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base: teleo:d9be60942ba78a97cbba995d88428f9576db26fc
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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
teleo:ingestion/futardio-20260417-0745
teleo:ingestion/futardio-20260417-0715
teleo:ingestion/futardio-20260417-0645
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teleo:ingestion/futardio-20260416-2300
teleo:ingestion/futardio-20260416-2245
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teleo:contrib/cameron/orthogonality-challenge
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teleo:ingestion/futardio-20260416-1545
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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
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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-20260416-0615
teleo:ingestion/futardio-20260416-0600
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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:ingestion/futardio-20260416-0030
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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
teleo:ingestion/futardio-20260414-2015
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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:epimetheus/decisions-2026-03-24
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teleo:leo/coordination-architecture
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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/2025-12-10-starcloud-h100-gpu-orbit-first-llm-trained-5172
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/2026-02-27-odc-thermal-management-physics-wall-2f6c
teleo:extract/2026-04-xx-coindesk-pudgy-penguins-blueprint-tokenized-culture-90ac
teleo:extract/2026-03-30-starcloud-170m-series-a-starcloud-2-3-roadmap-e875
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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
teleo:extract/2026-01-12-neweconomies-creator-economy-ma-consolidation-f9ea
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teleo:extract/2025-06-02-variety-mediawan-claynosaurz-animated-series-4449
teleo:leo/research-2026-04-14
teleo:astra/research-2026-04-14
teleo:clay/research-2026-04-14
teleo:reweave/2026-04-14
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
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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
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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
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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/2024-07-18-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
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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
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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
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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
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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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vida: extract from 2023-02-00-pmc-cost-effectiveness-homecare-systematic-review.md
- Source: inbox/archive/2023-02-00-pmc-cost-effectiveness-homecare-systematic-review.md - Domain: health - Extracted by: headless extraction cron (worker 3) Pentagon-Agent: Vida <HEADLESS> |
7 changed files with 134 additions and 1 deletions
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---
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type: claim
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domain: health
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description: "Market structure transformation driven by cost economics and patient preference creates largest care delivery migration in Medicare history"
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confidence: likely
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source: "PMC systematic review citing market projections, 2023"
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created: 2026-03-11
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---
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# 265 billion dollars in Medicare care services projected to shift from institutional to home settings by 2025
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Up to $265 billion in care services for Medicare beneficiaries is projected to shift to home care by 2025, representing a fundamental restructuring of where care is delivered rather than incremental channel diversification. This migration is driven by the convergence of cost economics (52% lower costs for conditions like heart failure), patient preference (94% prefer home over nursing homes), and technology enablement (RPM growing at 19% CAGR).
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The scale of this shift—$265B represents roughly 20% of total Medicare spending—indicates a structural transition in care delivery architecture. This is not substitution at the margins but a wholesale reconfiguration of the default care setting from institutional to community-based.
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The home healthcare segment is the fastest-growing end-use category in the remote patient monitoring market, with 25.3% CAGR through 2033, providing the technology infrastructure that makes this care delivery migration operationally viable at scale.
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## Evidence
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- $265 billion in Medicare care services projected to shift to home by 2025
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- Home healthcare is fastest-growing RPM segment at 25.3% CAGR through 2033
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- 94% of Medicare beneficiaries prefer post-hospital home care vs. nursing homes
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- Home care costs 52% less than hospital care for heart failure patients
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- Remote patient monitoring market: $28.9B (2024) → $138B (2033), 19% CAGR
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- 71 million Americans expected to use RPM by 2025
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---
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Relevant Notes:
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- [[the healthcare attractor state is a prevention-first system where aligned payment continuous monitoring and AI-augmented care delivery create a flywheel that profits from health rather than sickness.md]]
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- [[continuous health monitoring is converging on a multi-layer sensor stack of ambient wearables periodic patches and environmental sensors processed through AI middleware.md]]
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- [[value-based care transitions stall at the payment boundary because 60 percent of payments touch value metrics but only 14 percent bear full risk.md]]
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Topics:
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- [[domains/health/_map]]
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@ -17,6 +17,12 @@ This inverts the current clinical paradigm. Instead of patients visiting doctors
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The wearable medical device market is $48.3B (2025) growing to ~$100B by 2030 at 15.6% CAGR. The broader digital health market is projected at $180B by 2031.
