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Teleo Pipeline
8c28a2d5e2 fix: strip code fences from Babic MAUDE AI extraction frontmatter
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Details 
Original extraction (PR #2257) wrapped YAML frontmatter in code blocks.
Stripped code fences, added proper --- delimiters. Content unchanged.

Co-Authored-By: Epimetheus <noreply@teleohq.com>
 2026-04-04 11:55:32 +00:00
m3taversal
9d57b56f3d clay: 3 memetic bridge claims — connecting theory to applied entertainment
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Details 
Three synthesis claims bridging the theoretical memetic foundations
layer to applied entertainment cases:

1. Complex contagion explains community-owned IP growth (Centola →
   Claynosaurz progressive validation)
2. Collective brain theory predicts innovation asymmetry between
   consolidating studios and expanding creator economy (Henrich →
   three-body oligopoly + creator zero-sum)
3. Metaphor reframing explains AI content acceptance split (Lakoff →
   Cornelius outsider frame vs replacement frame)

All experimental confidence. Synthesis from existing KB claims +
cultural evolution literature, not new source extraction.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
 2026-04-03 20:26:35 +00:00
m3taversal
e0289906de astra: add 5 robotics founding claims — humanoid economics, automation plateau, manipulation gap, co-development loop, labor cost threshold sequence
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Details 
- What: 5 founding claims for the robotics domain (previously empty) plus updated _map.md
- Why: Robotics is the emptiest domain in the KB. These claims establish the threshold economics lens for humanoid deployment, map the automation plateau, identify manipulation as the binding constraint, frame the AI-robotics data flywheel, and predict the sector-by-sector labor substitution sequence
- Connections: Links to space threshold economics (launch cost parallel), atoms-to-bits spectrum, knowledge embodiment lag, three-conditions AI safety framework
- Sources: BLS wage data, Morgan Stanley BOM analysis, Google DeepMind RT-2/RT-X, PwC manufacturing outlook, NIST dexterity standards, Agility/Tesla/Unitree/Figure pricing

Pentagon-Agent: Astra <F3B07259-A0BF-461E-A474-7036AB6B93F7>
 2026-04-03 20:25:53 +00:00
m3taversal
e651c0168e Merge remote-tracking branch 'forgejo/vida/belief-audit-claims-v2' 2026-04-03 21:24:48 +01:00
m3taversal
36e18b6d24 vida: add supports link from healthcare Jevons claim to fragility-from-efficiency foundation
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Details 
Healthcare Jevons paradox is a domain-specific instance of the general
pattern where efficiency optimization creates systemic fragility.

Pentagon-Agent: Vida <0D8450EB-8E65-4912-8F29-413A31916C11>
 2026-04-03 20:24:10 +00:00
m3taversal
88cf9ac275 vida: add GLP-1→VBC cross-domain claim + provider consolidation musing 
- What: Cross-domain claim bridging GLP-1 cost evidence to VBC adoption
  acceleration, plus seed musing on provider consolidation dynamics
- Why: Belief audit identified GLP-1→VBC mechanism as unformalised
  cross-domain connection (Rio overlap) and provider consolidation
  as an unbuilt argument. Leo requested both.
- Connections: depends on GLP-1 market claim + VBC payment boundary claim,
  supports attractor state claim. Musing flags Rio + Leo for cross-domain.

Pentagon-Agent: Vida <0D8450EB-8E65-4912-8F29-413A31916C11>
 2026-04-03 20:24:09 +00:00
m3taversal
f7df6ebf34 vida: add supports link from healthcare Jevons claim to fragility-from-efficiency foundation 
Healthcare Jevons paradox is a domain-specific instance of the general
pattern where efficiency optimization creates systemic fragility.

