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Use when implementing and running paper experiments that need pilot timing, numerical safety, iterative repair, and reproducible outputs.
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Based on SOC occupation classification
Use when running an end-to-end academic paper project or upgrading a research idea into a submission-grade workflow with literature review, experiments, writing, review, and export.
Use when starting a paper project and needing to inventory local code, docs, datasets, constraints, and source materials before literature review or experiment planning.
Use when interpreting experiment outputs, checking whether data supports the claims, and deciding whether to proceed, refine, or pivot.
Use when outlining, drafting, or revising a conference paper with explicit evidence links, section word budgets, and figure planning.
Use when preparing the final paper package, checking citations and archives, and exporting a submission-ready LaTeX or markdown deliverable.
Use when turning literature synthesis into testable hypotheses, research questions, contribution framing, or pivot decisions for a paper.
| name | autoacad-run |
| description | Use when implementing and running paper experiments that need pilot timing, numerical safety, iterative repair, and reproducible outputs. |
Use this stage to execute experiments under strict anti-fabrication rules.
results/.code/.results/.