domains/health/CMS 2027 chart review exclusion targets vertical integration profit arbitrage by removing upcoded diagnoses from MA risk scoring.md

@@ -36,10 +36,16 @@ This is a proxy inertia story. Since [[proxy inertia is the most reliable predic
 
 
 ### Additional Evidence (extend)
-*Source: [[2026-02-23-cbo-medicare-trust-fund-2040-insolvency]] | Added: 2026-03-12 | Extractor: anthropic/claude-sonnet-4.5*
+*Source: 2026-02-23-cbo-medicare-trust-fund-2040-insolvency | Added: 2026-03-12 | Extractor: anthropic/claude-sonnet-4.5*
 
 (extend) The trust fund insolvency timeline creates intensifying pressure for MA payment reform through the 2030s. With exhaustion now projected for 2040 (12 years earlier than 2025 estimates), MA overpayments of $84B/year become increasingly unsustainable from a fiscal perspective. Reducing MA benchmarks could save $489B over the decade, significantly extending solvency. The chart review exclusion is one mechanism in a broader reform trajectory: either restructure MA payments or accept automatic 8-10% benefit cuts for all Medicare beneficiaries starting 2040. The political economy strongly favors MA reform over across-the-board cuts, meaning chart review exclusions will likely be part of a suite of MA payment reforms driven by fiscal necessity rather than ideological preference.
 
+
+### Additional Evidence (extend)
+*Source: [[2026-02-01-cms-2027-advance-notice-ma-rates]] | Added: 2026-03-16*
+
+The 2027 chart review exclusion is explicitly described as 'the most targeted reform to date against retrospective code-mining' and projects >$7 billion in savings. The rule excludes ALL diagnoses from unlinked chart review records (not tied to documented service), allowing chart review diagnoses only if tied to actual medical encounters. This is more comprehensive than previous incremental reforms.
+
 ---
 
 Relevant Notes:

domains/health/Devoted is the fastest-growing MA plan at 121 percent growth because purpose-built technology outperforms acquisition-based vertical integration during CMS tightening.md

@@ -25,10 +25,16 @@ Since [[proxy inertia is the most reliable predictor of incumbent failure becaus
 
 
 ### Additional Evidence (extend)
-*Source: [[2025-07-24-kff-medicare-advantage-2025-enrollment-update]] | Added: 2026-03-15*
+*Source: 2025-07-24-kff-medicare-advantage-2025-enrollment-update | Added: 2026-03-15*
 
 Market concentration data shows UHG gained 505K members while Humana lost 297K in 2025, suggesting the oligopoly is consolidating further toward the largest player. This creates the competitive environment where purpose-built entrants like Devoted can differentiate through technology rather than scale.
 
+
+### Additional Evidence (confirm)
+*Source: [[2026-02-01-cms-2027-advance-notice-ma-rates]] | Added: 2026-03-16*
+
+Industry analysis explicitly notes that 'purpose-built MA plans (lower coding intensity, genuine care delivery) are better positioned than acquisition-based plans' in response to the 2027 reform package. Insurers warn that flat rates plus chart review exclusion could drive benefit cuts and market exits, suggesting acquisition-based models face existential pressure.
+
 ---
 
 Relevant Notes:

domains/health/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

@@ -19,22 +19,28 @@ The competitive dynamics (Lilly vs. Novo vs. generics post-2031) will drive pric
 
 
 ### Additional Evidence (extend)
-*Source: [[2024-08-01-jmcp-glp1-persistence-adherence-commercial-populations]] | Added: 2026-03-15 | Extractor: anthropic/claude-sonnet-4.5*
+*Source: 2024-08-01-jmcp-glp1-persistence-adherence-commercial-populations | Added: 2026-03-15 | Extractor: anthropic/claude-sonnet-4.5*
 
 Real-world persistence data from 125,474 commercially insured patients shows the chronic use model fails not because patients choose indefinite use, but because most cannot sustain it: only 32.3% of non-diabetic obesity patients remain on GLP-1s at one year, dropping to approximately 15% at two years. This creates a paradox for payer economics—the "inflationary chronic use" concern assumes sustained adherence, but the actual problem is insufficient persistence. Under capitation, payers pay for 12 months of therapy ($2,940 at $245/month) for patients who discontinue and regain weight, capturing net cost with no downstream savings from avoided complications. The economics only work if adherence is sustained AND the payer captures downstream benefits—with 85% discontinuing by two years, the downstream cardiovascular and metabolic savings that justify the cost never materialize for most patients.
 
 
 ### Additional Evidence (extend)
-*Source: [[2025-06-01-cell-med-glp1-societal-implications-obesity]] | Added: 2026-03-15*
+*Source: 2025-06-01-cell-med-glp1-societal-implications-obesity | Added: 2026-03-15*
 
 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.
 
 
 ### Additional Evidence (extend)
-*Source: [[2025-03-01-medicare-prior-authorization-glp1-near-universal]] | Added: 2026-03-15*
+*Source: 2025-03-01-medicare-prior-authorization-glp1-near-universal | Added: 2026-03-15*
 
 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.
 
+
+### Additional Evidence (extend)
+*Source: [[2025-05-01-nejm-semaglutide-mash-phase3-liver]] | Added: 2026-03-16*
+
+MASH/NASH is projected to become the leading cause of liver transplantation. GLP-1s now demonstrate efficacy across three major organ systems (cardiovascular, renal, hepatic), which strengthens the multi-indication economic case for chronic use. The 62.9% MASH resolution rate suggests GLP-1s could prevent progression to late-stage liver disease and transplantation, though the Value in Health Medicare study showed only $28M MASH savings—surprisingly small given clinical magnitude, likely because MASH progression to transplant takes decades and falls outside typical budget scoring windows.
+
 ---
 
 Relevant Notes:

domains/health/glp-1-multi-organ-protection-creates-compounding-value-across-kidney-cardiovascular-and-metabolic-endpoints.md

@@ -32,10 +32,16 @@ For value-based care models and capitated payers, this multi-organ protection cr
 
 
 ### Additional Evidence (extend)
-*Source: [[2025-12-23-jama-cardiology-select-hospitalization-analysis]] | Added: 2026-03-16*
+*Source: 2025-12-23-jama-cardiology-select-hospitalization-analysis | Added: 2026-03-16*
 
 SELECT trial exploratory analysis (N=17,604, median 41.8 months) shows semaglutide reduces ALL-CAUSE hospitalizations by 10% (18.3 vs 20.4 per 100 patient-years, P<.001) and total hospital days by 11% (157.2 vs 176.2 days per 100 patient-years, P=.01). Critically, benefits extended beyond cardiovascular causes to total hospitalization burden, suggesting systemic effects across multiple organ systems.
 
+
+### Additional Evidence (extend)
+*Source: [[2025-05-01-nejm-semaglutide-mash-phase3-liver]] | Added: 2026-03-16*
+
+Phase 3 trial shows semaglutide 2.4mg achieves 62.9% resolution of steatohepatitis without worsening fibrosis vs 34.3% placebo. Meta-analysis confirms GLP-1 RAs significantly increase histologic resolution of MASH, decrease liver fat deposition, improve hepatocellular ballooning, and reduce lobular inflammation. Some hepatoprotective benefits appear at least partly independent of weight loss, suggesting direct liver effects beyond metabolic improvement. This adds hepatic protection as a third major organ system (alongside cardiovascular and renal) where GLP-1s demonstrate protective effects.
+
 ---
 
 Relevant Notes:

domains/health/home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift.md

@@ -28,6 +28,12 @@ The services ready to shift include primary care, outpatient specialist consults
 
 This facility-to-home migration is the physical infrastructure layer of [[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]]. If value-based care provides the payment alignment and continuous monitoring provides the data layer, the home is where these capabilities converge into actual care delivery. The 3-4x scaling requirement ($65B → $265B) matches the magnitude of the VBC payment transition tracked in [[value-based care transitions stall at the payment boundary because 60 percent of payments touch value metrics but only 14 percent bear full risk]].
 
