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pedagogy-review
// Run holistic pedagogical review on lecture slides. Checks narrative arc, PhD student prerequisites, worked examples, notation clarity, and deck pacing.
// Run holistic pedagogical review on lecture slides. Checks narrative arc, PhD student prerequisites, worked examples, notation clarity, and deck pacing.
Convert a PDF (or any document) to clean markdown so Claude can read it efficiently. Tries Microsoft MarkItDown first; falls back to OpenDataLoader-PDF for complex layouts (multi-column papers, dense tables, math). Use when user says "convert this PDF", "make this document readable", "turn paper.pdf into markdown", "preprocess this document", or before reading any PDF for analysis.
Enforce the replication-protocol.md rule by cross-checking numeric claims in a manuscript against the actual R / Stata / Python outputs. Report PASS/FAIL per claim against tolerance thresholds. Use before submission and before releasing a replication package.
Adversarial QA workflow comparing Quarto HTML against Beamer PDF benchmark. Iterates between critic (finds issues) and fixer (applies fixes) until APPROVED or max iterations reached.
Comprehensive slide excellence review combining visual audit, pedagogical review, and proofreading. Produces three reports and a combined summary.
Perform adversarial visual audit of Quarto or Beamer slides checking for overflow, font consistency, box fatigue, and layout issues.
| name | pedagogy-review |
| description | Run holistic pedagogical review on lecture slides. Checks narrative arc, PhD student prerequisites, worked examples, notation clarity, and deck pacing. |
| disable-model-invocation | true |
| argument-hint | [QMD or TEX filename] |
Perform a comprehensive pedagogical review using the PhD econometrics student lens.
Identify the file specified in $ARGUMENTS
Lecture4_StaggeredRollout.qmd), look in Quarto/.tex file, look in Slides/Launch the pedagogy-reviewer agent with the full file path
The agent produces a report saved to:
quality_reports/[FILENAME_WITHOUT_EXT]_pedagogy_report.md
Present summary to user:
/visual-audit for that)/slide-excellence instead