extract: 2025-03-01-medicare-prior-authorization-glp1-near-universal #984
12 changed files with 175 additions and 5 deletions
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@ -29,6 +29,12 @@ Real-world persistence data from 125,474 commercially insured patients shows the
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The Cell Press review characterizes GLP-1s as marking a 'system-level redefinition' of cardiometabolic management with 'ripple effects across healthcare costs, insurance models, food systems, long-term population health.' Obesity costs the US $400B+ annually, providing context for the scale of potential cost impact. The WHO issued conditional recommendations within 2 years of widespread adoption (December 2025), unusually fast for a major therapeutic category.
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### Additional Evidence (extend)
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*Source: [[2025-03-01-medicare-prior-authorization-glp1-near-universal]] | Added: 2026-03-15*
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MA plans' near-universal prior authorization creates administrative friction that may worsen the already-poor adherence rates for GLP-1s. PA requirements ensure only T2D-diagnosed patients can access, effectively blocking obesity-only coverage despite FDA approval. This access restriction compounds the chronic-use economics challenge by adding administrative barriers on top of existing adherence problems.
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---
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Relevant Notes:
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@ -29,6 +29,12 @@ PACE represents the extreme end of value-based care alignment—100% capitation
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GLP-1 persistence data illustrates why value-based care requires risk alignment: with only 32.3% of non-diabetic obesity patients remaining on GLP-1s at one year (15% at two years), the downstream savings that justify the upfront drug cost never materialize for 85% of patients. Under fee-for-service, the pharmacy benefit pays the cost but doesn't capture the avoided hospitalizations. Under partial risk (upside-only), providers have no incentive to invest in adherence support because they don't bear the cost of discontinuation. Only under full risk (capitation) does the entity paying for the drug also capture the downstream savings—but only if adherence is sustained. This makes GLP-1 economics a test case for whether value-based care can solve the "who pays vs. who benefits" misalignment.
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### Additional Evidence (confirm)
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*Source: [[2025-03-01-medicare-prior-authorization-glp1-near-universal]] | Added: 2026-03-15*
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Medicare Advantage plans bearing full capitated risk increased GLP-1 prior authorization from <5% to nearly 100% within two years (2023-2025), demonstrating that even full-risk capitation does not automatically align incentives toward prevention when short-term cost pressures dominate. Both BCBS and UnitedHealthcare implemented universal PA despite theoretical alignment under capitation.
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---
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Relevant Notes:
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@ -97,6 +97,12 @@ MetaDAO ICO platform processed 8 projects from April 2025 to January 2026, raisi
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MetaDAO Q3 2024 roadmap prioritized launching a market-based grants product as the primary objective, with specific targets to launch 5 organizations and process 8 proposals through the product. This represents an expansion from pure ICO functionality to grants decision-making, demonstrating futarchy's application to capital allocation beyond fundraising.
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### Additional Evidence (extend)
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*Source: [[2025-04-09-blockworks-ranger-ico-metadao-reset]] | Added: 2026-03-15*
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Ranger Finance ICO completed in April 2025, adding ~$9.1M to total Assets Under Futarchy, bringing the total to $57.3M across 10 launched projects. This represents continued momentum in futarchy-governed capital formation, with Ranger being a leveraged trading platform on Solana. The article also notes MetaDAO was 'considering strategic changes to its platform model' around this time, though details were not specified.
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---
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Relevant Notes:
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@ -50,6 +50,7 @@ MetaDAO's token launch platform. Implements "unruggable ICOs" — permissionless
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- **2026-03-05** — [[git3-futardio-fundraise]] failed: Git3 raised $28,266 of $100K target (28.3%) before entering refunding status, demonstrating market filtering even with live MVP
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- **2024-06-14** — [[futardio-fund-rug-bounty-program]] passed: Approved $5K USDC funding for RugBounty.xyz platform development to incentivize community recovery from rug pulls
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- **2024-08-28** — MetaDAO proposal to develop futardio as memecoin launchpad with futarchy governance failed. Proposal would have allocated $100k grant over 6 months to development team. Key features: percentage of each new token supply allocated to futarchy DAO, points-to-token conversion within 180 days, revenue distribution to $FUTA holders, immutable deployment on IPFS/Arweave. Proposal rejected by market, suggesting reputational risks outweighed adoption benefits.
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- **2025-11-14** — Solomon launch: $8M raised (12.9x oversubscribed, $102.9M committed) for composable yield-bearing stablecoin
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## Competitive Position
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- **Unique mechanism**: Only launch platform with futarchy-governed accountability and treasury return guarantees
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- **vs pump.fun**: pump.fun is memecoin launch (zero accountability, pure speculation). Futardio is ownership coin launch (futarchy governance, treasury enforcement). Different categories despite both being "launch platforms."
