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>

examples/infospace-with-history/output/evaluations/modern_states_inversion.md

@@ -0,0 +1,66 @@
+---
+entity_slug: modern_states_inversion
+evaluator: null
+evaluated_at: '2026-02-23T05:53:45.209141'
+overall_score: 4.2
+scores:
+- name: definition_precision
+  value: 4.0
+  max_value: 5.0
+  rationale: The definition clearly captures a specific phenomenon - the reversal
+    of natural economic development order where foreign commerce and manufacturing
+    preceded agricultural improvement in European states. It avoids circularity and
+    distinguishes this pattern from the "natural" progression Smith describes.
+- name: source_grounding
+  value: 5.0
+  max_value: 5.0
+  rationale: This concept is directly grounded in Smith's analysis in Book III, Chapter
+    1, where he explicitly discusses how European development followed an "unnatural
+    and retrograde" order compared to the natural progression from agriculture to
+    manufacturing to commerce. The entity accurately reflects Smith's own characterization
+    of this historical pattern.
+- name: domain_placement
+  value: 5.0
+  max_value: 5.0
+  rationale: '"General Theory" is the appropriate domain placement as this concept
+    represents a fundamental theoretical insight about economic development patterns
+    rather than a specific mechanism or policy. It operates at the level of broad
+    structural analysis of economic evolution.'
+- 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 describes how societies adapted their development patterns in
+    response to external opportunities and constraints. However, it's more of a historical-structural
+    observation than an active system component.
+- name: explanatory_value
+  value: 4.0
+  max_value: 5.0
+  rationale: The entity provides significant explanatory value by identifying a key
+    structural pattern that helps explain European economic development and distinguishes
+    it from Smith's theoretical ideal. It illuminates how historical circumstances
+    can override "natural" economic tendencies, adding depth to understanding development
+    processes.
+---
+
+# Evaluation: Modern States Inversion
+
+## definition_precision — 4.0 / 5.0
+
+The definition clearly captures a specific phenomenon - the reversal of natural economic development order where foreign commerce and manufacturing preceded agricultural improvement in European states. It avoids circularity and distinguishes this pattern from the "natural" progression Smith describes.
+
+## source_grounding — 5.0 / 5.0
+
+This concept is directly grounded in Smith's analysis in Book III, Chapter 1, where he explicitly discusses how European development followed an "unnatural and retrograde" order compared to the natural progression from agriculture to manufacturing to commerce. The entity accurately reflects Smith's own characterization of this historical pattern.
+
+## domain_placement — 5.0 / 5.0
+
+"General Theory" is the appropriate domain placement as this concept represents a fundamental theoretical insight about economic development patterns rather than a specific mechanism or policy. It operates at the level of broad structural analysis of economic evolution.
+
+## vsm_relevance — 3.0 / 5.0
+
+This entity has moderate VSM relevance, potentially mapping to S4 (intelligence/environmental adaptation) as it describes how societies adapted their development patterns in response to external opportunities and constraints. However, it's more of a historical-structural observation than an active system component.
+
+## explanatory_value — 4.0 / 5.0
+
+The entity provides significant explanatory value by identifying a key structural pattern that helps explain European economic development and distinguishes it from Smith's theoretical ideal. It illuminates how historical circumstances can override "natural" economic tendencies, adding depth to understanding development processes.