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: equal_profit_employment_choice
evaluator: null
evaluated_at: '2026-02-23T05:23:51.894009'
overall_score: 4.2
scores:
- name: definition_precision
value: 4.0
max_value: 5.0
rationale: The definition is quite precise, clearly specifying the conditions (equal
profits) and the specific preference (land improvement over manufacturing/trade)
along with the underlying reasons (security, visibility, control). It captures
a distinct behavioral pattern rather than a vague concept.
- name: source_grounding
value: 5.0
max_value: 5.0
rationale: This entity is well-grounded in Smith's actual argument from Book III,
Chapter 1, where he explicitly discusses the natural preference for agricultural
investment when returns are equal, as part of his analysis of the natural progress
of opulence. The concept directly reflects Smith's text rather than imposing external
interpretations.
- name: domain_placement
value: 5.0
max_value: 5.0
rationale: The placement in "Accumulation" domain is correct, as this concept deals
directly with capital allocation decisions and investment choices. It fits naturally
within Smith's broader discussion of how capital accumulates and gets deployed
across different sectors of the economy.
- name: vsm_relevance
value: 3.0
max_value: 5.0
rationale: This entity has moderate VSM relevance, potentially mapping to S4 (intelligence/environmental
adaptation) as it involves decision-making about resource allocation based on
environmental factors like security and risk assessment. However, it's somewhat
abstract and doesn't clearly align with operational VSM functions.
- name: explanatory_value
value: 4.0
max_value: 5.0
rationale: "The entity provides genuine explanatory value by illuminating the mechanism\
\ behind capital allocation decisions when financial returns are equivalent\u2014\
showing how non-financial factors like security and control influence economic\
\ behavior. It helps explain Smith's theory of natural economic development patterns."
---
# Evaluation: Equal Profit Employment Choice
## definition_precision — 4.0 / 5.0
The definition is quite precise, clearly specifying the conditions (equal profits) and the specific preference (land improvement over manufacturing/trade) along with the underlying reasons (security, visibility, control). It captures a distinct behavioral pattern rather than a vague concept.
## source_grounding — 5.0 / 5.0
This entity is well-grounded in Smith's actual argument from Book III, Chapter 1, where he explicitly discusses the natural preference for agricultural investment when returns are equal, as part of his analysis of the natural progress of opulence. The concept directly reflects Smith's text rather than imposing external interpretations.
## domain_placement — 5.0 / 5.0
The placement in "Accumulation" domain is correct, as this concept deals directly with capital allocation decisions and investment choices. It fits naturally within Smith's broader discussion of how capital accumulates and gets deployed across different sectors of the economy.
## vsm_relevance — 3.0 / 5.0
This entity has moderate VSM relevance, potentially mapping to S4 (intelligence/environmental adaptation) as it involves decision-making about resource allocation based on environmental factors like security and risk assessment. However, it's somewhat abstract and doesn't clearly align with operational VSM functions.
## explanatory_value — 4.0 / 5.0
The entity provides genuine explanatory value by illuminating the mechanism behind capital allocation decisions when financial returns are equivalent—showing how non-financial factors like security and control influence economic behavior. It helps explain Smith's theory of natural economic development patterns.