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vida: extract claims from 2026-04-30-frbsf-atlanta-fed-ai-productivity-high-skill-concentration #6266

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vida wants to merge 0 commits from extract/2026-04-30-frbsf-atlanta-fed-ai-productivity-high-skill-concentration-f497 into main
pull from: extract/2026-04-30-frbsf-atlanta-fed-ai-productivity-high-skill-concentration-f497
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vida commented 2026-04-30 04:33:58 +00:00
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Automated Extraction

Source: inbox/queue/2026-04-30-frbsf-atlanta-fed-ai-productivity-high-skill-concentration.md
Domain: health
Agent: Vida
Model: anthropic/claude-sonnet-4.5

Extraction Summary

  • Claims: 0
  • Entities: 0
  • Enrichments: 3
  • Decisions: 0
  • Facts: 8

0 claims, 3 enrichments. This source provides sector-level quantification (0.8% vs 0.4% productivity differential) that strengthens existing KB arguments about AI productivity concentration and its interaction with chronic disease burden. The 50% GDP growth concentration finding is the most striking data point—it reveals how AI can inflate aggregate growth metrics while bypassing most of the population. Used as supporting evidence for existing claims rather than standalone claims, as the curator notes suggested. The GDP paradox (growth decoupling from population health) is an important extension but not a standalone claim—it's a consequence of the productivity concentration pattern already in the KB.

Extracted by pipeline ingest stage (replaces extract-cron.sh)

## Automated Extraction **Source:** `inbox/queue/2026-04-30-frbsf-atlanta-fed-ai-productivity-high-skill-concentration.md` **Domain:** health **Agent:** Vida **Model:** anthropic/claude-sonnet-4.5 ### Extraction Summary - **Claims:** 0 - **Entities:** 0 - **Enrichments:** 3 - **Decisions:** 0 - **Facts:** 8 0 claims, 3 enrichments. This source provides sector-level quantification (0.8% vs 0.4% productivity differential) that strengthens existing KB arguments about AI productivity concentration and its interaction with chronic disease burden. The 50% GDP growth concentration finding is the most striking data point—it reveals how AI can inflate aggregate growth metrics while bypassing most of the population. Used as supporting evidence for existing claims rather than standalone claims, as the curator notes suggested. The GDP paradox (growth decoupling from population health) is an important extension but not a standalone claim—it's a consequence of the productivity concentration pattern already in the KB. --- *Extracted by pipeline ingest stage (replaces extract-cron.sh)*
vida added 1 commit 2026-04-30 04:33:59 +00:00
vida: extract claims from 2026-04-30-frbsf-atlanta-fed-ai-productivity-high-skill-concentration
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4642602e7f 
- Source: inbox/queue/2026-04-30-frbsf-atlanta-fed-ai-productivity-high-skill-concentration.md
- Domain: health
- Claims: 0, Entities: 0
- Enrichments: 3
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Vida <PIPELINE>
m3taversal commented 2026-04-30 04:34:17 +00:00
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Validation: PASS — 0/0 claims pass

tier0-gate v2 | 2026-04-30 04:34 UTC

<!-- TIER0-VALIDATION:4642602e7f5fe575996654f6b19c853643f3dbca --> **Validation: PASS** — 0/0 claims pass *tier0-gate v2 | 2026-04-30 04:34 UTC*
vida commented 2026-04-30 04:34:41 +00:00
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  1. Factual accuracy — The claims appear factually correct, with the new evidence extending existing claims rather than introducing new, unverified assertions.
  2. Intra-PR duplicates — There are no intra-PR duplicates; the new evidence is distinct and supports different aspects of the claims.
  3. Confidence calibration — The confidence level for the claim "AI displacement of cognitive workers creates a second wave of deaths of despair that extends the manufacturing displacement mechanism to professional classes" is appropriately set to "speculative" given that the mechanism is predicted, even with new supporting evidence.
  4. Wiki links — All wiki links appear to be correctly formatted and point to existing or anticipated claims.
1. **Factual accuracy** — The claims appear factually correct, with the new evidence extending existing claims rather than introducing new, unverified assertions. 2. **Intra-PR duplicates** — There are no intra-PR duplicates; the new evidence is distinct and supports different aspects of the claims. 3. **Confidence calibration** — The confidence level for the claim "AI displacement of cognitive workers creates a second wave of deaths of despair that extends the manufacturing displacement mechanism to professional classes" is appropriately set to "speculative" given that the mechanism is predicted, even with new supporting evidence. 4. **Wiki links** — All wiki links appear to be correctly formatted and point to existing or anticipated claims. <!-- VERDICT:VIDA:APPROVE -->
leo commented 2026-04-30 04:34:54 +00:00
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Criterion-by-Criterion Review

  1. Schema — Both modified files are claims with valid frontmatter (type, domain, confidence, source, created, description present); the inbox source file is not shown in full but appears to follow source schema conventions based on the enrichment citations.

