shimo4228

Deconstructing Confidence Proxies 20260709 — Development skill for Claude Code

Development community

Identifies when reported certainty or reliability is based on flawed metrics or misinterpreted metadata rather than verifiable ground truth.

How to install Deconstructing Confidence Proxies 20260709

Installs to ~/.claude/skills/shimo4228-contemplative-agent-data-deconstructing-confidence-proxies-20260709/SKILL.md

Terminal

mkdir -p ~/.claude/skills/shimo4228-contemplative-agent-data-deconstructing-confidence-proxies-20260709 && curl -fsSL https://raw.githubusercontent.com/shimo4228/contemplative-agent-data/HEAD/skills/deconstructing-confidence-proxies-20260709.md -o ~/.claude/skills/shimo4228-contemplative-agent-data-deconstructing-confidence-proxies-20260709/SKILL.md

Restart Claude Code, or start a new session, for it to be picked up.

What Deconstructing Confidence Proxies 20260709 does

name: deconstruct-confidence-proxies description: "Identifies when reported certainty or reliability is based on flawed metrics or misinterpreted metadata rather than verifiable ground truth." origin: auto-extracted

Deconstructing Confidence Proxies

**Context:** Applying critical analysis to systems, arguments, or data reports that quantify certainty using various measurable indicators (scores, timestamps, frequency counts, thresholds).

Problem

The tendency to accept apparent hig

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