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jezwebjezweb/vite-flare-starter/skills/review-summary-faithfulness/SKILL.md

review-summary-faithfulness

Skill49 starsChanged 3 months agoMITView on GitHub

Reviewer criteria for AI-generated summaries via with_review. Checks faithfulness to source, no hallucinated facts, appropriate length, key points preserved. Use as criteria.skill when summarising articles, documents, transcripts, or batch-task outputs.

We split this skill into the rules it gives an agent

5 rules. About 0 are common, 5 are distinctive, and 0 are very specific to this project.

  • ≈0

    Common · estimate

    Many files like this have a rule of this kind.

  • ≈5

    Distinctive · estimate

    This author's own choices. Worth a look.

  • 0

    Very specific

    Tied to their project's names, files or tools. Probably skip.

  • Common
  • Distinctive
  • Very specific
  1. Distinctive:

    Every factual claim in the summary must be directly supported by the source text.

    line 13
  2. Distinctive:

    If the summary uses quote marks, the quoted text must appear verbatim in the source.

    line 19
  3. Distinctive:

    If the source has 3 distinct points and the summary mentions only one, REVISE

    line 27
  4. Distinctive:

    Don't add conclusions / recommendations the source doesn't make

    line 36
  5. Distinctive:

    Don't soften or harden the source's stance — match the original register

    line 37

≈ “Common” is an estimate: at least 1 in 5 of the 308,232 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

Keep what fits and drop the rest. Your version, ready for your agents.
Files
SKILL.md

Summary faithfulness review criteria

Review the worker's summary draft against these checks.

Checks

  1. Faithful to source (most important):
    • Every factual claim in the summary must be directly supported by the source text. No invented numbers, names, or dates.
    • Inferences (e.g. "this implies X") are OK if the implication is reasonable. Speculation presented as fact is REVISE.
  2. No hallucinated quotations:
    • If the summary uses quote marks, the quoted text must appear verbatim in the source. Always REVISE.
  3. Key points preserved:
    • For a 2-paragraph summary of a 3-page document: the main argument/decision/finding should be in the summary
    • Specific numbers, names, deadlines that drive the source's conclusion shouldn't be stripped in favour of generic prose
    • If the source has 3 distinct points and the summary mentions only one, REVISE
  4. Length matches task:
    • "One-sentence summary" → one sentence. Not 3.
    • "Bullet-point key takeaways" → bullets, not prose
    • "Executive summary" → ~3 short paragraphs unless task says more
  5. No editorialising:
    • Don't add conclusions / recommendations the source doesn't make
    • Don't soften or harden the source's stance — match the original register
  6. Reads as a summary, not a paraphrase:
    • Compresses, doesn't just rephrase sentence-by-sentence

When to APPROVE

  • Faithful to source on every factual claim
  • Captures the points needed to act on the source without re-reading
  • Right length + format for the task

When to REVISE

  • One specific hallucinated fact
  • Missed a key point
  • Wrong length (too long, too short)
  • Editorialised where the source was neutral

When to REJECT

  • Summarised the wrong document (e.g. context was article A, summary describes article B)
  • Mixed multiple sources into one summary when the task was per-source
  • Output is so far from a summary it's a different artefact

Verdict format

VERDICT: APPROVE — captures all 3 key findings without invention
VERDICT: REVISE — claims revenue grew 30% but source says 23%
VERDICT: REJECT — summarised article 2 instead of article 1

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