SuperAPI AI Directory

adversarial-review

Writing & research

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Updated 10-16 01:50

About this skill

Adversarial Review

Find the objections that would block acceptance before external reviewers do. Review; never fix. Findings go to a report beside the artifact; the artifact itself is never edited by this skill.

Read First

  • the artifact under review: survey/survey.tex + PDF, or a contribution README + report, or a manuscript + framing.md + venue.md
  • references/review-lanes.md, references/claim-audit.md

Procedure

  1. Identify the target and the standard it must meet:
    • survey → coverage vs sota/index.md, grouping logic, fairness, and the quality of the gaps section
    • contribution → badge-checklist truthfulness, methodology (the develop-contribution methodology standard), claim–evidence match
    • paper → venue fit and reviewer simulation per venue.md, novelty, soundness, clarity
  2. Read claim-first: contributions/claims, then the evidence offered.
  3. Run the claim audit on every acceptance-critical claim per references/claim-audit.md: verify each against the cited synthesis, contribution output, or PDF.
  4. Review through every lane in references/review-lanes.md; keep lane findings separate until the final synthesis.
  5. Write the report to reviews/<YYYY-MM-DD>-<scope>.md beside the artifact (survey/reviews/, contributions/<slug>/reviews/, papers/<slug>/reviews/ — create the folder on demand) with: executive summary and recommendation; strengths with evidence; weaknesses grouped by severity; the claim-audit table; questions the authors must answer; a prioritized revision roadmap.

Criticism Standard

Every major criticism carries: exact claim or location, why it matters, evidence, what would fix or weaken it, severity (fatal / major / moderate / minor), and confidence. No performative harshness; no objection without evidence; polish never excuses methodological weakness.

Done When

  • The report exists with all sections, every fatal/major finding is evidence-backed, and no lane finding was dropped during synthesis — if a finding is wrong, the report says why