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### Additional Evidence (extend)
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*Source: [[2023-02-00-pmc-cost-effectiveness-homecare-systematic-review]] | Added: 2026-03-12 | Extractor: anthropic/claude-sonnet-4.5*
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Home healthcare is the fastest-growing end-use segment in the remote patient monitoring market at 25.3% CAGR through 2033, faster than hospital or clinic-based RPM adoption. This indicates that the sensor stack convergence is being driven by home-based care delivery economics rather than institutional settings. The RPM market overall is growing from $28.9B (2024) to projected $138B (2033) at 19% CAGR, with AI in RPM growing even faster at 27.5% CAGR ($1.96B in 2024 → $8.43B in 2030). 71 million Americans are expected to use some form of RPM by 2025. This scale of adoption and the concentration of growth in home settings demonstrates that the multi-layer sensor stack is becoming operationally viable at population scale specifically in community-based care delivery.
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---
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Relevant Notes:
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---
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type: claim
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domain: health
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description: "Heart failure home care demonstrates structural cost advantage over institutional settings with potential $15K+ annual savings per patient"
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confidence: likely
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source: "PMC systematic review of homecare cost-effectiveness studies, 2023"
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created: 2026-03-11
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---
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# Home health care costs 52 percent less than hospital care for heart failure patients
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Home health interventions for heart failure patients cost 52% lower than traditional hospital treatments, with potential savings exceeding $15,000 per patient per year compared to facility-based care. This cost differential represents a structural advantage rather than marginal efficiency gain.
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A systematic review of homecare cost-effectiveness studies found that when homecare was compared to hospital care across multiple conditions, results showed cost-saving in 7 studies, cost-effective in 2 studies, and more effective in 1 study. The consistency of cost advantage across studies and conditions suggests this is a fundamental property of the care delivery model rather than condition-specific optimization.
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The cost structure difference is reinforced by patient preference alignment: 94% of Medicare beneficiaries prefer post-hospital care at home versus nursing homes, indicating that the lower-cost option is also the higher-satisfaction option—a rare convergence in healthcare economics.
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## Evidence
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- Heart failure home care: 52% lower costs than hospital treatment (PMC systematic review, 2023)
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- Potential savings exceeding $15,000 per patient per year vs. facility-based care
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- 7 of 10 comparative studies showed home care as cost-saving vs. hospital care
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- 94% of Medicare beneficiaries prefer home care over nursing homes post-hospitalization
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---
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Relevant Notes:
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- [[the healthcare attractor state is a prevention-first system where aligned payment continuous monitoring and AI-augmented care delivery create a flywheel that profits from health rather than sickness.md]]
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- [[continuous health monitoring is converging on a multi-layer sensor stack of ambient wearables periodic patches and environmental sensors processed through AI middleware.md]]
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Topics:
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- [[domains/health/_map]]
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---
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type: claim
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domain: health
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description: "SNF sector polarization into profitable and deeply unprofitable facilities indicates structural transition rather than uniform decline"
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confidence: experimental
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source: "PMC systematic review citing SNF margin data, 2023"
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created: 2026-03-11
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---
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# Skilled nursing facility margin bifurcation shows 36 percent at negative 4 percent margin while 34 percent at positive 4 percent margin
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The skilled nursing facility sector exhibits extreme margin divergence: 36% of SNFs operate at -4.0% margin or worse, while 34% operate at +4% margin or better. This bimodal distribution is the hallmark of an industry in structural transition, not one experiencing uniform decline.
