo:extract/2025-08-00-eu-code-of-practice-principles-not-prescription-9fce
teleo:extract/2025-08-01-anthropic-persona-vectors-interpretability-d67c
teleo:extract/2025-08-01-abrams-aje-pervasive-cvd-stagnation-us-states-counties-a056
teleo:extract/2025-07-15-aisi-chain-of-thought-monitorability-fragile-a1c3
teleo:extract/2025-01-xx-bmc-food-insecurity-cvd-risk-factors-us-adults-0a63
teleo:extract/2025-01-01-jmir-e78132-llm-nursing-care-plan-sociodemographic-bias-33b1
teleo:extract/2024-12-02-jama-network-open-global-healthspan-lifespan-gaps-183-who-states-feef
teleo:extract/2024-10-xx-aha-regards-upf-hypertension-cohort-9-year-followup-f457
teleo:extract/2024-02-05-jama-network-open-digital-health-hypertension-disparities-meta-analysis-591e
teleo:extract/2024-00-00-govai-coordinated-pausing-evaluation-scheme-0504
teleo:extract/2020-03-17-pnas-us-life-expectancy-stalls-cvd-not-drug-deaths-0f6b
teleo:leo/moloch-extraction-sprint
teleo:theseus/cornelius-batch4-domain-applications
teleo:leo/attractor-basin-claims
teleo:clay/followup-fixes-2308-2312
teleo:epimetheus/fix-babic-merge
teleo:reweave/2026-04-04
teleo:astra/robotics-founding-claims
teleo:clay/memetic-bridge-claims
teleo:vida/belief-audit-claims-v2
teleo:clay/oligopoly-scope-enrichment
teleo:clay/ai-acceptance-position
teleo:vida/belief-audit-claims
teleo:leo/moloch-schmachtenberger-sprint
teleo:theseus/moloch-extraction
teleo:ingestion/futardio-20260403-1700
teleo:extract/2026-04-03-montreal-protocol-commercial-pivot-enabling-conditions
teleo:extract/2026-04-03-montreal-protocol-commercial-pivot-enabling-conditions-959a
teleo:extract/2026-04-02-techcrunch-aetherflux-sbsp-dod-funding-falcon9-demo-98f9
teleo:extract/2026-04-03-nasaspaceflight-ng3-net-april12
teleo:extract/2026-04-03-coe-ai-framework-convention-scope-stratification-5a70
teleo:extract/2026-04-03-coe-ai-framework-convention-scope-stratification
teleo:extract/2026-03-xx-breakingdefense-space-data-network-golden-dome
teleo:extract/2026-03-xx-breakingdefense-space-data-network-golden-dome-4bbd
teleo:extract/2026-04-02-techcrunch-aetherflux-sbsp-dod-funding-falcon9-demo
teleo:extract/2025-xx-bmc-cvd-obesity-heart-failure-mortality-young-adults-1999-2022-59ba
teleo:extract/2026-03-27-airandspaceforces-golden-dome-odc-requirement-5629
teleo:extract/2026-03-25-nationaldefense-odc-space-operations-panel-fe40
teleo:extract/2026-02-01-lancet-making-obesity-treatment-more-equitable-e535
teleo:extract/2026-02-01-lancet-making-obesity-treatment-more-equitable
teleo:extract/2026-01-21-aha-2026-heart-disease-stroke-statistics-update
teleo:extract/2026-03-25-nationaldefense-odc-space-operations-panel
teleo:extract/2025-xx-rga-glp1-population-mortality-reduction-2045-timeline-af30
teleo:extract/2025-10-xx-california-ab489-ai-healthcare-disclosure-2026-e21f
teleo:extract/2025-06-25-jacc-cvd-mortality-trends-us-1999-2023-yan-9200
teleo:extract/2025-05-20-who-pandemic-agreement-adoption-us-withdrawal-6943
teleo:reweave/2026-04-03
teleo:leo/research-2026-04-03
teleo:astra/research-2026-04-03
teleo:vida/research-2026-04-03
teleo:theseus/research-2026-04-03
teleo:clay/x-visual-brief-fixes
teleo:clay/x-visual-identity-v3
teleo:clay/x-visual-identity-v2
teleo:extract/2026-04-02-tg-source-m3taversal-drift-protocol-280m-hack-details-from-fabianosol-5701
teleo:extract/2026-04-02-tg-shared-fabianosolana-2039657017825017970-s-46-c965
teleo:extract/2026-xx-npj-digital-medicine-innovating-global-regulatory-frameworks-genai-medical-devices-4054
teleo:extract/2026-xx-npj-digital-medicine-current-challenges-regulatory-databases-aimd-9e50
teleo:extract/2026-xx-npj-digital-medicine-current-challenges-regulatory-databases-aimd
teleo:extract/2025-xx-babic-npj-digital-medicine-maude-aiml-postmarket-surveillance-framework-a07f
teleo:extract/2026-xx-npj-digital-medicine-innovating-global-regulatory-frameworks-genai-medical-devices
