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: economic_system_learning_process
entity_type: Process
vsm_system: S4
type_rationale: The entity describes ongoing activities of acquiring knowledge and
understanding about economic arrangements, which represents a flow of learning and
development rather than a static element or structural relationship.
vsm_rationale: This learning process involves scanning the environment, gathering
intelligence about different economic systems, and adapting understanding based
on experience and observation, which aligns with S4's function of intelligence gathering
and environmental adaptation.
classified_at: '2026-02-23T11:02:37.928017'
---
# Classification: Economic System Learning Process
## Entity Type
Process
## VSM System
S4
## Type Rationale
The entity describes ongoing activities of acquiring knowledge and understanding about economic arrangements, which represents a flow of learning and development rather than a static element or structural relationship.
## VSM Rationale
This learning process involves scanning the environment, gathering intelligence about different economic systems, and adapting understanding based on experience and observation, which aligns with S4's function of intelligence gathering and environmental adaptation.