Appropriate Reliance Skill (v2.0)
Calibrated human-AI collaboration with creative latitude — trust calibrated to reliability, creativity preserved with validation.
npx skills add majiayu000/claude-skill-registry --skill appropriate-reliance-fabioc-aloha-youtube-mcp-vscode --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Appropriate Reliance Skill (v2.0) > Calibrated human-AI collaboration with creative latitude — trust calibrated to reliability, creativity preserved with validation. ## Purpose Enable productive collaboration where: - Human challenges AI when something feels wrong - AI challenges human when patterns suggest issues - Both parties are proactive, not just reactive - Trust is calibrated to demonstrated competence - **Creative contributions are valued but validated** - **Epistemic integrity and creative engagement coexist** ## The CAIR/CSR Framework **CAIR** (Correct AI-Reliance) + **CSR** (Correct Self-Reliance) — per Schemmer et al. (2023): | Concept | Definition | Implementation | | ------- | ---------- | -------------- | | **CAIR** | Users rely on AI when AI is right | Confidence calibration, source grounding enable appropriate trust | | **CSR** | Users rely on themselves when AI is wrong | Human judgment flagging, mutual challenge, uncertainty language | The framework recognizes that AI reliability varies by domain, context, and claim type. Neither blind trust nor reflexive skepticism serves users well. ## The Reliance Spectrum | Mode | Risk | Signs | | ---- | ---- | ----- | | **
- Purpose
- The CAIR/CSR Framework
- The Reliance Spectrum
- Confidence Calibration
- Confidence Levels
- Confidence Ceiling Protocol
- "Confident But Wrong" Detection
- Source Grounding
- Patterns for Appropriate Reliance
- Human → AI Challenges (User Should Do)
- AI → Human Challenges (I Should Do)
- Proactive Behaviors
- Preserve Human Agency
- Language Patterns
What does the Appropriate Reliance Skill (v2.0) skill do?
Calibrated human-AI collaboration with creative latitude — trust calibrated to reliability, creativity preserved with validation.
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill appropriate-reliance-fabioc-aloha-youtube-mcp-vscode --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.