teleo:extract/2026-xx-jco-oncology-practice-liability-risks-ambient-ai-clinical-workflows-628e
teleo:theseus/phase1-2-instrumentation
teleo:extract/2026-01-xx-ecri-2026-health-tech-hazards-ai-chatbot-misuse-top-hazard
teleo:extract/2026-01-xx-covington-fda-cds-guidance-2026-five-key-takeaways-4d14
teleo:extract/2026-01-xx-covington-fda-cds-guidance-2026-five-key-takeaways
teleo:extract/2025-xx-npj-digital-medicine-beyond-human-ears-ai-scribe-risks-d163
teleo:extract/2024-xx-handley-npj-ai-safety-issues-fda-device-reports-a468
teleo:extract/2026-04-02-scaling-laws-scalable-oversight-nso-ceiling-results-5e5a
teleo:extract/2026-04-02-openai-apollo-deliberative-alignment-situational-awareness-problem-69ef
teleo:extract/2026-04-02-apollo-research-frontier-models-scheming-empirical-confirmed-22dc
teleo:extract/2026-04-02-anthropic-circuit-tracing-claude-haiku-production-results-98a4
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teleo:extract/2026-03-XX-spacecomputer-orbital-cooling-landscape-analysis-7b02
teleo:vida/research-2026-04-02
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teleo:rio/entity-upgrades-batch1
teleo:leo/research-2026-04-02
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teleo:clay/hail-mary-challenge
teleo:clay/ontology-simplification-v2
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teleo:extract/2025-07-09-medrxiv-kentucky-mtm-grocery-prescription-bp-reduction-9mmhg-8460
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teleo:extract/2026-04-01-fda-tempo-cms-access-selection-pending-july-performance-period
teleo:extract/2025-xx-penn-ldi-obbba-snap-cuts-93000-premature-deaths
teleo:extract/2025-11-10-statnews-aha-food-is-medicine-bp-reverts-to-baseline-juraschek
teleo:extract/2025-08-xx-aha-acc-hypertension-guideline-2025-lifestyle-dietary-recommendations
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teleo:extract/2026-04-01-leo-nuclear-npt-partial-coordination-success-limits
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teleo:theseus/research-2026-04-01
teleo:theseus/cornelius-batch3-epistemology
teleo:extract/2026-03-30-tg-source-m3taversal-jabranthelawyer-legal-analysis-of-metadao-p2p-inte
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teleo:reweave/2026-03-31
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teleo:extract/2026-03-30-leo-eu-ai-act-article2-national-security-exclusion-legislative-ceiling
teleo:extract/2026-03-31-leo-ukraine-shahed-near-miss-triggering-event-analysis
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teleo:extract/2024-06-xx-aha-hypertension-sdoh-systematic-review-57-studies
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teleo:extract/2024-xx-ajpm-cvd-mortality-trends-2010-2022-update-final-data
teleo:extract/2024-09-xx-pmc-equity-digital-health-rpm-wearables-underserved-communities
teleo:vida/research-2026-03-31
teleo:extract/2026-03-30-x-research-umbra-update
teleo:extract/2026-03-27-tg-shared-jussy-world-2037542331075944739-s-46
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teleo:extract/2026-03-30-tg-source-m3taversal-p2p-me-permissionless-expansion-model-thedonkey
teleo:extract/2026-03-30-tg-claim-m3taversal-p2p-me-s-permissionless-expansion-model-reduces-country-laun
teleo:extract/2026-03-30-tg-claim-m3taversal-top-10-wallets-in-metadao-umbra-hold-approximately-5-3m-of
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teleo:theseus/belief-disconfirmation-protocol
teleo:extract/2026-03-30-lancet-select-adiposity-independent-cv-outcomes-2025
teleo:extract/2026-03-30-tg-source-m3taversal-proph3t-statement-on-p2p-polymarket-betting-contro
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teleo:extract/2026-03-30-leo-cwc-arms-control-conditional-legislative-ceiling-disconfirmation
teleo:leo/research-2026-03-30
teleo:extract/2026-03-30-astra-gate2-cost-parity-constraint-analysis
teleo:astra/research-2026-03-30