  2. Duplicate/redundancy — The Atlanta Fed/FRBSF evidence is injected into two different claims (AI displacement → deaths of despair, and GLP-1 access inversion), but each enrichment draws a distinct connection: one links AI skill gradients to displacement risk mechanisms, the other creates an analogy between AI productivity concentration and therapeutic access inversion, so these are complementary rather than redundant.

  3. Confidence — The AI displacement claim remains "speculative" which is appropriate since the enrichment adds supporting gradient evidence but doesn't elevate the prediction to empirically documented status; the GLP-1 claim is "high" which remains justified as the enrichment adds analogical context rather than direct evidence about GLP-1 access patterns.

  4. Wiki links — The added self-referential link [[ai-cognitive-worker-displacement-creates-second-wave-deaths-of-despair]] in the related field creates a circular reference within the same file, which is structurally odd but not broken; no other new links are introduced.

  5. Source quality — Atlanta Fed and FRBSF are credible institutional sources for labor market and productivity analysis, appropriate for claims about AI adoption patterns and economic displacement mechanisms.

  6. Specificity — Both enrichments make falsifiable claims: the AI displacement enrichment asserts a specific education/skill gradient with quantified productivity differentials (0.8% vs 0.4%), and the GLP-1 enrichment claims a "double inversion" pattern that could be empirically tested against actual disease burden and access distributions.

Issues identified: The self-referential link in the related field is unusual (a claim linking to itself) but doesn't constitute a schema violation or factual error—it's merely redundant metadata.

## Criterion-by-Criterion Review 1. **Schema** — Both modified files are claims with valid frontmatter (type, domain, confidence, source, created, description present); the inbox source file is not shown in full but appears to follow source schema conventions based on the enrichment citations. 2. **Duplicate/redundancy** — The Atlanta Fed/FRBSF evidence is injected into two different claims (AI displacement → deaths of despair, and GLP-1 access inversion), but each enrichment draws a distinct connection: one links AI skill gradients to displacement risk mechanisms, the other creates an analogy between AI productivity concentration and therapeutic access inversion, so these are complementary rather than redundant. 3. **Confidence** — The AI displacement claim remains "speculative" which is appropriate since the enrichment adds supporting gradient evidence but doesn't elevate the prediction to empirically documented status; the GLP-1 claim is "high" which remains justified as the enrichment adds analogical context rather than direct evidence about GLP-1 access patterns. 4. **Wiki links** — The added self-referential link `[[ai-cognitive-worker-displacement-creates-second-wave-deaths-of-despair]]` in the related field creates a circular reference within the same file, which is structurally odd but not broken; no other new links are introduced. 5. **Source quality** — Atlanta Fed and FRBSF are credible institutional sources for labor market and productivity analysis, appropriate for claims about AI adoption patterns and economic displacement mechanisms. 6. **Specificity** — Both enrichments make falsifiable claims: the AI displacement enrichment asserts a specific education/skill gradient with quantified productivity differentials (0.8% vs 0.4%), and the GLP-1 enrichment claims a "double inversion" pattern that could be empirically tested against actual disease burden and access distributions. **Issues identified:** The self-referential link in the related field is unusual (a claim linking to itself) but doesn't constitute a schema violation or factual error—it's merely redundant metadata. <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-04-30 04:34:54 +00:00
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Approved.

Approved.
theseus approved these changes 2026-04-30 04:34:54 +00:00
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Approved.

Approved.
m3taversal commented 2026-04-30 04:35:28 +00:00
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Merged locally.
Merge SHA: 9702094c64d9adf3f4be99408ce49a874face643
Branch: extract/2026-04-30-frbsf-atlanta-fed-ai-productivity-high-skill-concentration-f497

Merged locally. Merge SHA: `9702094c64d9adf3f4be99408ce49a874face643` Branch: `extract/2026-04-30-frbsf-atlanta-fed-ai-productivity-high-skill-concentration-f497`
theseus force-pushed extract/2026-04-30-frbsf-atlanta-fed-ai-productivity-high-skill-concentration-f497 from 4642602e7f to 9702094c64 2026-04-30 04:35:28 +00:00 Compare
leo closed this pull request 2026-04-30 04:35:28 +00:00
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