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In stable industries, margin distributions cluster around a mean with normal variance. In transitioning industries, the distribution splits as some players adapt to new economics while others remain locked in legacy models. The SNF data shows this pattern clearly: roughly equal populations at opposite extremes with a hollowed middle.
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This bifurcation likely reflects alignment with value-based care models. SNFs that have integrated with accountable care organizations, hospital-at-home programs, or Medicare Advantage plans capture volume in the new care delivery architecture. Those remaining dependent on traditional fee-for-service Medicare face volume loss to home health alternatives that cost 52% less and align with 94% patient preference.
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The margin spread (8+ percentage points between the struggling third and thriving third) is too large to explain through operational efficiency alone. This is structural positioning: different business models serving different payment architectures.
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## Evidence
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- 36% of SNFs have margins of -4.0% or worse
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- 34% of SNFs have margins of +4% or better
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- Growing divergence indicates structural transition, not uniform sector decline
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- Home health costs 52% less than institutional care for comparable conditions
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- $265B in Medicare services projected to shift to home care by 2025
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---
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Relevant Notes:
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- [[value-based care transitions stall at the payment boundary because 60 percent of payments touch value metrics but only 14 percent bear full risk.md]]
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- [[the healthcare attractor state is a prevention-first system where aligned payment continuous monitoring and AI-augmented care delivery create a flywheel that profits from health rather than sickness.md]]
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- [[proxy inertia is the most reliable predictor of incumbent failure because current profitability rationally discourages pursuit of viable futures.md]]
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Topics:
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- [[domains/health/_map]]
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@ -285,6 +285,12 @@ Healthcare is the clearest case study for TeleoHumanity's thesis: purpose-driven
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PACE provides the most comprehensive real-world test of the prevention-first attractor model: 100% capitation, fully integrated medical/social/psychiatric care, continuous monitoring of a nursing-home-eligible population, and 8-year longitudinal data (2006-2011). Yet the ASPE/HHS evaluation reveals that PACE does NOT reduce total costs—Medicare capitation rates are equivalent to FFS overall (with lower costs only in the first 6 months post-enrollment), while Medicaid costs are significantly HIGHER under PACE. The value is in restructuring care (community vs. institution, chronic vs. acute) and quality improvements (significantly lower nursing home utilization across all measures, some evidence of lower mortality), not in cost savings. This directly challenges the assumption that prevention-first, integrated care inherently 'profits from health' in an economic sense. The 'flywheel' may be clinical and social value, not financial ROI. If the attractor state requires economic efficiency to be sustainable, PACE suggests it may not be achievable through care integration alone.
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### Additional Evidence (confirm)
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*Source: [[2023-02-00-pmc-cost-effectiveness-homecare-systematic-review]] | Added: 2026-03-12 | Extractor: anthropic/claude-sonnet-4.5*
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The $265 billion projected shift of Medicare care services to home settings by 2025 represents the attractor state in action: value is concentrating toward lower-acuity, community-based settings where continuous monitoring is viable. Home health costs 52% less than hospital care for heart failure patients while achieving 94% patient preference alignment. The care delivery spectrum shows value flowing from Hospital → SNF → Home Health → PACE → Hospice, with SNFs experiencing margin bifurcation (36% at -4% margin, 34% at +4%) indicating structural transition. The winners are those aligned with the new care delivery architecture enabled by RPM and AI.
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---
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Relevant Notes:
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@ -23,6 +23,12 @@ The Making Care Primary model's termination in June 2025 (after just 12 months,
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PACE represents the extreme end of value-based care alignment—100% capitation with full financial risk for a nursing-home-eligible population. The ASPE/HHS evaluation shows that even under complete payment alignment, PACE does not reduce total costs but redistributes them (lower Medicare acute costs in early months, higher Medicaid chronic costs overall). This suggests that the 'payment boundary' stall may not be primarily a problem of insufficient risk-bearing. Rather, the economic case for value-based care may rest on quality/preference improvements rather than cost reduction. PACE's 'stall' is not at the payment boundary—it's at the cost-savings promise. The implication: value-based care may require a different success metric (outcome quality, institutionalization avoidance, mortality reduction) than the current cost-reduction narrative assumes.