Pentagon-Agent: Vida <0D8450EB-8E65-4912-8F29-413A31916C11>
 2026-04-03 21:22:24 +01:00
m3taversal
200d2f0d17 vida: add GLP-1→VBC cross-domain claim + provider consolidation musing 
- What: Cross-domain claim bridging GLP-1 cost evidence to VBC adoption
  acceleration, plus seed musing on provider consolidation dynamics
- Why: Belief audit identified GLP-1→VBC mechanism as unformalised
  cross-domain connection (Rio overlap) and provider consolidation
  as an unbuilt argument. Leo requested both.
- Connections: depends on GLP-1 market claim + VBC payment boundary claim,
  supports attractor state claim. Musing flags Rio + Leo for cross-domain.

Pentagon-Agent: Vida <0D8450EB-8E65-4912-8F29-413A31916C11>
 2026-04-03 21:22:06 +01:00
m3taversal
c78397ef0e clay: oligopoly scope enrichment — mid-budget squeeze, not blanket foreclosure
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Details 
Adds Creative Strategy Scope section to three-body oligopoly claim:
consolidation constrains mid-budget original IP but franchise tentpoles
and prestige adaptations both survive. Project Hail Mary challenge
accepted as scope refinement — challenge status updated to resolved.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
 2026-04-03 20:21:55 +00:00
m3taversal
a872ea1b21 clay: position — AI content acceptance is use-case-bounded 
Consumer rejection of AI content is structurally split: strongest in
entertainment/creative contexts, weakest in analytical/reference.
Content type, not AI quality, is the primary determinant of acceptance.

5 supporting claims in reasoning chain, testable performance criteria
(3+ openly AI analytical accounts by 2028), explicit invalidation
conditions.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
 2026-04-03 21:18:19 +01:00
Teleo Agents
2f51b53e87 rio: extract claims from 2026-04-03-tg-shared-metaproph3t-2039964279768743983-s-20 
- Source: inbox/queue/2026-04-03-tg-shared-metaproph3t-2039964279768743983-s-20.md
- Domain: internet-finance
- Claims: 0, Entities: 1
- Enrichments: 5
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Rio <PIPELINE>
 2026-04-03 17:57:38 +00:00
Teleo Agents
fd668f3ef2 source: 2026-04-03-tg-source-m3taversal-metaproph3t-monthly-update-thread-chewing-glass.md → null-result 
Pentagon-Agent: Epimetheus <PIPELINE>
 2026-04-03 17:56:40 +00:00
Teleo Agents
e843d2d7b0 source: 2026-04-03-tg-shared-metaproph3t-2039964279768743983-s-20.md → processed 
Pentagon-Agent: Epimetheus <PIPELINE>
 2026-04-03 17:56:21 +00:00
Teleo Agents
cdd10906a8 rio: sync 2 item(s) from telegram staging 
Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-04-03 17:55:01 +00:00
m3taversal
b2b20d3129 theseus: moloch extraction — 4 NEW claims + 2 enrichments + 1 source archive
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Details 
- What: Extract AI-alignment claims from Alexander's "Meditations on Moloch",
  Abdalla manuscript "Architectural Investing", and Schmachtenberger framework
- Why: Molochian dynamics / multipolar traps were structural gaps in KB despite
  extensive coverage in Leo's grand-strategy musings. These claims formalize the
  AI-specific mechanisms: bottleneck removal, four-restraint erosion, lock-in via
  information processing, and multipolar traps as thermodynamic default
- NEW claims:
  1. AI accelerates Molochian dynamics by removing bottlenecks (ai-alignment)
  2. Four restraints taxonomy with AI targeting #2 and #3 (ai-alignment)
  3. AI makes authoritarian lock-in easier via information processing (ai-alignment)
  4. Multipolar traps as thermodynamic default (collective-intelligence)
- Enrichments:
  1. Taylor/soldiering parallel → alignment tax claim
  2. Friston autovitiation → Minsky financial instability claim
- Source archive: Alexander "Meditations on Moloch" (2014)
- Tensions flagged: bottleneck removal challenges compute governance window as
  stable feature; four-restraint erosion reframes alignment as coordination design
- Note: Agentic Taylorism enrichment (connecting trust asymmetry + determinism
  boundary to Leo's musing) deferred — Leo's musings not yet on main

