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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entity_slug, entity_type, vsm_system, type_rationale, vsm_rationale, classified_at
| entity_slug | entity_type | vsm_system | type_rationale | vsm_rationale | classified_at |
|---|---|---|---|---|---|
| agricultural_improvement | Process | S1 | Agricultural improvement is fundamentally an activity or transformation that happens over time to enhance farming practices and land productivity, rather than something that exists as a static entity. | Agricultural improvement represents a primary productive activity that directly enhances the fundamental operations of farming and land cultivation within the economic system. | 2026-02-23T10:40:43.248434 |
Classification: Agricultural Improvement
Entity Type
Process
VSM System
S1
Type Rationale
Agricultural improvement is fundamentally an activity or transformation that happens over time to enhance farming practices and land productivity, rather than something that exists as a static entity.
VSM Rationale
Agricultural improvement represents a primary productive activity that directly enhances the fundamental operations of farming and land cultivation within the economic system.