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### Additional Evidence (extend)
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*Source: [[2023-02-00-pmc-cost-effectiveness-homecare-systematic-review]] | Added: 2026-03-12 | Extractor: anthropic/claude-sonnet-4.5*
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The SNF sector margin bifurcation (36% at -4% margin vs. 34% at +4% margin) provides concrete evidence of the payment boundary effect in action. The profitable third likely represents facilities that have crossed the payment boundary into full-risk arrangements with ACOs or MA plans, while the unprofitable third remains locked in fee-for-service models that cannot compete with home health's 52% cost advantage. The $265B shift to home care by 2025 represents volume flowing to settings where value-based economics work, leaving FFS-dependent facilities stranded. This bifurcation demonstrates that the payment boundary is not merely a theoretical constraint but a structural sorting mechanism that separates viable from non-viable business models.
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---
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Relevant Notes:
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@ -7,9 +7,15 @@ date: 2023-02-01
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domain: health
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secondary_domains: []
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format: paper
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status: unprocessed
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status: processed
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priority: high
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tags: [home-health, cost-effectiveness, facility-care, snf, hospital, aging, senior-care]
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processed_by: vida
|
||||
processed_date: 2026-03-11
|
||||
claims_extracted: ["home-health-care-costs-52-percent-less-than-hospital-care-for-heart-failure-patients.md", "265-billion-in-medicare-care-services-projected-to-shift-from-institutional-to-home-settings-by-2025.md", "skilled-nursing-facility-margin-bifurcation-shows-36-percent-at-negative-4-percent-while-34-percent-at-positive-4-percent.md"]
|
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enrichments_applied: ["continuous health monitoring is converging on a multi-layer sensor stack of ambient wearables periodic patches and environmental sensors processed through AI middleware.md", "the healthcare attractor state is a prevention-first system where aligned payment continuous monitoring and AI-augmented care delivery create a flywheel that profits from health rather than sickness.md", "value-based care transitions stall at the payment boundary because 60 percent of payments touch value metrics but only 14 percent bear full risk.md"]
|
||||
extraction_model: "anthropic/claude-sonnet-4.5"
|
||||
extraction_notes: "Extracted three claims about home health cost advantage, $265B care delivery shift, and SNF margin bifurcation as structural transition indicator. Applied three enrichments to existing claims about continuous monitoring, healthcare attractor state, and VBC payment boundaries. The 52% cost differential for heart failure and the SNF bifurcation pattern are the most significant extractable findings—they provide concrete evidence for the care delivery transition thesis already present in the KB."
|
||||
---
|
||||
|
||||
## Content
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||||
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|
@ -51,3 +57,12 @@ tags: [home-health, cost-effectiveness, facility-care, snf, hospital, aging, sen
|
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PRIMARY CONNECTION: [[continuous health monitoring is converging on a multi-layer sensor stack of ambient wearables periodic patches and environmental sensors processed through AI middleware]]
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WHY ARCHIVED: Fills the care delivery layer gap — KB has claims about insurance/payment structure but not about where care is actually delivered and how that's changing.
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||||
EXTRACTION HINT: The cost differential (52% for heart failure) is the most extractable finding. Pair with RPM growth data to show the enabling technology layer.
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||||
|
||||
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## Key Facts
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- Remote patient monitoring market: $28.9B (2024) → $138B (2033), 19% CAGR
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- AI in RPM: $1.96B (2024) → $8.43B (2030), 27.5% CAGR
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||||
- 71 million Americans expected to use RPM by 2025
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- Home healthcare segment: 25.3% CAGR through 2033 (fastest-growing RPM end-use)
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- 94% of Medicare beneficiaries prefer post-hospital home care vs. nursing homes
|
||||
- When homecare compared to hospital: cost-saving in 7 studies, cost-effective in 2, more effective in 1
|
||||
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|
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