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@ -0,0 +1,24 @@
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{
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"rejected_claims": [
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{
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"filename": "medicare-advantage-prior-authorization-escalation-from-5-to-100-percent-demonstrates-capitated-plans-prioritize-short-term-cost-avoidance-over-long-term-prevention.md",
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"issues": [
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"missing_attribution_extractor"
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]
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}
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],
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"validation_stats": {
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"total": 1,
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"kept": 0,
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"rejected": 1,
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"fixes_applied": [
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"medicare-advantage-prior-authorization-escalation-from-5-to-100-percent-demonstrates-capitated-plans-prioritize-short-term-cost-avoidance-over-long-term-prevention.md:set_created:2026-03-15"
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],
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"rejections": [
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"medicare-advantage-prior-authorization-escalation-from-5-to-100-percent-demonstrates-capitated-plans-prioritize-short-term-cost-avoidance-over-long-term-prevention.md:missing_attribution_extractor"
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]
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},
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"model": "anthropic/claude-sonnet-4.5",
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"date": "2026-03-15"
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}
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@ -0,0 +1,34 @@
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{
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"rejected_claims": [
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{
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"filename": "arrows-impossibility-theorem-applies-to-machine-intelligence-measurement-not-just-preference-aggregation.md",
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"issues": [
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"no_frontmatter"
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]
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},
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{
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"filename": "convergent-impossibility-across-four-mathematical-traditions-suggests-structural-limits-not-contingent-failures.md",
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"issues": [
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"no_frontmatter"
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]
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}
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],
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"validation_stats": {
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"total": 2,
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"kept": 0,
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"fixed": 4,
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"rejected": 2,
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"fixes_applied": [
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"arrows-impossibility-theorem-applies-to-machine-intelligence-measurement-not-just-preference-aggregation.md:set_created:2026-03-15",
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"arrows-impossibility-theorem-applies-to-machine-intelligence-measurement-not-just-preference-aggregation.md:stripped_wiki_link:universal-alignment-is-mathematically-impossible-because-arr",
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"convergent-impossibility-across-four-mathematical-traditions-suggests-structural-limits-not-contingent-failures.md:set_created:2026-03-15",
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"convergent-impossibility-across-four-mathematical-traditions-suggests-structural-limits-not-contingent-failures.md:stripped_wiki_link:universal-alignment-is-mathematically-impossible-because-arr"
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],
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"rejections": [
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"arrows-impossibility-theorem-applies-to-machine-intelligence-measurement-not-just-preference-aggregation.md:no_frontmatter",
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"convergent-impossibility-across-four-mathematical-traditions-suggests-structural-limits-not-contingent-failures.md:no_frontmatter"
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]
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},
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"model": "anthropic/claude-sonnet-4.5",
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"date": "2026-03-15"
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}
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@ -0,0 +1,26 @@
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{
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"rejected_claims": [
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{
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"filename": "lst-based-privacy-mixers-solve-opportunity-cost-paradox-by-converting-anonymity-waiting-periods-into-yield-generating-staking-positions.md",
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"issues": [
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"missing_attribution_extractor"
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]
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}
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],
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"validation_stats": {
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"total": 1,
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"kept": 0,
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"fixed": 3,
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"rejected": 1,
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"fixes_applied": [
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"lst-based-privacy-mixers-solve-opportunity-cost-paradox-by-converting-anonymity-waiting-periods-into-yield-generating-staking-positions.md:set_created:2026-03-15",
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"lst-based-privacy-mixers-solve-opportunity-cost-paradox-by-converting-anonymity-waiting-periods-into-yield-generating-staking-positions.md:stripped_wiki_link:internet-capital-markets-compress-fundraising-from-months-to",
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"lst-based-privacy-mixers-solve-opportunity-cost-paradox-by-converting-anonymity-waiting-periods-into-yield-generating-staking-positions.md:stripped_wiki_link:MetaDAO-is-the-futarchy-launchpad-on-Solana-where-projects-r"
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],
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"rejections": [
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"lst-based-privacy-mixers-solve-opportunity-cost-paradox-by-converting-anonymity-waiting-periods-into-yield-generating-staking-positions.md:missing_attribution_extractor"
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]
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},
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"model": "anthropic/claude-sonnet-4.5",
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"date": "2026-03-15"
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}
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@ -7,9 +7,13 @@ date: 2025-03-01
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domain: health
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secondary_domains: []
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format: article
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status: unprocessed
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status: enrichment
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priority: medium
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tags: [glp-1, prior-authorization, medicare-advantage, formulary, access-barriers]
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processed_by: vida
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processed_date: 2026-03-15
