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: bank_operational_efficiency
entity_type: Process
vsm_system: S3
type_rationale: Bank operational efficiency is an ongoing activity of managing operations
to maximize contribution while minimizing costs and risks, representing a flow of
managerial activities rather than a static entity.
vsm_rationale: This process operates within S3 as it involves the management and operational
control of banking resources, including note issuance, lending decisions, and reserve
management that allocate financial capital throughout the economy.
classified_at: '2026-02-23T10:47:05.176171'
---
# Classification: Bank Operational Efficiency
## Entity Type
Process
## VSM System
S3
## Type Rationale
Bank operational efficiency is an ongoing activity of managing operations to maximize contribution while minimizing costs and risks, representing a flow of managerial activities rather than a static entity.
## VSM Rationale
This process operates within S3 as it involves the management and operational control of banking resources, including note issuance, lending decisions, and reserve management that allocate financial capital throughout the economy.