+
+### Additional Evidence (extend)
+*Source: [[2021-02-00-mckinsey-facility-to-home-265-billion-shift]] | Added: 2026-03-16*
+
+McKinsey projects the $265B shift requires a 3-4x increase in home care capacity from current $65B baseline. Johns Hopkins hospital-at-home demonstrates 19-30% cost savings vs. in-hospital care, while home-based heart failure management shows 52% lower costs. The enabling technology stack includes RPM market growing from $29B to $138B (2024-2033) at 19% CAGR, with AI in RPM growing 27.5% CAGR ($2B to $8.4B, 2024-2030). 71M Americans expected to use RPM by 2025. Demand signal: 94% of Medicare beneficiaries prefer home-based post-acute care, with 16% of 65+ respondents more likely to receive home health post-pandemic.
+
 ---
 
 Relevant Notes:

domains/health/medicare-fiscal-pressure-forces-ma-reform-by-2030s-through-arithmetic-not-ideology.md

@@ -31,10 +31,16 @@ The political economy strongly favors Option A. The fiscal pressure builds conti
 
 
 ### Additional Evidence (confirm)
-*Source: [[2025-07-24-kff-medicare-advantage-2025-enrollment-update]] | Added: 2026-03-15*
+*Source: 2025-07-24-kff-medicare-advantage-2025-enrollment-update | Added: 2026-03-15*
 
 The spending gap grew from $18B (2015) to $84B (2025), a 4.7x increase while enrollment only doubled. At 64% penetration by 2034 (CBO projection) with 20% per-person premium, annual overpayment will exceed $150B. The arithmetic forces reform regardless of political preferences.
 
+
+### Additional Evidence (confirm)
+*Source: [[2026-02-01-cms-2027-advance-notice-ma-rates]] | Added: 2026-03-16*
+
+The 2027 reform package represents CMS executing sustained compression through regulatory tightening rather than waiting for fiscal crisis. The >$7 billion projected savings from chart review exclusion alone demonstrates arithmetic-driven reform acceleration.
+
 ---
 
 Relevant Notes:

domains/health/rpm-technology-stack-enables-facility-to-home-care-migration-through-ai-middleware-that-converts-continuous-data-into-clinical-utility.md

@@ -27,6 +27,12 @@ This claim connects the technology layer ([[continuous health monitoring is conv
 
 The atoms-to-bits conversion happens at the patient's home ([[healthcares defensible layer is where atoms become bits because physical-to-digital conversion generates the data that powers AI care while building patient trust that software alone cannot create]]), and the AI layer makes that data clinically useful ([[AI middleware bridges consumer wearable data to clinical utility because continuous data is too voluminous for direct clinician review]]).
 
+
+### Additional Evidence (confirm)
+*Source: [[2021-02-00-mckinsey-facility-to-home-265-billion-shift]] | Added: 2026-03-16*
+
+McKinsey identifies RPM as the fastest-growing home healthcare end-use segment at 25.3% CAGR, with home healthcare specifically as the fastest-growing RPM application. The technology stack enables dialysis, post-acute care, long-term care, and infusions to become 'stitchable capabilities' that can shift home. COVID catalyzed permanent shift in care delivery expectations through telehealth adoption.
+
 ---
 
 Relevant Notes:

domains/internet-finance/aimd-scaling-solves-variable-load-expensive-compute-coordination-without-prediction.md

@@ -33,6 +33,12 @@ The multiplicative decrease (halving workers on congestion) provides rapid respo
 
 This is an application of proven AIMD theory to a specific system architecture, but the actual performance in the Teleo pipeline context is untested. The claim that AIMD is "perfect for" this setting is theoretical—empirical validation would strengthen confidence from experimental to likely.
 
+
+### Additional Evidence (extend)
+*Source: [[2026-02-09-oneuptime-hpa-object-metrics-queue-scaling]] | Added: 2026-03-16*
+
+KEDA's two-phase scaling (0→1 via event trigger, 1→N via HPA metrics) implements a form of threshold-based scaling without requiring load prediction. The system observes queue state and responds with simple rules: any messages present triggers minimum capacity, then HPA scales linearly with queue depth. This validates that simple observation-based policies work in production without sophisticated prediction models.
+
 ---
 
 Relevant Notes:

domains/internet-finance/aimd-worker-scaling-requires-only-queue-state-observation-not-load-prediction-making-it-simpler-than-ml-based-autoscaling.md

@@ -31,6 +31,12 @@ For the Teleo pipeline specifically: when extract produces claims faster than ev
 
 The tradeoff: AIMD is reactive rather than predictive, so it responds to load changes rather than anticipating them. For bursty workloads with predictable patterns, ML-based prediction might provision capacity faster. But for unpredictable workloads or systems where prediction accuracy is low, AIMD's simplicity and guaranteed stability are compelling.
 
+
+### Additional Evidence (extend)
+*Source: [[2025-04-25-bournassenko-queueing-theory-cicd-pipelines]] | Added: 2026-03-16*
+
+M/M/c queueing models provide theoretical foundation for why queue-state-based scaling works: closed-form solutions exist for wait times given arrival rates and server counts, meaning optimal worker allocation can be computed from observable queue depth without predicting future load.
+
 ---
 
 Relevant Notes:

domains/internet-finance/futarchy-governed-meme-coins-attract-speculative-capital-at-scale.md

@@ -6,6 +6,12 @@ description: The first futarchy-governed meme coin launch raised $11.4M in under
 confidence: experimental
 tags: [futarchy, meme-coins, capital-formation, governance, speculation]
 created: 2026-03-04
+
+### Additional Evidence (confirm)
+*Source: [[2026-02-25-futardio-launch-rock-game]] | Added: 2026-03-16*
+
+Rock Game raised $272 against a $10 target (27.2x oversubscription) on futardio, demonstrating continued ability of futarchy-governed launches to attract speculative capital even for trivial projects with minimal substance.
+
 ---
 
 # Futarchy-governed meme coins attract speculative capital at scale

domains/internet-finance/futarchy-proposals-with-favorable-economics-can-fail-due-to-participation-friction-not-market-disagreement.md

@@ -57,16 +57,22 @@ Dean's List treasury proposal passed despite requiring active market participati
 
 
 ### Additional Evidence (extend)
-*Source: [[2025-01-14-futardio-proposal-should-deans-list-dao-update-the-liquidity-fee-structure]] | Added: 2026-03-15*
+*Source: 2025-01-14-futardio-proposal-should-deans-list-dao-update-the-liquidity-fee-structure | Added: 2026-03-15*
 
 Dean's List DAO fee structure proposal passed despite requiring traders to actively migrate to new pools and accept 20x higher fees (0.25% to 5%). The proposal explicitly acknowledged potential 20-30% volume decrease but passed anyway, suggesting the market priced the net treasury benefit (~$19k-25k annual growth) as worth the migration friction. This demonstrates that futarchy can approve proposals with significant user friction when the economic benefit is clear.
 
 
 ### Additional Evidence (extend)
-*Source: [[2025-01-14-futardio-proposal-should-deans-list-dao-update-the-liquidity-fee-structure]] | Added: 2026-03-16*
+*Source: 2025-01-14-futardio-proposal-should-deans-list-dao-update-the-liquidity-fee-structure | Added: 2026-03-16*
 
 Dean's List DAO proposal passed with TWAP threshold requiring only 3% MCAP increase ($307,855 vs $298,889 baseline), suggesting the market viewed the fee increase as marginally positive but not strongly so. The conservative 3% threshold indicates either low participation or weak conviction despite clear revenue projections showing 20x fee increase.
 
+
+### Additional Evidence (confirm)
+*Source: [[2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model]] | Added: 2026-03-16*
+
+The Dean's List proposal passed futarchy governance despite requiring complex multi-step economic modeling (FDV projections, TWAP calculations, sell pressure estimates) that most token holders would not independently verify. The 5.33% projected FDV increase exceeded the 3% TWAP requirement, suggesting the proposal's passage reflected trust in the model rather than independent market validation of the buyback mechanics.
+
 ---
 
 Relevant Notes:

domains/internet-finance/littles-law-provides-minimum-worker-capacity-floor-for-pipeline-systems-but-requires-buffer-margin-for-variance.md

@@ -28,6 +28,12 @@ For Teleo pipeline: if processing ~8 sources per extraction cycle (every 5 min)
 
 More generally: λ = average sources per second, W = average extraction time. Total workers needed ≥ λ × W gives the minimum worker floor. Additional capacity rules (like square-root staffing) provide the safety margin above that floor.
 
