feat(example): add per-entity LLM evaluations for 985 WoN entities (S3.3)
Batch evaluation of all 988 entities via OpenRouter. 984 succeeded on first pass; 3 failed (network errors). eval-summary --update-metrics written with per_entity_mean=3.9556. Viability dashboard: 6/6 PASS redundancy_ratio 0.0061 (max 0.10) coverage_ratio 0.6190 (min 0.40) coherence_comps 0.0000 (max 3) consistency_cycles 0.0000 (max 0) granularity_entropy 2.6748 (min 1.0) per_entity_mean 3.9556 (min 3.5) Dimension breakdown (mean across 985 entities): definition_precision 3.62 source_grounding 4.36 domain_placement 4.56 vsm_relevance 3.31 explanatory_value 3.94 Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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entity_slug: sea_coast_development
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evaluator: null
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evaluated_at: '2026-02-23T06:20:08.640950'
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overall_score: 4.2
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scores:
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- name: definition_precision
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value: 4.0
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max_value: 5.0
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rationale: The definition clearly identifies a specific developmental pattern where
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coastal regions develop economically before inland areas due to water transport
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advantages. It avoids circularity and captures a distinct geographic-economic
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phenomenon rather than a vague concept.
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- name: source_grounding
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value: 5.0
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max_value: 5.0
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rationale: This entity is directly grounded in Smith's explicit argument in Book
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I, Chapter 3, where he discusses how improvements in arts and industry begin where
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water-carriage opens markets. The examples of North American colonies and Mediterranean
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civilizations are specifically mentioned by Smith.
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- name: domain_placement
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value: 4.0
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max_value: 5.0
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rationale: The "Production" domain is appropriate since this concept relates to
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how productive activities and industrial development emerge geographically. However,
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it could arguably also fit in a "Trade" or "Geography" domain given its emphasis
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on market access and spatial development patterns.
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- name: vsm_relevance
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value: 3.0
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max_value: 5.0
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rationale: This entity has moderate VSM relevance, potentially mapping to S4 (intelligence/environmental
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adaptation) as it describes how economic systems adapt to environmental advantages
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like coastal access. However, it's more of a developmental pattern than a functional
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system component.
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- name: explanatory_value
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value: 5.0
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max_value: 5.0
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rationale: This entity provides strong explanatory power by illuminating the mechanism
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behind geographic patterns of economic development - specifically how transportation
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costs and market access drive the spatial sequence of industrialization. It explains
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why certain regions develop first rather than merely describing that they do.
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---
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# Evaluation: Sea Coast Development
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## definition_precision — 4.0 / 5.0
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The definition clearly identifies a specific developmental pattern where coastal regions develop economically before inland areas due to water transport advantages. It avoids circularity and captures a distinct geographic-economic phenomenon rather than a vague concept.
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## source_grounding — 5.0 / 5.0
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This entity is directly grounded in Smith's explicit argument in Book I, Chapter 3, where he discusses how improvements in arts and industry begin where water-carriage opens markets. The examples of North American colonies and Mediterranean civilizations are specifically mentioned by Smith.
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## domain_placement — 4.0 / 5.0
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The "Production" domain is appropriate since this concept relates to how productive activities and industrial development emerge geographically. However, it could arguably also fit in a "Trade" or "Geography" domain given its emphasis on market access and spatial development patterns.
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## vsm_relevance — 3.0 / 5.0
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This entity has moderate VSM relevance, potentially mapping to S4 (intelligence/environmental adaptation) as it describes how economic systems adapt to environmental advantages like coastal access. However, it's more of a developmental pattern than a functional system component.
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## explanatory_value — 5.0 / 5.0
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This entity provides strong explanatory power by illuminating the mechanism behind geographic patterns of economic development - specifically how transportation costs and market access drive the spatial sequence of industrialization. It explains why certain regions develop first rather than merely describing that they do.
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