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Get Started Free →Methods orchestration contract builder for template projects. Use when mapping pipeline stages, manuscript methods, artifact manifests, evidence registries, figures, claim ledgers, experiment plans, and validation commands into one reproducible methods plan.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-11 | ✗→✓ | ▲ Improved | -82% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 266% | 0% |
| case-03 | ✗→✓ | ▲ Improved | -46% | 0% |
| case-04 | ✗→✓ | ▲ Improved | -81% | 0% |
| case-06 | ✗→✓ | ▲ Improved | -64% | 0% |
Use this package when adding or auditing repo-wide research-methods wiring.
pythonfrom infrastructure.methods import ( audit_methods_projects, audit_public_methods, build_methods_orchestration_plan, render_methods_orchestration_markdown, validate_methods_orchestration_plan, )
bashuv run python -m infrastructure.methods plan --project templates/template_code_project --format markdown uv run python -m infrastructure.methods plan --all-public --artifact-mode source --format json uv run python -m infrastructure.methods plan --all-public --artifact-mode rendered --format json
only when their source files exist; missing optional surfaces are rendered as null/not present, not as fabricated evidence.
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