Pentagon-Agent: Theseus <46864DD4-DA71-4719-A1B4-68F7C55854D3>
 2026-04-03 18:32:29 +01:00
m3taversal
da22818dfc ingestion: 1 futardio events — 20260403-1700 (#2305) 
Co-authored-by: m3taversal <m3taversal@gmail.com>
Co-committed-by: m3taversal <m3taversal@gmail.com>
 2026-04-03 17:00:29 +00:00
Teleo Agents
f36f18d50f auto-fix: strip 1 broken wiki links
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Details 
Pipeline auto-fixer: removed [[ ]] brackets from links
that don't resolve to existing claims in the knowledge base.
 2026-04-03 14:42:32 +00:00
Teleo Agents
224c589a54 astra: extract claims from 2026-04-02-techcrunch-aetherflux-sbsp-dod-funding-falcon9-demo 
- Source: inbox/queue/2026-04-02-techcrunch-aetherflux-sbsp-dod-funding-falcon9-demo.md
- Domain: space-development
- Claims: 1, Entities: 2
- Enrichments: 2
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Astra <PIPELINE>
 2026-04-03 14:42:32 +00:00
Teleo Agents
ef66470f41 leo: extract claims from 2026-04-03-montreal-protocol-commercial-pivot-enabling-conditions
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Details 
- Source: inbox/queue/2026-04-03-montreal-protocol-commercial-pivot-enabling-conditions.md
- Domain: grand-strategy
- Claims: 2, Entities: 0
- Enrichments: 2
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Leo <PIPELINE>
 2026-04-03 14:32:18 +00:00
Teleo Agents
da5995d55a source: 2026-04-03-montreal-protocol-commercial-pivot-enabling-conditions.md → processed 
Pentagon-Agent: Epimetheus <PIPELINE>
 2026-04-03 14:30:58 +00:00
Teleo Agents
cb0f526e87 pipeline: clean 1 stale queue duplicates 
Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-04-03 14:30:01 +00:00
Teleo Agents
495623ff1b vida: extract claims from 2025-10-xx-california-ab489-ai-healthcare-disclosure-2026
Some checks are pending
Sync Graph Data to teleo-app / sync (push) Waiting to run
Details 
- Source: inbox/queue/2025-10-xx-california-ab489-ai-healthcare-disclosure-2026.md
- Domain: health
- Claims: 1, Entities: 0
- Enrichments: 1
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Vida <PIPELINE>
 2026-04-03 14:24:56 +00:00
Teleo Agents
a1c26fba70 leo: extract claims from 2026-04-03-coe-ai-framework-convention-scope-stratification
Some checks are pending
Sync Graph Data to teleo-app / sync (push) Waiting to run
Details 
- Source: inbox/queue/2026-04-03-coe-ai-framework-convention-scope-stratification.md
- Domain: grand-strategy
- Claims: 1, Entities: 1
- Enrichments: 3
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Leo <PIPELINE>
 2026-04-03 14:24:21 +00:00
Teleo Agents
4cafc83519 source: 2026-04-03-nasaspaceflight-ng3-net-april12.md → null-result 
Pentagon-Agent: Epimetheus <PIPELINE>
 2026-04-03 14:22:24 +00:00
Teleo Agents
583cd18c04 entity-batch: update 1 entities
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Details 
- Applied 1 entity operations from queue
- Files: domains/health/glp1-access-inverted-by-cardiovascular-risk-creating-efficacy-translation-barrier.md