teleo:extract/2026-03-30-jacc-cvd-mortality-trends-1999-2023
teleo:extract/2026-03-30-lesswrong-hot-mess-critique-conflates-failure-modes
teleo:extract/2026-03-30-eurheartj-select-mediation-analysis-esc-2024
teleo:extract/2026-03-30-lords-ada-lovelace-ai-governance-submission-gai0086
teleo:extract/2026-03-30-jacc-cardiometabolic-treatment-control-rates-1999-2023
teleo:extract/2026-03-30-cap-obbba-implementation-timeline
teleo:vida/research-2026-03-30
teleo:extract/2026-03-30-anthropic-hot-mess-of-ai-misalignment-scale-incoherence
teleo:extract/2026-03-30-openai-anthropic-joint-safety-evaluation-cross-lab
teleo:extract/2026-03-30-oxford-aigi-automated-interpretability-model-auditing-research-agenda
teleo:extract/2026-03-30-techpolicy-press-anthropic-pentagon-european-capitals
teleo:extract/2026-03-30-epc-pentagon-blacklisted-anthropic-europe-must-respond
teleo:extract/2026-03-30-defense-one-military-ai-human-judgement-deskilling
teleo:extract/2026-03-30-credible-commitment-problem-ai-safety-anthropic-pentagon
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teleo:theseus/research-2026-03-30
teleo:reweave/2026-03-28
teleo:extract/2026-03-27-kff-aca-marketplace-premium-tax-credit-expiry-cost-burden
teleo:leo/research-2026-03-29
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teleo:extract/2026-03-29-circulation-cvqo-pcsk9-utilization-2015-2021
teleo:vida/research-2026-03-29
teleo:extract/2026-03-29-aljazeera-anthropic-pentagon-open-space-for-regulation
teleo:extract/2026-03-29-anthropic-alignment-auditbench-hidden-behaviors
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teleo:extract/2026-03-29-techpolicy-press-anthropic-pentagon-timeline
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teleo:ingestion/futardio-20260312-2100
teleo:ingestion/futardio-20260312-2115
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teleo:ingestion/futardio-20260312-1515
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teleo:vida/research-2026-03-12
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teleo:leo/belief-identity-overhaul-clean
teleo:rio/market-brain-thesis
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teleo:extract/2020-00-00-greattransition-humanity-as-superorganism
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teleo:astra/megastructure-multiplanetary-research
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teleo:extract/2024-03-00-mcmillen-levin-collective-intelligence-unifying-concept
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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
teleo:extract/2026-03-09-richard-isc-x-archive
teleo:clay/research-2026-03-10
teleo:ingestion/futardio-20260310-1244
teleo:theseus/visitor-map-polish
teleo:leo/test-sources
teleo:leo/ingest-skill
teleo:m3taversal/leo-14ff9c29
teleo:rio/competitor-landscape
teleo:vida/knowledge-state-assessment
teleo:rio/x-ingestion-batch-1
teleo:theseus/x-ingestion-collab-taxonomy
teleo:theseus/arscontexta-claim
teleo:theseus/foundations-cas
teleo:leo/cleanup-test-claim
teleo:rio/knowledge-state
teleo:rio/eval-pipeline-test
teleo:astra/batch4-manufacturing-observation-competition
teleo:leo/unprocessed-source-batch
teleo:theseus/foundations-followup
teleo:m3taversal/astra-2d07e69c
teleo:rio/foundation-gaps
teleo:clay/rio-handoff-conversation-patterns
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teleo:rio/mechanism-design-foundation
teleo:astra/batch2-cislunar-economics-and-commons
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teleo:leo/coordination-architecture
teleo:vida/collective-health
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teleo:leo/superorganism-reframe
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teleo:clay/entertainment-extractions
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teleo:rio/aschenbrenner-extraction
teleo:leo/synthesis-batch-3
