Human–AI Cognition, Trust & Delegation¶

Learning to learn

What you will develop¶

Use AI to extend thought while preserving learning, ownership, and calibrated trust.

Before you begin¶

Recorded prerequisites:

• Learning as a Measurable System
• Attention, Working Memory & Cognitive Load
• Long-Term Memory, Schemas & Retrieval
• Practice: Retrieval, Spacing, Interleaving & Feedback
• Mental Models, Representation & Transfer
• Expertise, Deliberate Practice & Tacit Knowledge
• Metacognition, Calibration & Error Monitoring
• Motivation, Goals, Habits & Self-Regulation
• Emotion, Stress, Sleep & Performance
• Perception, Motor Learning & Embodied Skill
• Creativity, Analogy, Exploration & Problem Finding
• Social Learning, Teaching, Mentorship & Collective Cognition
• Development, Identity & Lifespan Learning
• Judgment Under Bounded Cognition

Study and practice¶

This is a study outline. A complete practice sequence is not yet available.

• cognitive offloading
• automation bias
• reliance calibration
• AI tutoring
• delegation
• provenance
• verification

Cognitive offloading & deskilling¶

Reconstruct -> apply -> perturb -> measure -> defend.

Trust / reliance calibration¶

Reconstruct -> apply -> perturb -> measure -> defend.

AI tutoring, critique & thought partnership¶

Reconstruct -> apply -> perturb -> measure -> defend.

Delegation, provenance, verification & fallback¶

Reconstruct -> apply -> perturb -> measure -> defend.

Intended demonstration¶

Same task A0/A2/A3 + error-seeded audit + unaided retest

This describes the intended standard, not a validated assessment or a claim of mastery.

Reading options¶

Assigned readings, where available, appear in the practice sequence above. These additional recommendations are not all required reading.

• The Impact of Generative AI on Critical Thinking: Self-Reported Reductions in Cognitive Effort and Confidence Effects
• OECD Digital Education Outlook 2026
• How People Learn II: Learners, Contexts, and Cultures

Continue¶

Connections above reflect recorded prerequisites, not a compulsory calendar.

Integrated practice | Choose a study route