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Get Started Free →Adversarial Quarto vs Beamer QA. Critic finds issues, fixer applies fixes, loops until APPROVED (max 5 rounds).
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-07 | ✗→✓ | ▲ Improved | 65% | 0% |
| case-10 | ✗→✓ | ▲ Improved | 20% | 0% |
| case-11 | ✗→✓ | ▲ Improved | -21% | 0% |
| case-15 | ✗→✓ | ▲ Improved | -48% | 0% |
| case-16 | ✗→✓ | ▲ Improved | -33% | 0% |
Compare Quarto HTML slides against their Beamer PDF benchmark using an iterative critic/fixer loop.
Philosophy: The Beamer PDF is the gold standard. The Quarto translation must be at least as good in every dimension.
Phase 0: Pre-flight → Phase 1: Critic audit → Phase 2: Fixer → Phase 3: Re-audit → Loop until APPROVED (max 5 rounds)| Gate | Condition | |------|-----------| | Overflow | NO content cut off | | Plot Quality | Interactive charts >= static plots | | Content Parity | No missing slides/equations/text | | Visual Regression | Quarto >= Beamer in all dimensions | | Slide Centering | Content centered, no jumping | | Notation Fidelity | All math verbatim from Beamer |
Launch the quarto-critic agent to compare Beamer vs Quarto comprehensively. Report saved to quality_reports/[Lecture]_qa_critic_round1.md.
If not APPROVED, launch quarto-fixer agent to apply fixes (Critical → Major → Minor), re-render, and verify.
Re-launch critic to verify fixes. Loop back to Phase 2 if needed.
Max 5 fix rounds. After that, escalate to user with remaining issues.
Save to quality_reports/[Lecture]_qa_final.md with hard gate status, iteration summary, and remaining issues.
Other measured skills in the registry, with their headline benchmark lift.