extract: 2025-04-25-bournassenko-queueing-theory-cicd-pipelines

Pentagon-Agent: Ganymede <F99EBFA6-547B-4096-BEEA-1D59C3E4028A>
entity-batch: update 1 entities
2026-03-15 19:27:53 +00:00 · 2026-03-15 19:18:18 +00:00 · 2026-03-15 19:08:16 +00:00 · 2026-03-15 19:07:00 +00:00 · 2026-03-15 19:05:36 +00:00 · 2026-03-15 19:04:28 +00:00
13 changed files with 95 additions and 32 deletions
--- a/domains/health/Big
+++ b/domains/health/Big
@ -27,6 +27,12 @@ This is not an American problem alone. The American diet and lifestyle are sprea

 The four major risk factors behind the highest burden of noncommunicable disease -- tobacco use, harmful use of alcohol, unhealthy diets, and physical inactivity -- are all lifestyle factors that simple interventions could address. The gap between what science knows works (lifestyle modification) and what the system delivers (pharmaceutical symptom management) represents one of the largest misalignments in the modern economy.

+
+### Additional Evidence (extend)
+*Source: [[2025-06-01-cell-med-glp1-societal-implications-obesity]] | Added: 2026-03-15*
+
+GLP-1s may function as a pharmacological counter to engineered food addiction. The population-level obesity decline (39.9% to 37.0%) coinciding with 12.4% adult GLP-1 adoption suggests pharmaceutical intervention can partially offset the metabolic consequences of engineered hyperpalatable foods, though this addresses symptoms rather than root causes of the food environment.
+
 ---

 Relevant Notes:
--- a/domains/health/GLP-1
+++ b/domains/health/GLP-1
@ -23,6 +23,12 @@ The competitive dynamics (Lilly vs. Novo vs. generics post-2031) will drive pric

 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*
+
+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.
+
 ---

 Relevant Notes:
--- a/domains/health/the
+++ b/domains/health/the
@ -31,6 +31,12 @@ Since specialization and value form an autocatalytic feedback loop where each am

 The Commonwealth Fund's 2024 international comparison demonstrates this transition empirically across 10 developed nations. All countries compared (Australia, Canada, France, Germany, Netherlands, New Zealand, Sweden, Switzerland, UK, US) have eliminated material scarcity in healthcare — all possess advanced clinical capabilities and universal or near-universal access infrastructure. Yet health outcomes vary dramatically. The US spends >16% of GDP (highest by far) with worst outcomes, while top performers (Australia, Netherlands) spend the lowest percentage of GDP. The differentiator is not clinical capability (US ranks 2nd in care process quality) but access structures and equity — social determinants. This proves that among developed nations with sufficient material resources, social disadvantage (who gets care, discrimination, equity barriers) drives outcomes more powerfully than clinical quality or spending volume.

+
+### Additional Evidence (extend)
+*Source: [[2025-06-01-cell-med-glp1-societal-implications-obesity]] | Added: 2026-03-15*
+
+GLP-1 access inequality demonstrates the epidemiological transition in action: the intervention addresses metabolic disease (post-transition health problem) but access stratifies by wealth and insurance status (social disadvantage), potentially widening health inequalities even as population-level outcomes improve. The WHO's emphasis on 'multisectoral action' and 'healthier environments' acknowledges that pharmaceutical solutions alone cannot address socially-determined health outcomes.
+
 ---

 Relevant Notes:
--- a/domains/internet-finance/aimd-worker-scaling-requires-only-queue-state-observation-not-load-prediction-making-it-simpler-than-ml-based-autoscaling.md
+++ b/domains/internet-finance/aimd-worker-scaling-requires-only-queue-state-observation-not-load-prediction-making-it-simpler-than-ml-based-autoscaling.md
@ -35,7 +35,7 @@ The tradeoff: AIMD is reactive rather than predictive, so it responds to load ch
 ### Additional Evidence (extend)
 *Source: [[2025-04-25-bournassenko-queueing-theory-cicd-pipelines]] | Added: 2026-03-15*

-Bournassenko's framework provides the theoretical foundation for why queue-state-based scaling works: M/M/c models show that current queue depth and utilization are sufficient statistics for optimal worker allocation when arrivals are Poisson-like. This explains why AIMD's simple heuristics can approach optimality without complex prediction.
+Bournassenko's queueing theory framework provides the analytical foundation for why queue-state-based scaling works: M/M/c models give closed-form solutions for optimal worker counts based on observed arrival rates and queue depths, eliminating the need for predictive models.

