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Use when interpreting experiment outputs, checking whether data supports the claims, and deciding whether to proceed, refine, or pivot.
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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 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.
Use when designing experiment plans, baselines, ablations, compute budgets, and project structure for a research-paper project.
| name | autoacad-analyze |
| description | Use when interpreting experiment outputs, checking whether data supports the claims, and deciding whether to proceed, refine, or pivot. |
Use this stage to convert raw results into decisions.
PROCEED: evidence is sufficient for drafting.REFINE: implementation or data quality needs another pass.PIVOT: the claim set should change.PROGRESS.md with the decision and rationale.Every conclusion must cite the exact result artifact it comes from.