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>
1.1 KiB
1.1 KiB
entity_slug, entity_type, vsm_system, type_rationale, vsm_rationale, classified_at
| entity_slug | entity_type | vsm_system | type_rationale | vsm_rationale | classified_at |
|---|---|---|---|---|---|
| mutual_gain_reciprocity | Principle | S4 | Mutual Gain Reciprocity is an abstract economic law that holds across contexts, demonstrating how commercial exchange creates net gains for all participants rather than zero-sum outcomes. | This principle operates as intelligence about how economic systems adapt and function, providing insight into the environmental dynamics that allow specialization and trade to create mutual benefits rather than competitive losses. | 2026-02-23T11:17:13.323789 |
Classification: Mutual Gain Reciprocity
Entity Type
Principle
VSM System
S4
Type Rationale
Mutual Gain Reciprocity is an abstract economic law that holds across contexts, demonstrating how commercial exchange creates net gains for all participants rather than zero-sum outcomes.
VSM Rationale
This principle operates as intelligence about how economic systems adapt and function, providing insight into the environmental dynamics that allow specialization and trade to create mutual benefits rather than competitive losses.