 ---

--- a/domains/internet-finance/littles-law-provides-minimum-worker-capacity-floor-for-pipeline-systems-but-requires-buffer-margin-for-variance.md
+++ b/domains/internet-finance/littles-law-provides-minimum-worker-capacity-floor-for-pipeline-systems-but-requires-buffer-margin-for-variance.md
@ -32,7 +32,7 @@ More generally: λ = average sources per second, W = average extraction time. To
 ### Additional Evidence (extend)
 *Source: [[2025-04-25-bournassenko-queueing-theory-cicd-pipelines]] | Added: 2026-03-15*

-Bournassenko's M/M/c framework extends Little's Law by providing closed-form solutions for the buffer margin required above the theoretical minimum. The paper shows that the optimal worker count is not just λW (from Little's Law) but includes a variance-dependent safety margin that can be calculated analytically from the M/M/c model.
+Bournassenko's M/M/c framework extends Little's Law by providing closed-form solutions for the buffer margin required. While Little's Law gives the minimum capacity floor (L = λW), M/M/c queues quantify how much additional capacity is needed to handle variance, showing that the safety margin grows sublinearly with system size.

 ---

--- a/domains/internet-finance/multi-server-queueing-systems-exhibit-economies-of-scale-because-safety-margin-grows-sublinearly-with-system-size.md
+++ b/domains/internet-finance/multi-server-queueing-systems-exhibit-economies-of-scale-because-safety-margin-grows-sublinearly-with-system-size.md
@ -31,7 +31,7 @@ This is observable in practice across industries: Amazon's fulfillment centers,
 ### Additional Evidence (confirm)
 *Source: [[2025-04-25-bournassenko-queueing-theory-cicd-pipelines]] | Added: 2026-03-15*

-The paper demonstrates this principle specifically for CI/CD pipelines, showing that large-scale shared infrastructure benefits from pooling effects where the relative safety margin decreases as system size increases. This validates the economies-of-scale claim in a production software context.
+The paper demonstrates this principle specifically for CI/CD pipelines, showing that M/M/c models reveal diminishing returns to worker scaling where marginal improvement of worker N+1 decreases as N grows, confirming the sublinear safety margin growth.

 ---

--- a/domains/internet-finance/square-root-staffing-principle-achieves-economies-of-scale-in-queueing-systems-by-operating-near-full-utilization-with-manageable-delays.md
+++ b/domains/internet-finance/square-root-staffing-principle-achieves-economies-of-scale-in-queueing-systems-by-operating-near-full-utilization-with-manageable-delays.md
@ -26,12 +26,6 @@ From the SIAM Review tutorial:

 For systems in the 5-6 worker range, sophisticated dynamic algorithms provide minimal benefit over simple threshold policies informed by queueing theory. The economies-of-scale result also indicates that marginal value per worker decreases as systems grow beyond 20+ workers, which is critical for cost optimization in scaled deployments.

-
-### Additional Evidence (confirm)
-*Source: [[2025-04-25-bournassenko-queueing-theory-cicd-pipelines]] | Added: 2026-03-15*
-
-The paper applies square-root staffing principles to CI/CD pipeline optimization, demonstrating that the theoretical framework translates to practical software systems. The M/M/c analysis confirms that safety capacity should scale as √λ for Poisson arrivals.
-
 ---