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teleo:theseus/dario-anthropic-extraction
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teleo:m3taversal/prometheus-845f10fb
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teleo:rio/ai-intelligence-crisis-mar2026
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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 4) Pentagon-Agent: Clay <HEADLESS> |
5 changed files with 83 additions and 1 deletions
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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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### 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% to 26% collapse in consumer enthusiasm for AI-generated creator content between 2023-2025 provides the clearest longitudinal evidence for the consumer acceptance gate. This occurred during a period of rapid AI quality improvement, confirming that the binding constraint is acceptance, not capability. The Billion Dollar Boy survey (July 2025, 4,000 consumers ages 16+ in US and UK) shows 32% now say AI is negatively disrupting the creator economy (up from 18% in 2023), and 31% say AI in ads makes them less likely to pick a brand (CivicScience, July 2025). The emergence of 'AI slop' as mainstream consumer terminology represents organized rejection—consumers have developed a label for the phenomenon.
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---
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Relevant Notes:
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@ -0,0 +1,26 @@
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---
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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, revealing authenticity as identity-driven value not quality assessment"
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confidence: likely
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source: "eMarketer analysis of Billion Dollar Boy survey (4,000 consumers, July 2025) and Goldman Sachs survey (August 2025)"
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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—even as AI generation quality improved substantially during the same period. This inverse relationship between quality and acceptance reveals that consumer resistance is not primarily a quality assessment problem but an identity and values question about creative authenticity.
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The Billion Dollar Boy survey (July 2025, 4,000 consumers ages 16+ in US and UK) shows that 32% of consumers now say AI is negatively disrupting the creator economy, up from 18% in 2023. Separately, 31% say AI in ads makes them less likely to pick a brand (CivicScience, July 2025). The emergence of "AI slop" as mainstream consumer terminology represents a memetic marker—consumers have developed a label for the phenomenon, which typically precedes organized rejection.
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Crucially, this rejection is domain-specific, not a blanket anti-AI sentiment. Goldman Sachs data (August 2025) shows 54% of Gen Z prefer no AI involvement in creative work, but only 13% feel this way about shopping applications. This divergence demonstrates that consumers distinguish between AI as efficiency tool (shopping) versus AI as creative replacement (content creation). The resistance is specifically protective of the authenticity and humanity of creative expression.
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The timing is significant: this acceptance collapse occurred during a period when AI generation capabilities were rapidly improving across image, video, and text generation. Major brands like Coca-Cola continue releasing AI-generated content despite documented consumer resistance, suggesting a widening gap between corporate practices and consumer preferences.