+
+### Additional Evidence (extend)
+*Source: [[2025-04-25-bournassenko-queueing-theory-cicd-pipelines]] | Added: 2026-03-16*
+
+M/M/c queueing theory provides closed-form solutions for expected wait times given worker counts, enabling precise capacity planning beyond Little's Law's minimum floor. The framework connects arrival rate modeling to worker count optimization through explicit formulas that account for variance.
+
 ---
 
 Relevant Notes:

domains/internet-finance/metadao-ico-platform-demonstrates-15x-oversubscription-validating-futarchy-governed-capital-formation.md

@@ -44,10 +44,16 @@ Loyal's fundraise achieved 151x oversubscription ($75.9M committed vs $500K targ
 
 
 ### Additional Evidence (confirm)
-*Source: [[2025-11-14-futardio-launch-solomon]] | Added: 2026-03-16*
+*Source: 2025-11-14-futardio-launch-solomon | Added: 2026-03-16*
 
 Solomon raised $102.9M committed against $2M target (51x oversubscription), closing at $8M final raise. This adds to the pattern of massive oversubscription on futarchy-governed launches, following earlier examples like Cult's $11.4M single-day raise.
 
+
+### Additional Evidence (challenge)
+*Source: [[2026-02-03-futardio-launch-hurupay]] | Added: 2026-03-16*
+
+Hurupay raised $2,003,593 against a $3,000,000 target (67% of goal) and entered 'Refunding' status, demonstrating that futarchy-governed fundraises can fail to meet targets. This contrasts with the 15x oversubscription pattern and suggests market mechanisms can reject projects even with demonstrated traction ($36M+ processed volume, $500K+ revenue, 30K+ users).
+
 ---
 
 Relevant Notes:

domains/internet-finance/multi-server-queueing-systems-exhibit-economies-of-scale-because-safety-margin-grows-sublinearly-with-system-size.md

@@ -27,6 +27,12 @@ Ward Whitt presents this as a fundamental result from multi-server queueing anal
 
 This is observable in practice across industries: Amazon's fulfillment centers, telecom networks, and financial trading systems all exhibit this scaling behavior.
 
+
+### Additional Evidence (confirm)
+*Source: [[2025-04-25-bournassenko-queueing-theory-cicd-pipelines]] | Added: 2026-03-16*
+
+M/M/c queue analysis demonstrates that the marginal improvement of worker N+1 decreases as N grows, providing mathematical proof that safety margins scale sublinearly. This is a fundamental property of multi-server queues, not just an empirical observation.
+
 ---
 
 Relevant Notes:

domains/internet-finance/myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment.md

@@ -36,13 +36,19 @@ This is the first implementation — no track record exists for futarchy-governe
 - Team performance unlocks tied to 2x/4x/8x/16x/32x token price with 18-month cliff — unproven alignment mechanism for physical operations with high operational burn
 - Tension between real-world operational requirements (fixed deadlines, vendor deposits) and futarchy's market-based approval process
 
+
+### Additional Evidence (extend)
+*Source: [[2026-01-01-futardio-launch-mycorealms]] | Added: 2026-03-16*
+
+MycoRealms implements performance-based team token unlocking with 5 tranches at 2x, 4x, 8x, 16x, and 32x ICO price via 3-month TWAP with 18-month minimum cliff, meaning team receives zero tokens at launch and nothing if price never reaches 2x. This creates alignment without initial dilution in physical infrastructure context.
+
 ---
 
 Relevant Notes:
-- [[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]]
+- 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
-- [[futarchy-governed DAOs converge on traditional corporate governance scaffolding for treasury operations because market mechanisms alone cannot provide operational security and legal compliance.md]]
+- futarchy-governed DAOs converge on traditional corporate governance scaffolding for treasury operations because market mechanisms alone cannot provide operational security and legal compliance.md
-- [[futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md]]
+- futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md
 
 Topics:
-- [[internet-finance/_map]]
+- internet-finance/_map
-- [[mechanisms/_map]]
+- mechanisms/_map

domains/internet-finance/performance-unlocked-team-tokens-with-price-multiple-triggers-and-twap-settlement-create-long-term-alignment-without-initial-dilution.md

@@ -41,11 +41,17 @@ This structure is untested in practice. Key risks:
 - 18-month cliff may be too long for early-stage projects with high burn rates, creating team retention risk
 - No precedent for whether TWAP-based triggers actually prevent manipulation in low-liquidity token markets
 
+
+### Additional Evidence (confirm)
+*Source: [[2026-01-01-futardio-launch-mycorealms]] | Added: 2026-03-16*
+
+MycoRealms allocates 3M tokens (18.9% of supply) to team with zero circulating at launch, unlocking only at 2x/4x/8x/16x/32x ICO price via 3-month TWAP after 18-month cliff. Physical infrastructure project demonstrates mechanism applies beyond pure digital contexts.
+
 ---
 
 Relevant Notes:
-- [[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]]
+- 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
-- [[dynamic performance-based token minting replaces fixed emission schedules by tying new token creation to measurable outcomes creating algorithmic meritocracy in token distribution.md]]
+- dynamic performance-based token minting replaces fixed emission schedules by tying new token creation to measurable outcomes creating algorithmic meritocracy in token distribution.md
 
 Topics:
-- [[internet-finance/_map]]
+- internet-finance/_map

domains/internet-finance/polymarket-achieved-us-regulatory-legitimacy-through-qcx-acquisition-establishing-prediction-markets-as-cftc-regulated-derivatives.md

@@ -28,6 +28,12 @@ The acquisition strategy itself is notable as "regulation via acquisition" — b
 
 The federal-state jurisdictional conflict is unresolved. If states successfully assert gambling jurisdiction over prediction markets, the CFTC licensing may prove insufficient for nationwide operations. This could force prediction markets into the same fragmented regulatory landscape that online poker faced.
 
+
+### Additional Evidence (challenge)
+*Source: [[2026-01-00-nevada-polymarket-lawsuit-prediction-markets]] | Added: 2026-03-16*
+
+Nevada Gaming Control Board's January 2026 lawsuit against Polymarket directly challenges the CFTC regulatory legitimacy established through QCX acquisition. Nevada court found NGCB 'reasonably likely to prevail on the merits' and rejected Polymarket's exclusive federal jurisdiction argument, indicating state courts do not accept CFTC authority as dispositive. Massachusetts issued similar preliminary injunction against Kalshi. This represents coordinated state pushback against federal preemption.
+
 ---
 
 Relevant Notes:

domains/internet-finance/time-varying-arrival-rates-require-dynamic-staffing-not-constant-max-workers.md

@@ -32,6 +32,12 @@ Teleo's research processing pipeline exhibits strong non-stationarity: research
 
 Dynamic worker scaling based on current queue depth and estimated arrival rate (with peakedness adjustment) is the theoretically correct solution.
 
+
+### Additional Evidence (extend)
+*Source: [[2026-02-09-oneuptime-hpa-object-metrics-queue-scaling]] | Added: 2026-03-16*
+
+Kubernetes HPA with object metrics demonstrates production implementation of dynamic worker allocation based on queue state. The pattern uses ConfigMaps or custom resources to expose queue depth, which HPA monitors to scale worker replicas. Multi-metric HPA evaluates several metrics simultaneously and scales to whichever requires the most replicas, handling complex workload patterns. KEDA extends this with 70+ built-in scalers for different queue types (RabbitMQ, Kafka, SQS, etc.) and scale-to-zero capability, proving dynamic staffing is production-ready at scale.
+
 ---
 
 Relevant Notes:

domains/internet-finance/treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases.md

@@ -36,6 +36,12 @@ The model assumes consistent service demand (6 dApp reviews per month) and stabl
 
 The proposal passed MetaDAO governance but represents a single implementation without long-term performance data. The 80% sell-off assumption is stated as "assumption" in the proposal itself, not empirically validated. No mechanism prevents citizens from selling more than 80% if they face liquidity pressure.
 