 Relevant Notes:
--- a/entities/internet-finance/futardio.md
+++ b/entities/internet-finance/futardio.md
@ -49,6 +49,7 @@ MetaDAO's token launch platform. Implements "unruggable ICOs" — permissionless
 - **2026-03-05** — [[insert-coin-labs-futardio-fundraise]] launched for Web3 gaming studio (failed, $2,508 / $50K = 5% of target)
 - **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
 - **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.
 ## 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."
--- a/inbox/archive/.extraction-debug/2025-04-25-bournassenko-queueing-theory-cicd-pipelines.json
+++ b/inbox/archive/.extraction-debug/2025-04-25-bournassenko-queueing-theory-cicd-pipelines.json
@ -7,40 +7,32 @@
      ]
    },
    {
-      "filename": "worker-scaling-exhibits-diminishing-returns-in-multi-server-queues-because-marginal-wait-time-reduction-decreases-as-server-count-increases.md",
+      "filename": "worker-scaling-exhibits-diminishing-returns-in-m-m-c-queues-because-marginal-wait-time-reduction-decreases-as-server-count-increases.md",
      "issues": [
        "missing_attribution_extractor"
      ]
    },
    {
-      "filename": "dynamic-worker-allocation-in-pipelines-requires-balancing-utilization-against-queue-wait-time-because-high-utilization-causes-exponential-delay-growth.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "pipeline-bottleneck-formation-is-predictable-from-arrival-rate-and-service-time-distributions-enabling-proactive-capacity-planning.md",
+      "filename": "dynamic-worker-allocation-in-pipelines-requires-balancing-queue-depth-against-worker-cost-because-underprovisioning-creates-bottlenecks-while-overprovisioning-wastes-compute.md",
      "issues": [
        "missing_attribution_extractor"
      ]
    }
  ],
  "validation_stats": {
-    "total": 4,
+    "total": 3,
    "kept": 0,
-    "fixed": 4,
-    "rejected": 4,
+    "fixed": 3,
+    "rejected": 3,
    "fixes_applied": [
      "m-m-c-queueing-models-provide-closed-form-solutions-for-ci-cd-pipeline-optimization-because-poisson-arrivals-and-exponential-service-enable-analytical-tractability.md:set_created:2026-03-15",
-      "worker-scaling-exhibits-diminishing-returns-in-multi-server-queues-because-marginal-wait-time-reduction-decreases-as-server-count-increases.md:set_created:2026-03-15",
-      "dynamic-worker-allocation-in-pipelines-requires-balancing-utilization-against-queue-wait-time-because-high-utilization-causes-exponential-delay-growth.md:set_created:2026-03-15",
-      "pipeline-bottleneck-formation-is-predictable-from-arrival-rate-and-service-time-distributions-enabling-proactive-capacity-planning.md:set_created:2026-03-15"
+      "worker-scaling-exhibits-diminishing-returns-in-m-m-c-queues-because-marginal-wait-time-reduction-decreases-as-server-count-increases.md:set_created:2026-03-15",
+      "dynamic-worker-allocation-in-pipelines-requires-balancing-queue-depth-against-worker-cost-because-underprovisioning-creates-bottlenecks-while-overprovisioning-wastes-compute.md:set_created:2026-03-15"
    ],
    "rejections": [
      "m-m-c-queueing-models-provide-closed-form-solutions-for-ci-cd-pipeline-optimization-because-poisson-arrivals-and-exponential-service-enable-analytical-tractability.md:missing_attribution_extractor",
-      "worker-scaling-exhibits-diminishing-returns-in-multi-server-queues-because-marginal-wait-time-reduction-decreases-as-server-count-increases.md:missing_attribution_extractor",
-      "dynamic-worker-allocation-in-pipelines-requires-balancing-utilization-against-queue-wait-time-because-high-utilization-causes-exponential-delay-growth.md:missing_attribution_extractor",
-      "pipeline-bottleneck-formation-is-predictable-from-arrival-rate-and-service-time-distributions-enabling-proactive-capacity-planning.md:missing_attribution_extractor"
+      "worker-scaling-exhibits-diminishing-returns-in-m-m-c-queues-because-marginal-wait-time-reduction-decreases-as-server-count-increases.md:missing_attribution_extractor",
+      "dynamic-worker-allocation-in-pipelines-requires-balancing-queue-depth-against-worker-cost-because-underprovisioning-creates-bottlenecks-while-overprovisioning-wastes-compute.md:missing_attribution_extractor"
    ]
  },
  "model": "anthropic/claude-sonnet-4.5",
--- a/inbox/archive/.extraction-debug/2025-06-01-cell-med-glp1-societal-implications-obesity.json
+++ b/inbox/archive/.extraction-debug/2025-06-01-cell-med-glp1-societal-implications-obesity.json
@ -0,0 +1,32 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "glp-1-adoption-produced-first-measurable-population-level-obesity-decline-demonstrating-pharmaceutical-intervention-can-shift-population-health-outcomes.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    },
+    {
+      "filename": "glp-1-access-inequality-risks-creating-two-tier-metabolic-health-system-where-pharmacological-prevention-stratifies-by-wealth-while-root-causes-remain-unaddressed.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 2,
+    "kept": 0,
+    "fixed": 2,
+    "rejected": 2,
+    "fixes_applied": [
+      "glp-1-adoption-produced-first-measurable-population-level-obesity-decline-demonstrating-pharmaceutical-intervention-can-shift-population-health-outcomes.md:set_created:2026-03-15",
+      "glp-1-access-inequality-risks-creating-two-tier-metabolic-health-system-where-pharmacological-prevention-stratifies-by-wealth-while-root-causes-remain-unaddressed.md:set_created:2026-03-15"
+    ],
+    "rejections": [
+      "glp-1-adoption-produced-first-measurable-population-level-obesity-decline-demonstrating-pharmaceutical-intervention-can-shift-population-health-outcomes.md:missing_attribution_extractor",
+      "glp-1-access-inequality-risks-creating-two-tier-metabolic-health-system-where-pharmacological-prevention-stratifies-by-wealth-while-root-causes-remain-unaddressed.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-15"
+}
--- a/inbox/archive/2025-04-22-futardio-proposal-testing-v03-transfer.md
+++ b/inbox/archive/2025-04-22-futardio-proposal-testing-v03-transfer.md
@ -6,9 +6,12 @@ url: "https://www.futard.io/proposal/2dvNKyxKzVuUMcd89wzfuYjX2RKbJps2Srqu4mJ7LEg
 date: 2025-04-22
 domain: internet-finance
 format: data
-status: unprocessed
+status: enrichment
 tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
+processed_by: rio
+processed_date: 2026-03-15
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---

