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: security_preference_capital
evaluator: null
evaluated_at: '2026-02-23T06:20:24.504228'
overall_score: 1.0
scores:
- name: definition_precision
value: 1.0
max_value: 5.0
rationale: There is no definition provided at all, making it impossible to assess
precision or conceptual distinctness. The term "Security Preference Capital" appears
to be a compound phrase without clear meaning or boundaries.
- name: source_grounding
value: 1.0
max_value: 5.0
rationale: With no definition, context, or source chapter specified, there is no
evidence this entity is grounded in Smith's actual text. The terminology does
not align with Smith's 18th-century economic vocabulary or conceptual framework.
- name: domain_placement
value: 1.0
max_value: 5.0
rationale: The domain is listed as "unspecified," and without a definition, it's
impossible to determine what economic or thematic category this entity should
occupy. The entity appears to be floating without conceptual anchoring.
- name: vsm_relevance
value: 1.0
max_value: 5.0
rationale: Without any definition or context, this entity cannot be meaningfully
mapped to any VSM system (S1-S5). It's unclear whether it represents an operational
process, coordination mechanism, regulatory function, or strategic element.
- name: explanatory_value
value: 1.0
max_value: 5.0
rationale: An undefined entity with no context provides zero explanatory power about
economic mechanisms or structural relations. It neither illuminates Smith's concepts
nor adds analytical value to understanding "The Wealth of Nations."
---
# Evaluation: Security Preference Capital
## definition_precision — 1.0 / 5.0
There is no definition provided at all, making it impossible to assess precision or conceptual distinctness. The term "Security Preference Capital" appears to be a compound phrase without clear meaning or boundaries.
## source_grounding — 1.0 / 5.0
With no definition, context, or source chapter specified, there is no evidence this entity is grounded in Smith's actual text. The terminology does not align with Smith's 18th-century economic vocabulary or conceptual framework.
## domain_placement — 1.0 / 5.0
The domain is listed as "unspecified," and without a definition, it's impossible to determine what economic or thematic category this entity should occupy. The entity appears to be floating without conceptual anchoring.
## vsm_relevance — 1.0 / 5.0
Without any definition or context, this entity cannot be meaningfully mapped to any VSM system (S1-S5). It's unclear whether it represents an operational process, coordination mechanism, regulatory function, or strategic element.
## explanatory_value — 1.0 / 5.0
An undefined entity with no context provides zero explanatory power about economic mechanisms or structural relations. It neither illuminates Smith's concepts nor adds analytical value to understanding "The Wealth of Nations."