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: capital_security_preference
evaluator: null
evaluated_at: '2026-02-23T04:41:20.620541'
overall_score: 4.6
scores:
- name: definition_precision
value: 4.0
max_value: 5.0
rationale: The definition clearly articulates a specific behavioral tendency of
capital owners with concrete examples (land > manufacturing > foreign trade) and
identifies the underlying mechanisms (security, control, oversight). It avoids
circularity and captures a distinct economic phenomenon rather than a vague concept.
- name: source_grounding
value: 5.0
max_value: 5.0
rationale: This concept is directly grounded in Book III, Chapter 1 of The Wealth
of Nations, where Smith explicitly discusses the natural order of capital employment
and the security preferences that drive investors toward land improvement first.
The entity accurately reflects Smith's actual argument about risk preferences
in capital allocation.
- name: domain_placement
value: 5.0
max_value: 5.0
rationale: The "Accumulation" domain is perfectly appropriate since this concept
deals with how capital is allocated and accumulated across different sectors.
It directly relates to capital formation and investment decisions, which are core
accumulation processes.
- name: vsm_relevance
value: 4.0
max_value: 5.0
rationale: This entity maps well to S4 (intelligence/environmental adaptation) as
it represents how capital owners gather and process information about risk and
security to make investment decisions. It also has relevance to S1 (primary operations)
in terms of actual capital deployment patterns.
- name: explanatory_value
value: 5.0
max_value: 5.0
rationale: This concept provides significant explanatory power by illuminating the
mechanism behind Smith's natural order of economic development - it's not just
descriptive but explains why capital flows in particular patterns. It reveals
the structural relationship between risk perception, control, and investment behavior
that drives broader economic development patterns.
---
# Evaluation: Capital Security Preference
## definition_precision — 4.0 / 5.0
The definition clearly articulates a specific behavioral tendency of capital owners with concrete examples (land > manufacturing > foreign trade) and identifies the underlying mechanisms (security, control, oversight). It avoids circularity and captures a distinct economic phenomenon rather than a vague concept.
## source_grounding — 5.0 / 5.0
This concept is directly grounded in Book III, Chapter 1 of The Wealth of Nations, where Smith explicitly discusses the natural order of capital employment and the security preferences that drive investors toward land improvement first. The entity accurately reflects Smith's actual argument about risk preferences in capital allocation.
## domain_placement — 5.0 / 5.0
The "Accumulation" domain is perfectly appropriate since this concept deals with how capital is allocated and accumulated across different sectors. It directly relates to capital formation and investment decisions, which are core accumulation processes.
## vsm_relevance — 4.0 / 5.0
This entity maps well to S4 (intelligence/environmental adaptation) as it represents how capital owners gather and process information about risk and security to make investment decisions. It also has relevance to S1 (primary operations) in terms of actual capital deployment patterns.
## explanatory_value — 5.0 / 5.0
This concept provides significant explanatory power by illuminating the mechanism behind Smith's natural order of economic development - it's not just descriptive but explains why capital flows in particular patterns. It reveals the structural relationship between risk perception, control, and investment behavior that drives broader economic development patterns.