 ## Proposal Details
@ -48,3 +51,14 @@ This would be the test example for transferring the MetaDAO treasury of USDC to
 - Autocrat version: 0.3
 - Completed: 2025-04-22
 - Ended: 2025-04-22
+
+
+## Key Facts
+- Test DAO proposal 'Testing v0.3 Transfer' passed on 2025-04-22
+- Proposal aimed to transfer MetaDAO treasury USDC to v0.4 DAO
+- Proposal account: 2dvNKyxKzVuUMcd89wzfuYjX2RKbJps2Srqu4mJ7LEgC
+- Proposal number: 1
+- DAO account: GCSGFCRfCRQDbqtPLa6bV7DCJz26NkejR182or8PNqRw
+- Proposer: 8Cwx4yR2sFAC5Pdx2NgGHxCk1gJrtSTxJoyqVonqndhq
+- Autocrat version: 0.3
+- Proposal completed and ended: 2025-04-22
--- a/inbox/archive/2025-04-25-bournassenko-queueing-theory-cicd-pipelines.md
+++ b/inbox/archive/2025-04-25-bournassenko-queueing-theory-cicd-pipelines.md
@ -10,7 +10,7 @@ status: enrichment
 tags: [pipeline-architecture, operations-research, queueing-theory, ci-cd, M/M/c-queue]
 processed_by: rio
 processed_date: 2026-03-15
-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", "square-root-staffing-principle-achieves-economies-of-scale-in-queueing-systems-by-operating-near-full-utilization-with-manageable-delays.md"]
+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"
 ---

@ -34,6 +34,6 @@ Key insight: M/M/c queues show that adding workers has diminishing returns — t