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enrichments_applied: ["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", "GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035.md"]
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extraction_model: "anthropic/claude-sonnet-4.5"
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---
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## Content
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@ -44,3 +48,12 @@ Analysis of GLP-1 coverage and prior authorization requirements under Medicare A
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PRIMARY CONNECTION: [[value-based care transitions stall at the payment boundary because 60 percent of payments touch value metrics but only 14 percent bear full risk]]
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WHY ARCHIVED: Near-universal PA for GLP-1s under MA demonstrates that capitation alone doesn't align incentives for prevention — MA plans still manage to short-term cost metrics
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EXTRACTION HINT: Focus on the tension between theoretical capitation incentives (cover prevention → save money) and actual MA behavior (restrict access → minimize short-term spend)
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## Key Facts
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- Injectable semaglutide (Ozempic) covered by 98.0% of MA plans in 2025
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- Tirzepatide (Mounjaro) covered by 96.2% of MA plans in 2025
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- Oral semaglutide covered by 84.8% of MA plans in 2025
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- Dulaglutide covered by 87.5% of MA plans in 2025
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- Only 13 state Medicaid programs covered GLP-1s for obesity as of January 2026
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- GLP-1s for weight loss/obesity remain excluded under Medicare Part D until BALANCE model demonstration begins July 2026
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@ -7,9 +7,13 @@ date: 2025-04-09
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domain: internet-finance
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secondary_domains: []
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format: article
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status: unprocessed
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status: enrichment
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priority: medium
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tags: [metadao, ranger-finance, ICO, assets-under-futarchy, ownership-coins]
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processed_by: rio
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processed_date: 2026-03-15
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enrichments_applied: ["MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale.md"]
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extraction_model: "anthropic/claude-sonnet-4.5"
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---
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## Content
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@ -43,3 +47,11 @@ tags: [metadao, ranger-finance, ICO, assets-under-futarchy, ownership-coins]
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PRIMARY CONNECTION: [[MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale]]
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WHY ARCHIVED: Latest AUF figure ($57.3M) and "strategic reset" signal worth tracking
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EXTRACTION HINT: The AUF metric is data for updating existing claims; the "strategic reset" needs follow-up investigation
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## Key Facts
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- MetaDAO total Assets Under Futarchy reached $57.3M as of April 9, 2025
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- Ranger Finance ICO added approximately $9.1M to MetaDAO's AUF
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- MetaDAO has launched 10 projects to date as of April 2025
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- MetaDAO ICO sales use a 4-day deposit period with USDC
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- MetaDAO was considering a 'strategic reset' to its platform model in April 2025
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@ -7,9 +7,13 @@ date: 2025-08-07
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domain: ai-alignment
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secondary_domains: [critical-systems]
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format: paper
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status: unprocessed
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status: null-result
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priority: high
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tags: [arrows-theorem, machine-intelligence, impossibility, Legg-Hutter, Chollet-ARC, formal-proof]
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processed_by: theseus
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processed_date: 2026-03-15
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extraction_model: "anthropic/claude-sonnet-4.5"
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extraction_notes: "LLM returned 2 claims, 2 rejected by validator"
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---
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## Content
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@ -41,3 +45,10 @@ No agent-environment-based MIM simultaneously satisfies analogs of Arrow's fairn
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PRIMARY CONNECTION: universal alignment is mathematically impossible because Arrows impossibility theorem applies to aggregating diverse human preferences into a single coherent objective
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WHY ARCHIVED: Fourth independent impossibility tradition — extends Arrow's theorem from alignment to intelligence measurement itself
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EXTRACTION HINT: Focus on the extension from preference aggregation to intelligence measurement and what this means for alignment targets
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## Key Facts
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- Oswald, Ferguson & Bringsjord published formal proof at AGI 2025 (Conference on Artificial General Intelligence)
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- Paper appears in Springer LNCS vol. 16058
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- Proof covers Legg-Hutter Intelligence and Chollet's Intelligence Measure (ARC)
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- Full paper is paywalled at Springer
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@ -6,7 +6,7 @@ url: "https://www.futard.io/proposal/C61vTUyxTq5SWwbrTFEyYeXpGQLKhRRvRrGsu6YUa6C
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date: 2025-08-20
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domain: internet-finance
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format: data
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status: unprocessed
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status: null-result
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tags: [futardio, metadao, futarchy, solana, governance]
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event_type: proposal
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processed_by: rio
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@ -19,6 +19,10 @@ processed_date: 2026-03-11
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enrichments_applied: ["time-based-token-vesting-is-hedgeable-making-standard-lockups-meaningless-as-alignment-mechanisms-because-investors-can-short-sell-to-neutralize-lockup-exposure-while-appearing-locked.md", "MetaDAOs-futarchy-implementation-shows-limited-trading-volume-in-uncontested-decisions.md", "futarchy-adoption-faces-friction-from-token-price-psychology-proposal-complexity-and-liquidity-requirements.md"]
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extraction_model: "anthropic/claude-sonnet-4.5"
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extraction_notes: "No new claims extracted. Source provides concrete example of forfeit-for-liquidity mechanism as alternative to vesting hedgeability, and additional data point on futarchy adoption friction and low-volume uncontested decisions. Created decision_market entity for the proposal and enriched three existing claims with mechanism design insights and futarchy implementation patterns."
