feat(example): add L2 classifications for 823/988 WoN entities (S3.4)
Batch classification via OpenRouter (claude-sonnet-4). 165 entities
remain unclassified due to credit exhaustion; incremental skip means
a follow-up run will complete them automatically.
Type × VSM matrix (823 entities):
S1 S2 S3 S3* S4 S5
Element 86 75 58 21 43 32 (315 total, 38%)
Process 39 42 37 17 67 24 (226 total, 28%)
Institution 4 12 30 24 . 52 (122 total, 15%)
Principle 3 7 15 2 43 32 (102 total, 12%)
Relation 2 14 5 5 22 10 (58 total, 7%)
Matrix fill: 29/30 cells (Institution/S4 empty — expected)
Metrics updated: type_entropy=2.0936, vsm_type_matrix_cells=29
Also:
- BatchEvaluator gains delay_seconds param for rate-limited providers
- classify CLI gains --rpm option (--rpm 10 for Gemini free tier)
- history.write_metrics_file now handles non-float metric values
(type_distribution is a dict, was crashing round())
- run_entity_classification forwards delay_seconds to BatchEvaluator
- classify-links and graph commands added by user (entities --by-type,
graph --format mermaid/dot, classify-links for Relation enrichment)
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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---
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entity_slug: natural_balance_of_employments
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entity_type: Principle
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vsm_system: S4
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type_rationale: Natural Balance of Employments represents an abstract economic law
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describing how equilibrium spontaneously emerges across different sectors based
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on market forces, making it a theoretical principle that holds across various economic
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contexts.
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vsm_rationale: This principle operates as part of the intelligence system that enables
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the economy to adapt and self-organize by scanning environmental conditions (profitability,
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resource requirements, market demands) to guide optimal resource allocation without
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central direction.
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classified_at: '2026-02-23T11:17:47.905224'
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---
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# Classification: Natural Balance Of Employments
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## Entity Type
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Principle
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## VSM System
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S4
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## Type Rationale
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Natural Balance of Employments represents an abstract economic law describing how equilibrium spontaneously emerges across different sectors based on market forces, making it a theoretical principle that holds across various economic contexts.
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## VSM Rationale
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This principle operates as part of the intelligence system that enables the economy to adapt and self-organize by scanning environmental conditions (profitability, resource requirements, market demands) to guide optimal resource allocation without central direction.
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