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Get Started Free →Fonds, rules, and tools integration exemplar — read resource pools, apply governance rules, validate tool manifests, and run combined integration.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-06 | ✗→✓ | ▲ Improved | -17% | 0% |
| case-01 | ✗→✓ | ▲ Improved | -33% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 70% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 13% | 0% |
| case-04 | ✗→✓ | ▲ Improved | 91% | 0% |
Project-scoped skill for the in-repo exemplar at projects/templates/template_pools_rules_tools/. Load this when wiring or validating the three-resource architecture (fonds, rules, tools).
fonds/templates/,rules/templates/, and tools/templates/ without writing back to those trees.
None/empty + logged warnings).check_bibliography_overlap()) orproving a tool's entrypoint actually executes (not just that the file exists).
bash# From the repository root uv run pytest projects/templates/template_pools_rules_tools/tests/ \ --cov=projects/templates/template_pools_rules_tools/src --cov-fail-under=90 uv run python projects/templates/template_pools_rules_tools/scripts/01_validate_sources.py uv run python projects/templates/template_pools_rules_tools/scripts/02_run_integration.py uv run python projects/templates/template_pools_rules_tools/scripts/03_generate_manuscript.py uv run python projects/templates/template_pools_rules_tools/scripts/04_validate_strong_rules.py uv run python projects/templates/template_pools_rules_tools/scripts/05_generate_figures.py uv run python projects/templates/template_pools_rules_tools/scripts/z_generate_manuscript_variables.py uv run python scripts/pipeline/stage_02_analysis.py --project templates/template_pools_rules_tools uv run python scripts/pipeline/stage_03_render.py --project templates/template_pools_rules_tools uv run python scripts/runner/execute_pipeline.py --project templates/template_pools_rules_tools --core-only
fonds/, rules/, or tools/ from project src/.src/. Scripts orchestrate; readers stay standalone-friendly.pytest.mark.skipif when files are absent.output/ via pipeline stages; do not hand-edit copied deliverables.src/* resolves the monorepo root four levels above each module file.manuscript/preamble.md needs a closed fence. An unfenced file silently drops every multi-line directive (geometry, hypersetup, tcolorbox) via a whitelist fallback — only single-line \usepackage{}/\newcommand{} survive. Always verify with extract_preamble() after editing.{{UPPERCASE_KEY}}, never lowercase-dotted. infrastructure/rendering/manuscript_injection.py's regex only matches uppercase; a {{integration.foo}}-style token silently never resolves. The pipeline also requires scripts/z_generate_manuscript_variables.py to exist by that exact name — run_manuscript_variable_script() no-ops if it's absent.src/figures.py::INTEGRATION_FIGURE_SPECS is the figure-provenance source. It does not auto-insert images — every figure still needs a real {#fig:label} block in the manuscript body, or its @fig: cross-reference renders as a literal ??.05_generate_figures.py binds the eight real manuscript labels to the PNGs produced in that run and writes output/figures/figure_registry.json; a missing referenced PNG aborts publication instead of yielding a partial registry.
noteBox/warningBox) break Beamer slide generation even though they render fine in the combined PDF — pandoc's per-section slide splitting can separate \begin/\end across frame boundaries. Prefer plain Markdown emphasis for callouts.run.sh/validate.sh subprocess tests are real but environment-guarded. timeout/gtimeout are absent on stock macOS — the code-executor tests skip there by design; don't "fix" a SKIPPED result by removing the skipif guard.AGENTS.mdREADME.mdTODO.mdfonds/AGENTS.mdrules/AGENTS.mdtools/AGENTS.mdOther measured skills in the registry, with their headline benchmark lift.