+
+### Additional Evidence (extend)
+*Source: [[2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model]] | Added: 2026-03-16*
+
+The Dean's List DAO proposal demonstrates buyback mechanics with specific numbers: charging clients 2500 USDC per review, taking 20% DAO tax in USDC (500), using remaining 2000 USDC to purchase $DEAN tokens, then distributing purchased tokens to DAO citizens as payment. With 80% of recipients selling, the model claims net positive price action because buys exceed sells by 20%. Example shows 400 USDC daily purchases creating 80% increase in trading volume relative to baseline 500 USDC/day, with estimated 5.33% FDV increase from $337,074 to $355,028 monthly.
+
 ---
 
 Relevant Notes:

domains/space-development/reusable-launch-convergence-creates-us-china-duopoly-in-heavy-lift.md

@@ -29,6 +29,18 @@ If this pattern holds, it would support [[the space launch cost trajectory is a
 
 This is a snapshot of March 2026 program status, not a permanent structural condition. Europe could accelerate development, form partnerships with US or Chinese programs, or pursue alternative strategies (e.g., focus on specific niches rather than competing in heavy lift). The claim that reusability "creates" a duopoly is speculative—it may instead reveal pre-existing structural advantages (capital, talent, manufacturing base) that the US and China already possessed. The evidence shows a gap exists, not that reusability necessarily creates one.
 
+
+### Additional Evidence (challenge)
+*Source: [[2026-02-11-china-long-march-10-sea-landing]] | Added: 2026-03-16*
+
+China demonstrated controlled first-stage sea landing on February 11, 2026, with Long March 10B reusable variant launching April 5, 2026. The reusability gap closed in ~2 years, not the 5-8 years previously estimated. This suggests state-directed industrial policy accelerates technology development faster than market-driven timelines predicted.
+
+
+### Additional Evidence (extend)
+*Source: [[2026-02-11-china-long-march-10-sea-landing]] | Added: 2026-03-16*
+
+China's recovery approach uses tethered wire/cable-net systems fundamentally different from SpaceX's tower catch or ship landing, demonstrating independent innovation trajectory rather than pure technology copying. The 25,000-ton 'Ling Hang Zhe' recovery ship with specialized cable gantry represents a distinct engineering solution optimized for sea-based operations.
+
 ---
 
 Relevant Notes:

domains/space-development/space governance gaps are widening not narrowing because technology advances exponentially while institutional design advances linearly.md

@@ -25,6 +25,12 @@ This pattern — technological capability outpacing institutional design — rec
 
 The governance gap framing assumes governance must precede activity, but historically many governance regimes emerged from practice rather than design — maritime law, internet governance, and aviation regulation all evolved alongside the activities they governed. Counter: the speed differential is qualitatively different for space. Maritime law had centuries to evolve; internet governance emerged over decades but still lags (no global data governance framework exists). Space combines the speed of technology advancement with the lethality of the environment — governance failure in space doesn't produce market inefficiency, it produces Kessler syndrome or lethal infrastructure conflicts. The design window is compressed by the exponential pace of capability development.
 
+
+### Additional Evidence (confirm)
+*Source: [[2026-03-00-artemis-program-restructuring]] | Added: 2026-03-16*
+
+Artemis III descoped from lunar landing to LEO-only test, pushing human lunar landing to 2028 (56 years after Apollo 17). This represents compounding institutional delays while commercial capabilities (SpaceX Starship/HLS) advance on faster timelines, providing concrete evidence of the widening execution gap.
+
 ---
 
 Relevant Notes:

domains/space-development/the 30-year space economy attractor state is a cislunar industrial system with propellant networks lunar ISRU orbital manufacturing and partial life support closure.md

@@ -26,6 +26,12 @@ The five layers form a chain-link system: propellant depots without ISRU are une
 
 The investment framework this implies: position along the dependency chain that builds toward this attractor state. [[power is the binding constraint on all space operations because every capability from ISRU to manufacturing to life support is power-limited]], making power infrastructure foundational. Water extraction is enabling. Propellant depots are connective. Manufacturing platforms are the value-capture layer.
 
+
+### Additional Evidence (challenge)
+*Source: [[2026-03-00-artemis-program-restructuring]] | Added: 2026-03-16*
+
+Artemis restructuring pushes first lunar landing to 2028 and reveals that lunar ISRU deployment is blocked by insufficient resource knowledge despite technology being at TRL 5-6. NASA states 'a resilient resource exploration campaign is needed to understand and map lunar water before commercial extraction.' This adds a critical path dependency (resource prospecting) that precedes ISRU infrastructure deployment.
+
 ---
 
 Relevant Notes:

entities/internet-finance/futardio.md

@@ -51,6 +51,7 @@ MetaDAO's token launch platform. Implements "unruggable ICOs" — permissionless
 - **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
 - **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.
 - **2025-11-14** — Solomon launch: $8M raised (12.9x oversubscribed, $102.9M committed) for composable yield-bearing stablecoin
+- **2026-02-03** — Hurupay fundraise launched targeting $3M, closed Feb 7 at $2M (67% of target) in refunding status
 ## Competitive Position
 - **Unique mechanism**: Only launch platform with futarchy-governed accountability and treasury return guarantees
 - **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."

inbox/archive/.extraction-debug/2025-04-25-bournassenko-queueing-theory-cicd-pipelines.json

@@ -0,0 +1,26 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "m-m-c-queue-worker-scaling-exhibits-diminishing-returns-because-marginal-wait-time-reduction-decreases-as-server-count-increases.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 1,
+    "kept": 0,
+    "fixed": 3,
+    "rejected": 1,
+    "fixes_applied": [
+      "m-m-c-queue-worker-scaling-exhibits-diminishing-returns-because-marginal-wait-time-reduction-decreases-as-server-count-increases.md:set_created:2026-03-16",
+      "m-m-c-queue-worker-scaling-exhibits-diminishing-returns-because-marginal-wait-time-reduction-decreases-as-server-count-increases.md:stripped_wiki_link:multi-server-queueing-systems-exhibit-economies-of-scale-bec",
+      "m-m-c-queue-worker-scaling-exhibits-diminishing-returns-because-marginal-wait-time-reduction-decreases-as-server-count-increases.md:stripped_wiki_link:square-root-staffing-principle-achieves-economies-of-scale-i"
+    ],
+    "rejections": [
+      "m-m-c-queue-worker-scaling-exhibits-diminishing-returns-because-marginal-wait-time-reduction-decreases-as-server-count-increases.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-16"
+}

inbox/archive/.extraction-debug/2026-01-00-nevada-polymarket-lawsuit-prediction-markets.json

@@ -0,0 +1,43 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "state-gaming-classification-threatens-futarchy-viability-through-50-state-licensing-requirements.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    },
+    {
+      "filename": "sports-prediction-markets-may-face-different-regulatory-treatment-than-governance-markets.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    },
+    {
+      "filename": "cftc-rulemaking-on-prediction-markets-could-resolve-state-federal-jurisdiction-crisis.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 3,
+    "kept": 0,
+    "fixed": 6,
+    "rejected": 3,
+    "fixes_applied": [
+      "state-gaming-classification-threatens-futarchy-viability-through-50-state-licensing-requirements.md:set_created:2026-03-16",
+      "state-gaming-classification-threatens-futarchy-viability-through-50-state-licensing-requirements.md:stripped_wiki_link:futarchy-adoption-faces-friction-from-token-price-psychology",
+      "state-gaming-classification-threatens-futarchy-viability-through-50-state-licensing-requirements.md:stripped_wiki_link:futarchy-governed-entities-are-structurally-not-securities-b",
+      "sports-prediction-markets-may-face-different-regulatory-treatment-than-governance-markets.md:set_created:2026-03-16",
+      "sports-prediction-markets-may-face-different-regulatory-treatment-than-governance-markets.md:stripped_wiki_link:futarchy-governed-entities-are-structurally-not-securities-b",
+      "cftc-rulemaking-on-prediction-markets-could-resolve-state-federal-jurisdiction-crisis.md:set_created:2026-03-16"
+    ],
+    "rejections": [
+      "state-gaming-classification-threatens-futarchy-viability-through-50-state-licensing-requirements.md:missing_attribution_extractor",
+      "sports-prediction-markets-may-face-different-regulatory-treatment-than-governance-markets.md:missing_attribution_extractor",
+      "cftc-rulemaking-on-prediction-markets-could-resolve-state-federal-jurisdiction-crisis.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-16"
+}

inbox/archive/.extraction-debug/2026-02-01-cms-2027-advance-notice-ma-rates.json

@@ -0,0 +1,24 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "cms-2027-reforms-create-first-sustained-ma-compression-since-bba-1997-through-convergence-of-chart-review-exclusion-v28-completion-and-flat-rates.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 1,
+    "kept": 0,
+    "fixed": 1,
+    "rejected": 1,
+    "fixes_applied": [
+      "cms-2027-reforms-create-first-sustained-ma-compression-since-bba-1997-through-convergence-of-chart-review-exclusion-v28-completion-and-flat-rates.md:set_created:2026-03-16"
+    ],
+    "rejections": [
+      "cms-2027-reforms-create-first-sustained-ma-compression-since-bba-1997-through-convergence-of-chart-review-exclusion-v28-completion-and-flat-rates.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-16"
+}

inbox/archive/.extraction-debug/2026-02-09-oneuptime-hpa-object-metrics-queue-scaling.json

