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 |
|---|---|---|---|---|---|
| economic_system_benchmark | Element | S4 | Economic System Benchmark represents a persistent analytical tool or standard that exists as a reference point for evaluation, rather than being a process, relationship, or abstract principle. | These benchmarks serve the intelligence function by providing the analytical framework needed to scan, assess, and compare different economic arrangements and their performance against political economy's objectives. | 2026-02-23T11:00:38.591674 |
Classification: Economic System Benchmark
Entity Type
Element
VSM System
S4
Type Rationale
Economic System Benchmark represents a persistent analytical tool or standard that exists as a reference point for evaluation, rather than being a process, relationship, or abstract principle.
VSM Rationale
These benchmarks serve the intelligence function by providing the analytical framework needed to scan, assess, and compare different economic arrangements and their performance against political economy's objectives.