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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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- [[consumer-rejection-of-ai-generated-ads-intensifies-as-ai-quality-improves-disproving-the-exposure-leads-to-acceptance-hypothesis]]
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- [[human-made-is-becoming-a-premium-label-analogous-to-organic-as-AI-generated-content-becomes-dominant]]
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---
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type: claim
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domain: entertainment
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secondary_domains: ["cultural-dynamics"]
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description: "Gen Z shows 54% rejection of AI in creative work but only 13% in shopping, demonstrating that AI acceptance is use-case dependent based on identity protection versus efficiency gains"
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confidence: likely
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source: "Goldman Sachs survey (August 2025) via eMarketer analysis"
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created: 2026-03-11
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---
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# The creative-versus-shopping divergence in AI acceptance reveals that consumers distinguish between AI as efficiency tool and AI as creative replacement based on identity protection
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Goldman Sachs survey data (August 2025) reveals a striking divergence in Gen Z attitudes toward AI across different use cases: 54% prefer no AI involvement in creative work, while only 13% feel this way about shopping applications. This 41 percentage point gap demonstrates that consumer AI acceptance is not a monolithic attitude but varies systematically based on whether the domain involves identity expression versus utilitarian efficiency.
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This pattern suggests consumers are applying a domain-specific evaluation framework:
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**Identity/Expression Domains (Creative Work):** High resistance because AI involvement threatens the authenticity signal that defines the value. Creative work is valued partly for its human origin—the connection to a creator's perspective, struggle, and humanity. AI generation in this domain is perceived as replacement or dilution of that core value proposition.
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**Efficiency/Utility Domains (Shopping):** Low resistance because AI is perceived as a tool that enhances capability without threatening identity. Shopping recommendations, price comparison, and product discovery are valued for outcomes (finding the right product efficiently), not for the human process that produces them.
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This divergence explains why the same consumers who reject AI-generated creator content (60% to 26% enthusiasm drop, 2023-2025) may simultaneously embrace AI shopping assistants, AI-powered search, or AI logistics optimization. The acceptance barrier is not about AI capability or quality—it's about whether the domain is identity-constitutive or instrumentally valued.
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The implication for entertainment and creator economy: AI adoption will face structural resistance in domains where human authorship is part of the value proposition, regardless of quality parity. This is not a temporary "uncanny valley" effect that exposure will resolve—it's a persistent preference for human provenance in identity-relevant domains.
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---
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Relevant Notes:
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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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- [[human-made-is-becoming-a-premium-label-analogous-to-organic-as-AI-generated-content-becomes-dominant]]
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- [[GenAI adoption in entertainment will be gated by consumer acceptance not technology capability]]
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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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- **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 'AI slop' terminology becoming mainstream consumer language (per eMarketer July 2025 analysis) demonstrates that consumers are actively creating linguistic markers to distinguish AI-generated from human-made content. This labeling behavior is analogous to the 'organic' movement—consumers develop terminology to identify and prefer the scarce alternative (human-made) as the default shifts to AI-generated. The 60% to 26% enthusiasm collapse suggests this premium is strengthening, not weakening, as AI becomes more prevalent.
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---
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Relevant Notes:
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@ -7,9 +7,15 @@ date: 2025-07-01
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domain: entertainment
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secondary_domains: []
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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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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", "creative-versus-utilitarian-ai-acceptance-divergence-reveals-consumers-protect-identity-domains-not-efficiency-domains.md"]
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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"]
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extraction_model: "anthropic/claude-sonnet-4.5"
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extraction_notes: "Extracted 2 new claims focused on the mechanism of consumer rejection (identity-driven vs quality-driven) and the creative-vs-utilitarian divergence. Applied 5 enrichments to existing claims with the 60%→26% longitudinal data and the creative/shopping split. The 'AI slop' terminology and the quality-acceptance inverse relationship are the key novel insights. No entities to extract—this is consumer survey data without company-specific events."
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---
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## Content
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@ -51,3 +57,11 @@ Data distinguishes that creator-led AI content faces specific resistance that ma
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PRIMARY CONNECTION: `GenAI adoption in entertainment will be gated by consumer acceptance not technology capability`
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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.
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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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## Key Facts
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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 negatively disrupts creator economy, up from 18% (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 in creative work vs 13% for shopping (Goldman Sachs, August 2025)
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- Billion Dollar Boy survey: 4,000 consumers ages 16+ in US and UK, plus 1,000 creators and 1,000 senior marketers (July 2025)
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