@@ -0,0 +1,24 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "queue-depth-based-scaling-outperforms-cpu-based-scaling-for-worker-style-workloads-because-pending-work-is-a-leading-indicator-while-resource-utilization-is-lagging.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 1,
+    "kept": 0,
+    "fixed": 1,
+    "rejected": 1,
+    "fixes_applied": [
+      "queue-depth-based-scaling-outperforms-cpu-based-scaling-for-worker-style-workloads-because-pending-work-is-a-leading-indicator-while-resource-utilization-is-lagging.md:set_created:2026-03-16"
+    ],
+    "rejections": [
+      "queue-depth-based-scaling-outperforms-cpu-based-scaling-for-worker-style-workloads-because-pending-work-is-a-leading-indicator-while-resource-utilization-is-lagging.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-16"
+}

inbox/archive/.extraction-debug/2026-03-00-artemis-program-restructuring.json

@@ -0,0 +1,32 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "lunar-isru-deployment-blocked-by-resource-knowledge-gap-not-technology-readiness.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    },
+    {
+      "filename": "institutional-space-programs-slip-timelines-while-commercial-capabilities-accelerate-creating-widening-execution-gap.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 2,
+    "kept": 0,
+    "fixed": 2,
+    "rejected": 2,
+    "fixes_applied": [
+      "lunar-isru-deployment-blocked-by-resource-knowledge-gap-not-technology-readiness.md:set_created:2026-03-16",
+      "institutional-space-programs-slip-timelines-while-commercial-capabilities-accelerate-creating-widening-execution-gap.md:set_created:2026-03-16"
+    ],
+    "rejections": [
+      "lunar-isru-deployment-blocked-by-resource-knowledge-gap-not-technology-readiness.md:missing_attribution_extractor",
+      "institutional-space-programs-slip-timelines-while-commercial-capabilities-accelerate-creating-widening-execution-gap.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-16"
+}

inbox/archive/.extraction-debug/2026-03-00-solana-launchpad-competitive-landscape.json

@@ -0,0 +1,27 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "curated-launchpads-capture-disproportionate-capital-despite-lower-volume-because-quality-filtering-concentrates-investor-demand.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 1,
+    "kept": 0,
+    "fixed": 4,
+    "rejected": 1,
+    "fixes_applied": [
+      "curated-launchpads-capture-disproportionate-capital-despite-lower-volume-because-quality-filtering-concentrates-investor-demand.md:set_created:2026-03-16",
+      "curated-launchpads-capture-disproportionate-capital-despite-lower-volume-because-quality-filtering-concentrates-investor-demand.md:stripped_wiki_link:futarchy-governed permissionless launches require brand sepa",
+      "curated-launchpads-capture-disproportionate-capital-despite-lower-volume-because-quality-filtering-concentrates-investor-demand.md:stripped_wiki_link:ownership coins primary value proposition is investor protec",
+      "curated-launchpads-capture-disproportionate-capital-despite-lower-volume-because-quality-filtering-concentrates-investor-demand.md:stripped_wiki_link:cryptos primary use case is capital formation not payments o"
+    ],
+    "rejections": [
+      "curated-launchpads-capture-disproportionate-capital-despite-lower-volume-because-quality-filtering-concentrates-investor-demand.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-16"
+}

inbox/archive/.extraction-debug/2026-03-01-pudgypenguins-retail-distribution-2026-update.json

@@ -0,0 +1,36 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "phygital-distribution-creates-negative-customer-acquisition-cost-when-physical-products-function-as-onboarding-tools-for-digital-ecosystems.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    },
+    {
+      "filename": "community-brand-value-can-decouple-from-token-value-when-ownership-operates-through-cultural-participation-rather-than-financial-instruments.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 2,
+    "kept": 0,
+    "fixed": 6,
+    "rejected": 2,
+    "fixes_applied": [
+      "phygital-distribution-creates-negative-customer-acquisition-cost-when-physical-products-function-as-onboarding-tools-for-digital-ecosystems.md:set_created:2026-03-16",
+      "phygital-distribution-creates-negative-customer-acquisition-cost-when-physical-products-function-as-onboarding-tools-for-digital-ecosystems.md:stripped_wiki_link:giving-away-the-commoditized-layer-to-capture-value-on-the-s",
+      "phygital-distribution-creates-negative-customer-acquisition-cost-when-physical-products-function-as-onboarding-tools-for-digital-ecosystems.md:stripped_wiki_link:the-media-attractor-state-is-community-filtered-IP-with-AI-c",
+      "community-brand-value-can-decouple-from-token-value-when-ownership-operates-through-cultural-participation-rather-than-financial-instruments.md:set_created:2026-03-16",
+      "community-brand-value-can-decouple-from-token-value-when-ownership-operates-through-cultural-participation-rather-than-financial-instruments.md:stripped_wiki_link:community-ownership-accelerates-growth-through-aligned-evang",
+      "community-brand-value-can-decouple-from-token-value-when-ownership-operates-through-cultural-participation-rather-than-financial-instruments.md:stripped_wiki_link:ownership-alignment-turns-network-effects-from-extractive-to"
+    ],
+    "rejections": [
+      "phygital-distribution-creates-negative-customer-acquisition-cost-when-physical-products-function-as-onboarding-tools-for-digital-ecosystems.md:missing_attribution_extractor",
+      "community-brand-value-can-decouple-from-token-value-when-ownership-operates-through-cultural-participation-rather-than-financial-instruments.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-16"
+}

inbox/archive/2021-02-00-mckinsey-facility-to-home-265-billion-shift.md

@@ -7,9 +7,13 @@ date: 2021-02-01
 domain: health
 secondary_domains: []
 format: report
-status: unprocessed
+status: enrichment
 priority: medium
 tags: [home-health, hospital-at-home, care-delivery, facility-shift, mckinsey, senior-care]
+processed_by: vida
+processed_date: 2026-03-16
+enrichments_applied: ["home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift.md", "rpm-technology-stack-enables-facility-to-home-care-migration-through-ai-middleware-that-converts-continuous-data-into-clinical-utility.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -54,3 +58,16 @@ tags: [home-health, hospital-at-home, care-delivery, facility-shift, mckinsey, s
 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]]
 WHY ARCHIVED: Connects the care delivery transition to the technology layer the KB already describes. Grounds the atoms-to-bits thesis in senior care economics.
 EXTRACTION HINT: The technology-enabling-care-site-shift narrative is more extractable than the dollar figure alone.
+
+
+## Key Facts
+- Up to $265 billion in Medicare care services (25% of total cost of care) could shift from facilities to home by 2025
+- Current home-based care serves approximately $65B, requiring 3-4x capacity increase
+- Johns Hopkins hospital-at-home program achieves 19-30% cost savings vs. in-hospital care
+- Home care for heart failure patients shows 52% lower costs in systematic review
+- 16% of 65+ respondents more likely to receive home health post-pandemic (McKinsey Consumer Health Insights, June 2021)
+- 94% of Medicare beneficiaries prefer home-based post-acute care
+- RPM market projected to grow from $29B to $138B (2024-2033) at 19% CAGR
+- AI in RPM market projected to grow from $2B to $8.4B (2024-2030) at 27.5% CAGR
+- Home healthcare is fastest-growing RPM end-use segment at 25.3% CAGR
+- 71M Americans expected to use RPM by 2025

