Appropriate Reliance Skill (v2.0)
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):
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