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processed_by: rio
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processed_date: 2026-03-15
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extraction_model: "anthropic/claude-sonnet-4.5"
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extraction_notes: "LLM returned 0 claims, 0 rejected by validator"
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---
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## Proposal Details
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@ -83,3 +87,14 @@ Read the full proposal here https://research.sanctum.so/t/cloud-005-should-sanct
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- Team committed not to redistribute forfeited tokens for 24 months
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- Used MetaDAO Autocrat v0.3
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- DAO account: GVmi7ngRAVsUHh8REhKDsB2yNftJTNRt5qMLHDDCizov
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## Key Facts
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- Sanctum proposal C61vTUyxTq5SWwbrTFEyYeXpGQLKhRRvRrGsu6YUa6CX failed on 2025-08-23
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- Proposal used MetaDAO Autocrat v0.3
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- 9% of CLOUD token supply was unlocking monthly over 24 months from investors
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- Proposal offered 35% forfeit rate for immediate unlock
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- Potential increase of up to 27 million CLOUD to Team Reserve if all investors opted in
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- Team committed not to redistribute forfeited tokens for 24 months
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- DAO account: GVmi7ngRAVsUHh8REhKDsB2yNftJTNRt5qMLHDDCizov
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- Proposer account: proPaC9tVZEsmgDtNhx15e7nSpoojtPD3H9h4GqSqB2
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@ -6,7 +6,7 @@ url: "https://www.futard.io/launch/4h248CdXdeWtxWnHxEPqa5ruYZaEwXRZPyDFYnndbzpR"
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date: 2025-10-20
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domain: internet-finance
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format: data
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status: unprocessed
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||||
status: null-result
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tags: [futardio, metadao, futarchy, solana]
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event_type: launch
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processed_by: rio
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@ -14,6 +14,10 @@ processed_date: 2025-10-20
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enrichments_applied: ["internet-capital-markets-compress-fundraising-from-months-to-days-because-permissionless-raises-eliminate-gatekeepers-while-futarchy-replaces-due-diligence-bottlenecks-with-real-time-market-pricing.md", "MetaDAO-is-the-futarchy-launchpad-on-Solana-where-projects-raise-capital-through-unruggable-ICOs-governed-by-conditional-markets-creating-the-first-platform-for-ownership-coins-at-scale.md"]
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extraction_model: "anthropic/claude-sonnet-4.5"
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extraction_notes: "Extracted one novel claim about LST-based privacy mixers solving opportunity cost paradox. Enriched two existing claims with fundraising speed and platform scope evidence. Source is primarily a launch announcement with project description - limited technical detail but strong market signal via oversubscription. Confidence capped at experimental due to single-source evidence and lack of post-launch usage data."
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processed_by: rio
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||||
processed_date: 2026-03-15
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extraction_model: "anthropic/claude-sonnet-4.5"
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||||
extraction_notes: "LLM returned 1 claims, 1 rejected by validator"
|
||||
---
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## Launch Details
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@ -77,3 +81,15 @@ Token CA: [`ZKFHiLAfAFMTcDAuCtjNW54VzpERvoe7PBF9mYgmeta`](https://jup.ag/tokens/
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- Platform: futard.io v0.6
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- Devnet app: app.zklsol.org
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- Documentation: docs.zklsol.org
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||||
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||||
## Key Facts
|
||||
- ZKLSOL funding target: $300,000
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||||
- ZKLSOL total committed: $14,886,359 (49x oversubscription)
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||||
- ZKLSOL final raise: $969,420
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- Launch date: 2025-10-20
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- Close date: 2025-10-24
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- Token: ZKFG
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- Token mint: ZKFHiLAfAFMTcDAuCtjNW54VzpERvoe7PBF9mYgmeta
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- Platform: futard.io v0.6
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- Devnet app: app.zklsol.org
|
||||
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|
|||
Loading…
Reference in a new issue