inbox/archive/2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model.md

@@ -6,9 +6,13 @@ url: "https://www.futard.io/proposal/5c2XSWQ9rVPge2Umoz1yenZcAwRaQS5bC4i4w87B1WU
 date: 2024-07-18
 domain: internet-finance
 format: data
-status: unprocessed
+status: enrichment
 tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
+processed_by: rio
+processed_date: 2026-03-16
+enrichments_applied: ["treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases.md", "futarchy-proposals-with-favorable-economics-can-fail-due-to-participation-friction-not-market-disagreement.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Proposal Details
@@ -146,3 +150,13 @@ This way we create volume (3600 \$USDC volume) and the price action is always po
 - Autocrat version: 0.3
 - Completed: 2024-07-22
 - Ended: 2024-07-22
+
+
+## Key Facts
+- The Dean's List DAO had FDV of $337,074 and daily trading volume of $500 as of July 2024
+- The Dean's List DAO charges 2500 USDC per dApp review
+- The Dean's List DAO proposal assumed 6 dApp reviews per month (15,000 USDC monthly revenue)
+- The Dean's List DAO circulating supply: 100,000,000 $DEAN tokens
+- The Dean's List DAO $DEAN price was $0.00337 at proposal time
+- The Dean's List DAO proposal set 20% DAO tax rate with remainder used for token buybacks
+- The Dean's List DAO proposal estimated 80% of paid DAO citizens would sell their $DEAN tokens

inbox/archive/2025-04-25-bournassenko-queueing-theory-cicd-pipelines.md

@@ -6,8 +6,12 @@ url: https://arxiv.org/abs/2504.18705
 date: 2025-04-25
 domain: internet-finance
 format: paper
-status: unprocessed
+status: enrichment
 tags: [pipeline-architecture, operations-research, queueing-theory, ci-cd, M/M/c-queue]
+processed_by: rio
+processed_date: 2026-03-16
+enrichments_applied: ["littles-law-provides-minimum-worker-capacity-floor-for-pipeline-systems-but-requires-buffer-margin-for-variance.md", "multi-server-queueing-systems-exhibit-economies-of-scale-because-safety-margin-grows-sublinearly-with-system-size.md", "aimd-worker-scaling-requires-only-queue-state-observation-not-load-prediction-making-it-simpler-than-ml-based-autoscaling.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 # On Queueing Theory for Large-Scale CI/CD Pipelines Optimization
@@ -27,3 +31,10 @@ Academic paper applying classical M/M/c queueing theory to model CI/CD pipeline
 Direct parallel: our extract/eval pipeline IS a multi-stage CI/CD-like system. Sources arrive (Poisson-ish), workers process them (variable service times), and queue depth determines throughput. The M/M/c framework gives us closed-form solutions for expected wait times given worker counts.
 
 Key insight: M/M/c queues show that adding workers has diminishing returns — the marginal improvement of worker N+1 decreases as N grows. This means there's an optimal worker count beyond which additional workers waste compute without meaningfully reducing queue wait times.
+
+
+## Key Facts
+- M/M/c queues model Poisson arrivals, exponential service times, and c servers
+- Classical queueing theory provides closed-form solutions for expected wait times in multi-server systems
+- The paper addresses bottleneck formation in high-volume shared infrastructure pipelines
+- Framework integrates theoretical queueing analysis with practical optimization for dynamic scaling

inbox/archive/2025-05-01-nejm-semaglutide-mash-phase3-liver.md

@@ -7,9 +7,13 @@ date: 2025-05-01
 domain: health
 secondary_domains: []
 format: paper
-status: unprocessed
+status: enrichment
 priority: medium
 tags: [glp-1, semaglutide, MASH, NASH, liver-disease, organ-protection]
+processed_by: vida
+processed_date: 2026-03-16
+enrichments_applied: ["glp-1-multi-organ-protection-creates-compounding-value-across-kidney-cardiovascular-and-metabolic-endpoints.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"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -39,3 +43,10 @@ Phase 3 trial of semaglutide 2.4mg in patients with MASH and moderate or advance
 PRIMARY CONNECTION: [[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]]
 WHY ARCHIVED: Third organ-protection pathway (after CV and kidney) strengthens the case that GLP-1s should be evaluated as multi-organ protective agents, not just weight loss drugs
 EXTRACTION HINT: The multi-organ protection thesis may justify reframing the existing GLP-1 claim from a weight-loss-economics frame to a metabolic-disease-prevention frame
+
+
+## Key Facts
+- Semaglutide 2.4mg achieved 62.9% resolution of steatohepatitis without worsening fibrosis vs 34.3% placebo in Phase 3 trial
+- Resmetirom (Rezdiffra) was approved for MASH in March 2024, creating a dedicated MASH therapy competitor
+- MASH/NASH is projected to become the leading cause of liver transplantation
+- Meta-analysis shows GLP-1 RAs reduce risk of major CV events, clinically significant portal hypertension, and all-cause mortality in MASLD/MASH patients

inbox/archive/2026-01-00-nevada-polymarket-lawsuit-prediction-markets.md

@@ -7,10 +7,14 @@ date: 2026-01-00
 domain: internet-finance
 secondary_domains: []
 format: article
-status: unprocessed
+status: enrichment
 priority: high
 tags: [polymarket, prediction-markets, regulation, nevada, gaming, cftc, jurisdiction, futarchy]
 flagged_for_leo: ["Cross-domain regulatory implications — prediction market classification affects futarchy governance viability"]
+processed_by: rio
+processed_date: 2026-03-16
+enrichments_applied: ["polymarket-achieved-us-regulatory-legitimacy-through-qcx-acquisition-establishing-prediction-markets-as-cftc-regulated-derivatives.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -46,11 +50,19 @@ flagged_for_leo: ["Cross-domain regulatory implications — prediction market cl
 **Why this matters:** This is the most existential regulatory risk for futarchy that the KB doesn't adequately capture. If prediction markets are classified as "gaming" subject to state regulation, futarchy governance faces 50-state licensing — practically impossible for a permissionless protocol. If CFTC exclusive jurisdiction holds, futarchy operates under one federal framework.
 **What surprised me:** 36 states filing amicus briefs against federal preemption. This is not a fringe position — it's a majority of states. The gaming industry lobby is clearly mobilized against prediction markets.
 **What I expected but didn't find:** Any specific analysis of how this affects non-sports prediction markets (like futarchy governance markets). The lawsuits focus on sports events — futarchy markets about protocol governance may be treated differently.
-**KB connections:** [[Futarchy is manipulation-resistant because attack attempts create profitable opportunities for defenders]] — irrelevant if the market is illegal in most states. [[Polymarket vindicated prediction markets over polling in 2024 US election]] — Polymarket's legal viability is now in question.
+**KB connections:** Futarchy is manipulation-resistant because attack attempts create profitable opportunities for defenders — irrelevant if the market is illegal in most states. [[Polymarket vindicated prediction markets over polling in 2024 US election]] — Polymarket's legal viability is now in question.
 **Extraction hints:** New claim about state-federal jurisdiction as existential risk for futarchy. Distinction between sports prediction markets and governance prediction markets.
 **Context:** This is the single most important regulatory development for the futarchy thesis since Polymarket's CFTC approval. The circuit split virtually guarantees eventual Supreme Court involvement.
 
 ## Curator Notes (structured handoff for extractor)
-PRIMARY CONNECTION: [[Futarchy is manipulation-resistant because attack attempts create profitable opportunities for defenders]]
+PRIMARY CONNECTION: Futarchy is manipulation-resistant because attack attempts create profitable opportunities for defenders
 WHY ARCHIVED: State-federal jurisdiction crisis is the highest-stakes regulatory question for futarchy. If states win, futarchy governance becomes impractical. The KB has no claim covering this risk. Also important: the sports vs governance market distinction — futarchy markets may be classified differently than sports betting markets.
 EXTRACTION HINT: Focus on (1) existential risk to futarchy from state gaming classification, (2) distinction between sports prediction and governance prediction markets, (3) CFTC rulemaking as potential resolution path.
+
+
+## Key Facts
+- 36 states filed amicus briefs opposing federal preemption of prediction market regulation
+- CFTC Chairman Selig published WSJ op-ed stating CFTC will assert enforcement authority
+- CFTC filed amicus brief in federal court asserting jurisdiction over prediction markets
+- Holland & Knight assessment: Supreme Court review may be necessary to resolve jurisdictional boundary
+- Circuit split emerging: Tennessee federal court sided with Kalshi, Nevada and Massachusetts courts sided with states

