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>
This commit is contained in:
2026-02-23 12:49:11 +01:00
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---
entity_slug: natural_order_inversion
entity_type: Principle
vsm_system: S4
type_rationale: '"Natural Order Inversion" appears to describe an abstract theoretical
concept about the reversal or disruption of expected economic arrangements, making
it a principle that would hold across different contexts.'
vsm_rationale: As a concept dealing with the inversion of natural order, this principle
would primarily function in the intelligence system that analyzes how economic environments
adapt and respond to disruptions of expected patterns.
classified_at: '2026-02-23T11:18:38.601248'
---
# Classification: Natural Order Inversion
## Entity Type
Principle
## VSM System
S4
## Type Rationale
"Natural Order Inversion" appears to describe an abstract theoretical concept about the reversal or disruption of expected economic arrangements, making it a principle that would hold across different contexts.
## VSM Rationale
As a concept dealing with the inversion of natural order, this principle would primarily function in the intelligence system that analyzes how economic environments adapt and respond to disruptions of expected patterns.