 ## Key Facts
- Bournassenko published 'On Queueing Theory for Large-Scale CI/CD Pipelines Optimization' on arxiv (2504.18705) in April 2025
- The paper models CI/CD pipeline stages as M/M/c queues with Poisson arrivals and exponential service times
- The framework integrates theoretical queueing analysis with practical optimization including dynamic scaling and prioritization
+- Bournassenko's paper was published on arxiv.org in April 2025
+- The paper models pipeline stages as M/M/c queues with Poisson arrivals, exponential service times, and c servers
+- The framework addresses bottleneck formation in high-volume shared infrastructure pipelines
--- a/inbox/archive/2025-06-01-cell-med-glp1-societal-implications-obesity.md
+++ b/inbox/archive/2025-06-01-cell-med-glp1-societal-implications-obesity.md
@ -7,9 +7,13 @@ date: 2025-06-01
 domain: health
 secondary_domains: [entertainment, internet-finance]
 format: paper
-status: unprocessed
+status: enrichment
 priority: medium
 tags: [glp-1, obesity, societal-impact, equity, food-systems, population-health, sustainability]
+processed_by: vida
+processed_date: 2026-03-15
+enrichments_applied: ["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", "Big Food companies engineer addictive products by hacking evolutionary reward pathways creating a noncommunicable disease epidemic more deadly than the famines specialization eliminated.md", "the epidemiological transition marks the shift from material scarcity to social disadvantage as the primary driver of health outcomes in developed nations.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---

 ## Content
@ -52,3 +56,11 @@ EXTRACTION HINT: Focus on both the population-level effect AND the equity concer

 flagged_for_clay: ["GLP-1 adoption is reshaping cultural narratives around obesity, body image, and pharmaceutical solutions to behavioral problems — connects to health narrative infrastructure"]
 flagged_for_rio: ["GLP-1 equity gap creates investment opportunity in access-focused models that serve underserved populations — potential Living Capital thesis"]
+
+
+## Key Facts
+- October 2025 Gallup poll: 12.4% of US adults taking GLP-1 for weight loss (30M+ people)
+- US obesity prevalence: 39.9% (2022) → 37.0% (2025), representing 7.6M fewer obese Americans
+- WHO issued conditional recommendations for GLP-1s in December 2025
+- Obesity costs US $400B+ annually
+- WHO three-pillar approach: healthier environments (population policy), protect high-risk individuals, person-centered care
Author	SHA1	Message	Date
Teleo Agents	c9f8a4f918	extract: 2025-04-25-bournassenko-queueing-theory-cicd-pipelines Pentagon-Agent: Ganymede <F99EBFA6-547B-4096-BEEA-1D59C3E4028A>	2026-03-15 19:27:53 +00:00
Teleo Agents	458aa7494e	entity-batch: update 1 entities - Applied 1 entity operations from queue - Files: entities/internet-finance/futardio.md Pentagon-Agent: Epimetheus <968B2991-E2DF-4006-B962-F5B0A0CC8ACA>	2026-03-15 19:18:18 +00:00
Leo	54869f7e31	Merge pull request 'extract: 2025-06-01-cell-med-glp1-societal-implications-obesity' (#993 ) from extract/2025-06-01-cell-med-glp1-societal-implications-obesity into main Some checks are pending Sync Graph Data to teleo-app / sync (push) Waiting to run Details	2026-03-15 19:08:16 +00:00
Teleo Agents	994f00fe77	extract: 2025-06-01-cell-med-glp1-societal-implications-obesity Pentagon-Agent: Ganymede <F99EBFA6-547B-4096-BEEA-1D59C3E4028A>	2026-03-15 19:07:00 +00:00
Leo	8a471a1fae	Merge pull request 'extract: 2025-04-22-futardio-proposal-testing-v03-transfer' (#989 ) from extract/2025-04-22-futardio-proposal-testing-v03-transfer into main	2026-03-15 19:05:36 +00:00
Teleo Agents	cea1db6bc4	extract: 2025-04-22-futardio-proposal-testing-v03-transfer Pentagon-Agent: Ganymede <F99EBFA6-547B-4096-BEEA-1D59C3E4028A>	2026-03-15 19:04:28 +00:00