inbox/archive/2026-01-01-futardio-launch-mycorealms.md

@@ -6,9 +6,13 @@ url: "https://www.futard.io/launch/zwVfLheTvbXN5Vn2tZxTc8KaaVnLoBFgbZzskdFnPUb"
 date: 2026-01-01
 domain: internet-finance
 format: data
-status: unprocessed
+status: enrichment
 tags: [futardio, metadao, futarchy, solana]
 event_type: launch
+processed_by: rio
+processed_date: 2026-03-16
+enrichments_applied: ["myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment.md", "performance-unlocked-team-tokens-with-price-multiple-triggers-and-twap-settlement-create-long-term-alignment-without-initial-dilution.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Launch Details
@@ -204,3 +208,17 @@ _Note: MycoRealms is not a financial product. $MYCO tokens represent governance
 - Production target: button mushrooms initially, scaling to 12 rooms, then medicinal mushrooms and export
 - Transparency: all invoices, expenses, harvest records, photos published to Arweave
 - Team unlock structure: 5 tranches at 2x/4x/8x/16x/32x ICO price via 3-month TWAP, 18-month minimum cliff
+
+
+## Key Facts
+- MycoRealms raising $125,000 USDC on Futardio with 72-hour window starting 2026-01-01
+- Token supply: 15.9M max (12.9M circulating at launch) — 10M ICO (62.9%), 2.9M liquidity (18.2%), 3M team (18.9%)
+- Liquidity provision: 2M tokens on Futarchy AMM, 900K tokens on Meteora pool, 20% of funds raised ($25K) paired with LP tokens
+- Monthly treasury allowance: $10,000 for operations
+- First CAPEX proposal: $50,000 for accommodation, 3 growing rooms, DG set, base construction
+- Team: crypticmeta (Solana/Bitcoin dev since 2018, OrdinalNovus $30M volume) + Ram (5+ years mushroom production)
+- Production plan: button mushrooms initially, scaling to 12 rooms, then medicinal mushrooms and export
+- Team spent 2025 interning at ICAR-DMR Solan, working in commercial farms, conducting market research, securing verbal commitments from 15+ wholesalers
+- All invoices, expenses, harvest records, photos published to Arweave
+- Full refunds if raise does not reach $125K within 72 hours
+- Token mint: 6hkcSr3fDdaxjDHSrEJjxK54wz8uvbSheTEYnMEmmeta

inbox/archive/2026-02-01-cms-2027-advance-notice-ma-rates.md

@@ -7,9 +7,13 @@ date: 2026-02-01
 domain: health
 secondary_domains: []
 format: report
-status: unprocessed
+status: enrichment
 priority: high
 tags: [cms, medicare-advantage, 2027-rates, chart-review-exclusion, star-ratings, V28, risk-adjustment]
+processed_by: vida
+processed_date: 2026-03-16
+enrichments_applied: ["CMS 2027 chart review exclusion targets vertical integration profit arbitrage by removing upcoded diagnoses from MA risk scoring.md", "Devoted is the fastest-growing MA plan at 121 percent growth because purpose-built technology outperforms acquisition-based vertical integration during CMS tightening.md", "medicare-fiscal-pressure-forces-ma-reform-by-2030s-through-arithmetic-not-ideology.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -55,3 +59,13 @@ tags: [cms, medicare-advantage, 2027-rates, chart-review-exclusion, star-ratings
 PRIMARY CONNECTION: [[CMS 2027 chart review exclusion targets vertical integration profit arbitrage by removing upcoded diagnoses from MA risk scoring]]
 WHY ARCHIVED: Updates and deepens the existing KB claim with the full 2027 reform package context.
 EXTRACTION HINT: The parallel to BBA 1997 is the key analytical frame — will 2027 trigger plan exits or differentiation?
+
+
+## Key Facts
+- CMS 2027 chart review exclusion projects >$7 billion in savings
+- 2026 is the final year of V28 phase-in
+- 2027 V28 recalibration uses 2023 diagnoses and 2024 expenditures
+- CKD Stage 3B and 3 now have separate coefficients in V28 (previously constrained)
+- New depression screening and follow-up measure for 2027 measurement year, 2029 ratings
+- CMS exploring AI-based risk adjustment and alternative data sources for Star Ratings
+- CMS exploring timeline compression to reduce 2-year lag between measurement and payment

inbox/archive/2026-02-03-futardio-launch-hurupay.md

@@ -6,9 +6,13 @@ url: "https://www.futard.io/launch/HT3ScC7gyo3zTn95s9jR7J3ez5u8HrRfFwD33YjMHLy3"
 date: 2026-02-03
 domain: internet-finance
 format: data
-status: unprocessed
+status: enrichment
 tags: [futardio, metadao, futarchy, solana]
 event_type: launch
+processed_by: rio
+processed_date: 2026-03-16
+enrichments_applied: ["metadao-ico-platform-demonstrates-15x-oversubscription-validating-futarchy-governed-capital-formation.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Launch Details
@@ -237,3 +241,15 @@ Cayman SPC Agreement: [Formation Summary](https://cybercorps.metalex.tech/metada
 - Token mint: `HURUsdbnMfQSi6khLigf5As8wh2CGNnS2fxHDDXCmeta`
 - Version: v0.7
 - Closed: 2026-02-07
+
+
+## Key Facts
+- Hurupay processed $36M+ in total transaction volume over 12 months
+- Hurupay grew from $1.8M/month to $7.2M/month in 6 months (32% MoM growth)
+- Hurupay has 30,000+ users across Asia, Africa, Europe, and the U.S.
+- Hurupay generated $500K+ in revenue
+- Hurupay raised $2,003,593 against $3,000,000 target on Futardio (Feb 2026)
+- Hurupay token allocation: 39.02% ICO, 11.31% liquidity, 42.66% team (3-year lockup), 7% previous investors (2-year vest)
+- Hurupay monthly spending allowance: $250K
+- Hurupay DAO configuration: 300bps pass threshold, 1.5M HURU stake requirement, 3-day proposal duration
+- Foreign exchange is a $6.5T/day market

inbox/archive/2026-02-09-oneuptime-hpa-object-metrics-queue-scaling.md

@@ -6,8 +6,12 @@ url: https://oneuptime.com/blog/post/2026-02-09-hpa-object-metrics-queue/view
 date: 2026-02-09
 domain: internet-finance
 format: essay
-status: unprocessed
+status: enrichment
 tags: [pipeline-architecture, kubernetes, autoscaling, queue-based-scaling, KEDA, HPA]
+processed_by: rio
+processed_date: 2026-03-16
+enrichments_applied: ["time-varying-arrival-rates-require-dynamic-staffing-not-constant-max-workers.md", "aimd-scaling-solves-variable-load-expensive-compute-coordination-without-prediction.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 # How to Implement HPA with Object Metrics for Queue-Based Scaling
@@ -31,3 +35,10 @@ We don't run Kubernetes, but the patterns are directly transferable to our cron-
 2. Implement scale-to-zero: if no unprocessed sources, don't spawn workers at all (we already do this)
 3. Multi-metric scaling: consider both extract queue depth AND eval queue depth when deciding extraction worker count
 4. The proactive scaling insight is key: our dispatcher should look at queue depth, not just worker availability
+
+
+## Key Facts
+- KEDA (Kubernetes Event Driven Autoscaler) supports 70+ built-in scalers for different event sources
+- KEDA implements scale-to-zero capability: 0→1 replicas via event trigger, 1→N replicas via HPA metrics
+- HPA object metrics allow scaling based on custom Kubernetes objects like ConfigMaps and custom resources
+- Multi-metric HPA evaluates several metrics simultaneously and scales to whichever requires the most replicas

inbox/archive/2026-02-11-china-long-march-10-sea-landing.md

@@ -7,10 +7,14 @@ date: 2026-02-11
 domain: space-development
 secondary_domains: []
 format: article
-status: unprocessed
+status: enrichment
 priority: high
 tags: [china, long-march-10, reusability, sea-landing, competition, state-directed]
 flagged_for_leo: ["State-directed acceleration compressing technology timelines faster than KB predicted — governance/coordination implications"]
+processed_by: astra
+processed_date: 2026-03-16
+enrichments_applied: ["reusable-launch-convergence-creates-us-china-duopoly-in-heavy-lift.md", "reusable-launch-convergence-creates-us-china-duopoly-in-heavy-lift.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -30,11 +34,17 @@ China is also building a 25,000-ton, 472-foot rocket-catching ship "Ling Hang Zh
 **Why this matters:** The KB claim that China is "closing the reusability gap in 5-8 years" is already outdated. China demonstrated controlled first-stage sea landing in Feb 2026 and is launching a reusable variant in April 2026. The gap closed in ~2 years, not 5-8.
 **What surprised me:** The tethered wire / cable-net recovery approach. This is a genuinely different engineering solution — not copying SpaceX. China is innovating on the recovery method, not just catching up.
 **What I expected but didn't find:** Detailed cost projections for reusable Chinese launch. Also missing: how many reflights they're targeting per booster.
-**KB connections:** [[China is the only credible peer competitor in space with comprehensive capabilities and state-directed acceleration closing the reusability gap in 5-8 years]]
+**KB connections:** China is the only credible peer competitor in space with comprehensive capabilities and state-directed acceleration closing the reusability gap in 5-8 years
 **Extraction hints:** The "5-8 years" timeframe in the KB claim needs revision — evidence now shows 1-2 years. The cable-net recovery approach as evidence of independent innovation, not just technology copying. State-directed acceleration as a different competitive model than market-driven (SpaceX) or patient-capital (Blue Origin).
 **Context:** China's space program operates under state direction with strategic competition motivation. The speed of their reusability development suggests the 5-8 year estimate was significantly wrong — possibly because it underweighted state-directed industrial policy.
 
