tegwick
fecc2fd4fa
Implements markitect/llm/ package with concrete LLMAdapter implementations:
- OpenRouterAdapter: HTTP via urllib with retry/backoff on 429/5xx
- ClaudeCodeAdapter: subprocess-based Claude CLI with stdin piping
- Factory pattern: create_adapter("openrouter") or create_adapter("claude-code")
- API key resolution chain: constructor > env var > project-root key file
- 42 unit tests, 2 integration tests (gated on API key / CLI availability)
Also adds the infospace-with-history example with Wealth of Nations VSM
analysis pipeline, templates, schemas, source chapters, and processed
output for chapters 1-2. process_chapters.py now supports --provider
and --model flags for automatic LLM-driven processing.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
4.3 KiB
Infospace Metrics Report
Report Date: 2026-02-10 Chapters Processed: 1 of 35
Completeness Metrics
VSM Concept Coverage
Coverage: 5 of 12 concepts (41.7%)
| Concept | Covered | Mapping Count |
|---|---|---|
| S1 (Operations) | Yes | 8 |
| S2 (Coordination) | Yes | 3 |
| S3 (Control) | No | 0 |
| S3* (Audit) | No | 0 |
| S4 (Intelligence) | Yes | 2 |
| S5 (Policy) | No | 0 |
| Recursion | Yes | 1 |
| Variety | No | 0 |
| Requisite Variety | No | 0 |
| Attenuation/Amplification | No | 0 |
| Algedonic Signals | No | 0 |
| Viability | Yes | 1 |
| Autonomy | No | 0 |
Uncovered concepts: S3, S3*, S5, Variety, Requisite Variety, Attenuation/Amplification, Algedonic Signals, Autonomy
Assessment: Coverage is concentrated on S1 (Operations), which is expected for the opening chapter focused on production. The remaining concepts require chapters addressing regulation (S3), policy (S5), and information management (S3*, variety engineering).
Chapter Coverage
Coverage: 1 of 35 chapters (2.9%)
| Book | Chapters Available | Chapters Processed |
|---|---|---|
| Introduction | 1 | 0 |
| Book I | 11 | 1 |
| Book II | 6 | 0 |
| Book III | 4 | 0 |
| Book IV | 10 | 0 |
| Book V | 3 | 0 |
Entity Count
Total distinct entities: 13
| Economic Domain | Count |
|---|---|
| Production | 10 |
| Distribution | 1 |
| Exchange | 1 |
| General Theory | 1 |
| Consumption | 0 |
| Accumulation | 0 |
| Regulation | 0 |
Assessment: Entity extraction is heavily skewed toward Production, reflecting the chapter's content. Domains like Accumulation and Regulation will require Book II and Book V chapters respectively.
Mapping Count
Total mappings: 14
Mapping strength distribution:
- Strong: 11 (78.6%)
- Moderate: 3 (21.4%)
- Weak: 0 (0.0%)
Consistency Metrics
Terminology Consistency
Score: 1.0
With only one chapter processed, no cross-chapter terminology conflicts exist. All entity names follow Smith's own terminology and the naming conventions specified in the extraction rules. No synonyms detected.
Flagged issues: None
Cross-reference Integrity
Score: 1.0
All entity references in mapping documents point to entities defined in the entities output. No broken references detected.
Flagged issues: None
Schema Compliance
Compliance: 100%
| Document Type | Total | Compliant | Non-compliant |
|---|---|---|---|
| Entity documents | 13 | 13 | 0 |
| Mapping documents | 14 | 14 | 0 |
| Analysis documents | 1 | 1 | 0 |
All documents contain their required sections as defined by their respective schemas.
Recommendations
Priority Actions
-
Process remaining Book I chapters to build S2 and S3 coverage through price theory (Chapters 5-7) and wage/profit regulation (Chapters 8-10).
-
Process Book IV chapters for S5 (Policy) coverage, as these address political economy systems (mercantilism, free trade).
-
Process Book V chapters for S3 (Control) coverage through sovereign revenue and public administration.
Coverage Gaps to Watch
-
Variety and requisite variety are core VSM concepts that may not map directly to Smith's vocabulary. Consider whether Smith's discussions of market size, competition, and information asymmetry can be mapped to variety management.
-
Algedonic signals may appear in discussions of famine, market crises, or economic distress in later chapters.
-
S3 (Audit)* is the most difficult system to map in classical economics. Watch for discussions of market inspections, trade regulation enforcement, or quality verification.
Quality Notes
-
Current consistency scores (1.0 across all metrics) will be the baseline. As more chapters are processed, terminology conflicts and cross-reference issues are likely to emerge and should be actively managed.
-
The high proportion of Strong mappings (78.6%) is appropriate for Chapter 1 given its focus on operations, which map cleanly to S1. Later chapters covering more abstract economic concepts may yield more Moderate and Weak mappings.