Pentagon-Agent: Epimetheus <968B2991-E2DF-4006-B962-F5B0A0CC8ACA>
 2026-04-03 14:22:08 +00:00
Teleo Agents
e91ecb5645 source: 2026-04-03-coe-ai-framework-convention-scope-stratification.md → processed 
Pentagon-Agent: Epimetheus <PIPELINE>
 2026-04-03 14:21:05 +00:00
Teleo Agents
bc26555fdb astra: extract claims from 2026-03-xx-breakingdefense-space-data-network-golden-dome
Some checks are pending
Sync Graph Data to teleo-app / sync (push) Waiting to run
Details 
- Source: inbox/queue/2026-03-xx-breakingdefense-space-data-network-golden-dome.md
- Domain: space-development
- Claims: 2, Entities: 2
- Enrichments: 1
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Astra <PIPELINE>
 2026-04-03 14:20:37 +00:00
Teleo Agents
f1476495c6 source: 2026-04-02-techcrunch-aetherflux-sbsp-dod-funding-falcon9-demo.md → processed 
Pentagon-Agent: Epimetheus <PIPELINE>
 2026-04-03 14:20:20 +00:00
Teleo Agents
bd8d005325 astra: extract claims from 2026-03-27-airandspaceforces-golden-dome-odc-requirement
Some checks are pending
Sync Graph Data to teleo-app / sync (push) Waiting to run
Details 
- Source: inbox/queue/2026-03-27-airandspaceforces-golden-dome-odc-requirement.md
- Domain: space-development
- Claims: 1, Entities: 0
- Enrichments: 2
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Astra <PIPELINE>
 2026-04-03 14:19:32 +00:00
Teleo Agents
8025cf05ef source: 2026-03-xx-breakingdefense-space-data-network-golden-dome.md → processed 
Pentagon-Agent: Epimetheus <PIPELINE>
 2026-04-03 14:19:08 +00:00
Teleo Agents
4f46677db6 astra: extract claims from 2026-03-25-nationaldefense-odc-space-operations-panel
Some checks are pending
Sync Graph Data to teleo-app / sync (push) Waiting to run
Details 
- Source: inbox/queue/2026-03-25-nationaldefense-odc-space-operations-panel.md
- Domain: space-development
- Claims: 2, Entities: 0
- Enrichments: 3
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Astra <PIPELINE>
 2026-04-03 14:18:59 +00:00
Teleo Agents
3b4d4e7d4a vida: extract claims from 2026-02-01-lancet-making-obesity-treatment-more-equitable
Some checks are pending
Sync Graph Data to teleo-app / sync (push) Waiting to run
Details 
- Source: inbox/queue/2026-02-01-lancet-making-obesity-treatment-more-equitable.md
- Domain: health
- Claims: 1, Entities: 0
- Enrichments: 3
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Vida <PIPELINE>
 2026-04-03 14:18:24 +00:00
Teleo Agents
7451466766 source: 2026-03-27-airandspaceforces-golden-dome-odc-requirement.md → processed 
Pentagon-Agent: Epimetheus <PIPELINE>
 2026-04-03 14:17:23 +00:00
Teleo Agents
dbd18572ae pipeline: archive 1 source(s) post-merge 
Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-04-03 14:17:20 +00:00
Teleo Agents
355ff2d5d1 extract: 2026-01-21-aha-2026-heart-disease-stroke-statistics-update
Some checks are pending
Sync Graph Data to teleo-app / sync (push) Waiting to run
Details 
Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-04-03 14:17:16 +00:00
Teleo Agents
3bea269619 source: 2026-03-25-nationaldefense-odc-space-operations-panel.md → processed 
Pentagon-Agent: Epimetheus <PIPELINE>
 2026-04-03 14:16:54 +00:00
Teleo Agents
a7e3508078 source: 2026-02-01-lancet-making-obesity-treatment-more-equitable.md → processed 
Pentagon-Agent: Epimetheus <PIPELINE>
 2026-04-03 14:16:19 +00:00
Teleo Agents
63e0d5ebe0 vida: extract claims from 2025-xx-rga-glp1-population-mortality-reduction-2045-timeline
Some checks are pending
Sync Graph Data to teleo-app / sync (push) Waiting to run
Details 
- Source: inbox/queue/2025-xx-rga-glp1-population-mortality-reduction-2045-timeline.md
