Skip to content
Back to skills

2525 Summarization Fidelity 8ab789c0

ASecurity

**Opus**: Produces summaries that accurately reflect source material. Naturally distinguishes between main claims and supporting detail. Maintains appropriate level of abstraction. **Haiku**: Summaries may: - Overweight content from the beginning/end of the source (position bias) - Lose nuance (turn hedged claims into definitive statements) - Miss the central thesis while including peripheral details - Add interpretive framing not present in the source **Mitigation**: Constrain the summarizat...

  • 9 stars
  • 0 votes
  • 0 copies
  • 0 views
  • Added October 11, 2026
business

Security analysis

A100/100

Scanned October 11, 2026

npx -y skills add tools-only/X-Skills --skill 2525-summarization-fidelity_8ab789c0 --agent claude-code

Installs into .claude/skills of the current project.

Are you the author of 2525 Summarization Fidelity 8ab789c0?

Add the live security badge to your README. It updates with every re-scan.

Security grade badge for 2525 Summarization Fidelity 8ab789c0
[![Security: A — Skills Directory](https://www.skillsdirectory.com/api/skills/tools-only-2525-summarization-fidelity-8ab789c0/badge)](https://www.skillsdirectory.com/skills/tools-only-2525-summarization-fidelity-8ab789c0)

More formats (shields.io, HTML) on the badges page. Keep it an A: scan every change in CI with Pro.

SKILL.md
# Summarization Fidelity

**Opus**: Produces summaries that accurately reflect source material.
Naturally distinguishes between main claims and supporting detail.
Maintains appropriate level of abstraction.

**Haiku**: Summaries may:
- Overweight content from the beginning/end of the source (position bias)
- Lose nuance (turn hedged claims into definitive statements)
- Miss the central thesis while including peripheral details
- Add interpretive framing not present in the source

**Mitigation**: Constrain the summarization process.

```
Step 1: Identify the single main claim or thesis of the text.
        Write it in one sentence.
Step 2: Identify 3 supporting points. Write each in one sentence.
Step 3: Combine into a coherent paragraph of 60-80 words.

Rules:
- The main claim MUST appear in the first sentence of your summary.
- Do not add interpretation or analysis.
- Do not introduce information not in the source.
- If the source hedges a claim ("may", "suggests", "could"),
  preserve the hedging in your summary.
```

For longer documents, fight position bias:
```
Divide the text into thirds (beginning, middle, end).
Extract one key point from each third.
Your summary must include content from all three sections.
```

Attribution

Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.

Comments

Loading comments…

Newsletter

Get the weekly list of safe new skills, and the ones we pulled.