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Get Started Free →Multi-agent review for research presentation slides in the sewage-house-prices project (visual, econometric fidelity, proofreading, substance). Use for comprehensive quality check before milestones.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-06 | ✗→✓ | ▲ Improved | 11% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 0% | 0% |
| case-12 | ✗→✓ | ▲ Improved | -49% | 0% |
| case-13 | ✗→✓ | ▲ Improved | -61% | 0% |
| case-14 | ✗→✓ | ▲ Improved | -19% | 0% |
Run a comprehensive multi-dimensional review of lecture slides. Multiple agents analyze the file independently, then results are synthesized.
Parse $ARGUMENTS for the filename. Resolve path in Quarto/ or Slides/.
Agent 1: Visual Audit (slide-auditor)
quality_reports/[FILE]_visual_audit.mdAgent 2: Pedagogical Review (pedagogy-reviewer)
quality_reports/[FILE]_pedagogy_report.mdAgent 3: Proofreading (proofreader)
quality_reports/[FILE]_report.mdAgent 4: TikZ Review (only if file contains TikZ)
quality_reports/[FILE]_tikz_review.mdAgent 5: Content Parity (only for .qmd files with corresponding .tex)
quality_reports/[FILE]_parity_report.mdAgent 6: Substance Review (optional, for .tex files)
quality_reports/[FILE]_substance_review.mdmarkdown# Slide Excellence Review: [Filename] ## Overall Quality Score: [EXCELLENT / GOOD / NEEDS WORK / POOR] | Dimension | Critical | Medium | Low | |-----------|----------|--------|-----| | Visual/Layout | | | | | Pedagogical | | | | | Proofreading | | | | ### Critical Issues (Immediate Action Required) ### Medium Issues (Next Revision) ### Recommended Next Steps
| Score | Critical | Medium | Meaning | |-------|----------|--------|---------| | Excellent | 0-2 | 0-5 | Ready to present | | Good | 3-5 | 6-15 | Minor refinements | | Needs Work | 6-10 | 16-30 | Significant revision | | Poor | 11+ | 31+ | Major restructuring |
Other measured skills in the registry, with their headline benchmark lift.