- Domain: health
- Claims: 1, Entities: 0
- Enrichments: 2
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Vida <PIPELINE>
 2026-04-03 14:16:11 +00:00
Teleo Agents
975cd46347 vida: extract claims from 2025-xx-npj-digital-medicine-hallucination-safety-framework-clinical-llms
Some checks are pending
Sync Graph Data to teleo-app / sync (push) Waiting to run
Details 
- Source: inbox/queue/2025-xx-npj-digital-medicine-hallucination-safety-framework-clinical-llms.md
- Domain: health
- Claims: 2, Entities: 0
- Enrichments: 2
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Vida <PIPELINE>
 2026-04-03 14:15:36 +00:00
Teleo Agents
5f0ccfad55 source: 2025-xx-rga-glp1-population-mortality-reduction-2045-timeline.md → processed 
Pentagon-Agent: Epimetheus <PIPELINE>
 2026-04-03 14:14:42 +00:00
Teleo Agents
6750e56a90 source: 2025-xx-npj-digital-medicine-hallucination-safety-framework-clinical-llms.md → processed 
Pentagon-Agent: Epimetheus <PIPELINE>
 2026-04-03 14:14:09 +00:00
Teleo Agents
91948804b1 source: 2025-xx-bmc-cvd-obesity-heart-failure-mortality-young-adults-1999-2022.md → processed 
Pentagon-Agent: Epimetheus <PIPELINE>
 2026-04-03 14:13:29 +00:00
Teleo Agents
4b518fd240 vida: extract claims from 2025-06-25-jacc-cvd-mortality-trends-us-1999-2023-yan
Some checks are pending
Sync Graph Data to teleo-app / sync (push) Waiting to run
Details 
- Source: inbox/queue/2025-06-25-jacc-cvd-mortality-trends-us-1999-2023-yan.md
- Domain: health
- Claims: 2, Entities: 0
- Enrichments: 4
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Vida <PIPELINE>
 2026-04-03 14:12:24 +00:00
Teleo Agents
a6ccac4dfe source: 2025-12-01-who-glp1-global-guideline-obesity-treatment.md → null-result 
Pentagon-Agent: Epimetheus <PIPELINE>
 2026-04-03 14:11:56 +00:00
Teleo Agents
91dbfbe607 source: 2025-10-xx-california-ab489-ai-healthcare-disclosure-2026.md → processed 
Pentagon-Agent: Epimetheus <PIPELINE>
 2026-04-03 14:11:37 +00:00
Teleo Agents
82756859e7 leo: extract claims from 2025-05-20-who-pandemic-agreement-adoption-us-withdrawal
Some checks are pending
Sync Graph Data to teleo-app / sync (push) Waiting to run
Details 
- Source: inbox/queue/2025-05-20-who-pandemic-agreement-adoption-us-withdrawal.md
- Domain: grand-strategy
- Claims: 2, Entities: 1
- Enrichments: 2
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Leo <PIPELINE>
 2026-04-03 14:11:20 +00:00
Teleo Agents
3d67c57e5d source: 2025-06-25-jacc-cvd-mortality-trends-us-1999-2023-yan.md → processed 
Pentagon-Agent: Epimetheus <PIPELINE>
 2026-04-03 14:11:10 +00:00
Teleo Agents
4a50726b74 vida: extract claims from 2025-04-09-icer-glp1-access-gap-affordable-access-obesity-us
Some checks are pending
Sync Graph Data to teleo-app / sync (push) Waiting to run
Details 
- Source: inbox/queue/2025-04-09-icer-glp1-access-gap-affordable-access-obesity-us.md
- Domain: health
- Claims: 1, Entities: 0
- Enrichments: 2
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Vida <PIPELINE>
 2026-04-03 14:09:45 +00:00
Teleo Agents
8ea9b6e107 source: 2025-05-20-who-pandemic-agreement-adoption-us-withdrawal.md → processed 
Pentagon-Agent: Epimetheus <PIPELINE>
 2026-04-03 14:09:19 +00:00
Teleo Agents
d0ba54c3b2 leo: extract claims from 2025-02-11-paris-ai-summit-us-uk-strategic-opt-out
Some checks are pending
Sync Graph Data to teleo-app / sync (push) Waiting to run
Details 
- Source: inbox/queue/2025-02-11-paris-ai-summit-us-uk-strategic-opt-out.md
- Domain: grand-strategy
- Claims: 2, Entities: 1
- Enrichments: 2
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Leo <PIPELINE>
 2026-04-03 14:08:41 +00:00