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Evidence Calibration

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Use when making factual claims, estimates, diagnoses, rankings, recommendations, or confidence statements under incomplete evidence.

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  • Added September 3, 2026
ai-agents

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A100/100

Scanned September 3, 2026

npx -y skills add ShugokiFable/Ultimate-AI-Starter-Bundle --skill evidence-calibration --agent claude-code

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SKILL.md
---
name: evidence-calibration
description: Use when making factual claims, estimates, diagnoses, rankings, recommendations, or confidence statements under incomplete evidence.
---

# Evidence Calibration

## Core rule
Separate **fact**, **inference**, assumption, opinion, and unknown. Assign **confidence** from evidence quality, not fluency.

## Calibration
For each consequential claim, ask:
- What directly proves it?
- Is the source current and authoritative?
- Could the same evidence fit another explanation?
- What observation would falsify it?

Use high confidence for directly reproduced behavior or strong primary evidence; moderate confidence for converging indirect evidence; low confidence for plausible but unverified inference.

Do not turn “not found” into “does not exist”, a single benchmark into universal ranking, or a successful local run into a universal platform claim.

When uncertainty matters to the user’s decision, expose the weakest claim and the check that would raise confidence.

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