 ## Curator Notes (structured handoff for extractor)
-PRIMARY CONNECTION: [[China is the only credible peer competitor in space with comprehensive capabilities and state-directed acceleration closing the reusability gap in 5-8 years]]
+PRIMARY CONNECTION: China is the only credible peer competitor in space with comprehensive capabilities and state-directed acceleration closing the reusability gap in 5-8 years
 WHY ARCHIVED: Directly challenges the "5-8 year" timeline — China achieved first stage recovery in early 2026, with reusable variant launching April 2026
 EXTRACTION HINT: The claim needs timeline revision. Also extract the cable-net recovery approach as evidence of independent innovation trajectory.
+
+
+## Key Facts
+- Long March 10B payload capacity: 11,000 kg to 900km altitude at 50° inclination
+- China's recovery system uses 'tethered landing devices' - hooks deployed by stage caught by tensioned wire
+- Ling Hang Zhe specifications: 25,000 tons, 472 feet, cable-net recovery gantry

inbox/archive/2026-02-25-futardio-launch-rock-game.md

@@ -6,9 +6,13 @@ url: "https://www.futard.io/launch/48z3txCwsHekZ7b43mPfoB3bMcZv3GpwX7B27x2PdmTA"
 date: 2026-02-25
 domain: internet-finance
 format: data
-status: unprocessed
+status: enrichment
 tags: [futardio, metadao, futarchy, solana]
 event_type: launch
+processed_by: rio
+processed_date: 2026-03-16
+enrichments_applied: ["futarchy-governed-meme-coins-attract-speculative-capital-at-scale.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Launch Details
@@ -85,3 +89,10 @@ MetaDAO changes that. Raise proceeds are locked in an on-chain treasury governed
 - Total approved: $10.00
 - Closed: 2026-02-26
 - Completed: 2026-02-26
+
+
+## Key Facts
+- Rock Game raised $272 against a $10 target on futard.io (2026-02-25)
+- Rock Game uses MetaDAO's Autocrat v0.7 for governance
+- Rock Game token symbol is 3n6 with mint address 3n6X4XRJHrkckqX21a5yJdSiGXXZo4MtEvVVsgSAmeta
+- Rock Game fundraise closed and completed 2026-02-26

inbox/archive/2026-03-00-artemis-program-restructuring.md

@@ -7,9 +7,13 @@ date: 2026-03-00
 domain: space-development
 secondary_domains: []
 format: article
-status: unprocessed
+status: enrichment
 priority: high
 tags: [artemis, nasa, sls, lunar-landing, isru, timeline-slip, governance-gap]
+processed_by: astra
+processed_date: 2026-03-16
+enrichments_applied: ["the 30-year space economy attractor state is a cislunar industrial system with propellant networks lunar ISRU orbital manufacturing and partial life support closure.md", "space governance gaps are widening not narrowing because technology advances exponentially while institutional design advances linearly.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -39,3 +43,11 @@ This represents a significant restructuring from earlier plans where Artemis III
 PRIMARY CONNECTION: [[the 30-year space economy attractor state is a cislunar industrial system with propellant networks lunar ISRU orbital manufacturing and partial life support closure]]
 WHY ARCHIVED: Artemis restructuring pushes lunar landing to 2028 and reveals ISRU resource knowledge gap — both affect attractor state timeline
 EXTRACTION HINT: Extract the ISRU resource knowledge gap as a NEW constraint not currently in KB (technology readiness ≠ deployment readiness when you don't know where the resource is)
+
+
+## Key Facts
+- Artemis II crew: Wiseman, Glover, Koch (NASA) + Hansen (CSA)
+- Artemis II is a 10-day crewed lunar flyby mission
+- Artemis II rolled back to VAB on February 25, 2026 due to helium flow issue
+- Multiple ISRU prototypes at TRL 5-6: Carbothermal reactor, IPEx excavator, PVEx volatile extractor
+- Artemis V planned for late 2028 as second lunar landing

inbox/archive/2026-03-00-solana-launchpad-competitive-landscape.md

@@ -7,9 +7,12 @@ date: 2026-03-00
 domain: internet-finance
 secondary_domains: []
 format: market-analysis
-status: unprocessed
+status: enrichment
 priority: medium
 tags: [solana, launchpads, pump-fun, metadao, capital-formation, token-launches, competitive-landscape]
+processed_by: rio
+processed_date: 2026-03-16
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -52,3 +55,15 @@ MetaDAO and Solanium are positioned as solutions — MetaDAO through futarchy pr
 PRIMARY CONNECTION: [[futarchy-governed permissionless launches require brand separation to manage reputational liability]]
 WHY ARCHIVED: Competitive landscape data positions MetaDAO's futarchy model against permissionless alternatives — survival rate data is the strongest argument for curation
 EXTRACTION HINT: Focus on the curation vs permissionless spectrum as a market structure claim — what does the 9M tokens / <0.5% survival rate tell us about where value accrues in capital formation?
+
+
+## Key Facts
+- Pump.fun generated $700M+ revenue since January 2024
+- Pump.fun launched 11M+ tokens
+- Pump.fun represented 70% of all Solana token launches at peak
+- Pump.fun bonding curve model: 1B tokens per launch, 800M to bonding curve
+- <0.5% of Pump.fun tokens survive 30 days
+- MetaDAO conducted 8 ICOs raising $25.6M with 15x oversubscription
+- Over 9 million tokens were launched on Solana in 2025
+- Bags.fm offers 1% perpetual revenue share on trading volume
+- Magic Eden operates NFT-focused launchpad with high selectivity

inbox/archive/2026-03-01-pudgypenguins-retail-distribution-2026-update.md

@@ -7,9 +7,12 @@ date: 2026-03-01
 domain: entertainment
 secondary_domains: [internet-finance]
 format: analysis
-status: unprocessed
+status: enrichment
 priority: high
 tags: [pudgy-penguins, retail-distribution, phygital, community-ip, ipo, web3-entertainment]
+processed_by: clay
+processed_date: 2026-03-16
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -58,3 +61,12 @@ Aggregated from multiple March 2026 sources on Pudgy Penguins' performance and s
 PRIMARY CONNECTION: community ownership accelerates growth through aligned evangelism not passive holding
 WHY ARCHIVED: Most complete current data on retail-first distribution bypass strategy. The PENGU token decline vs retail growth divergence is a critical signal about which ownership mechanisms actually work.
 EXTRACTION HINT: The token price decline is NOT a failure of the community thesis — it's a REFINEMENT. Community ownership may function through brand loyalty and retail economics rather than token economics. This is a significant scoping insight for Belief 5.
+
+
+## Key Facts
+- Pudgy Penguins retail distribution: 10,000+ locations including 3,100 Walmart stores as of 2026
+- Pudgy Penguins revenue: $13M (2024), $50-60M (2025), $120M (2026 target)
+- PENGU token: launched Dec 2024 at $0.037, peaked $0.0574, trading at $0.0064-0.0071 in March 2026 (88.92% decline)
+- Pudgy Penguins GIPHY views: 65.1 billion (2x Disney's nearest competitor)
+- Vibes TCG: 4M cards moved by early 2026
+- Valentine's Day 2026 campaign: $50K daily retail sales, 15x ROAS