Learner / Learning Strategist
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- Replace passive study with durable retrieval, spacing and accurate metacognition
- Build deep understanding and transfer across mixed, authentic problems
- Run a self-regulated learning system with feedback, error correction and tool leverage
Benchmark: Learning Scientists + Stephen Chew / Samford + evidence-based cognitive science of learning Learning refresh: retrieval practice and spacing first; deep processing, interleaving, elaboration and dual coding; metacognition, self-regulation, deliberate feedback and AI used as a tutor - not a substitute for retrieval or thinking.
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Replace passive study with durable retrieval, spacing and accurate metacognition
Metacognition + learning myths
Coverage: Learning Science / Self-Awareness
Active recall + spaced repetition
Coverage: Retrieval Practice / Spacing
Build deep understanding and transfer across mixed, authentic problems
Deep processing, elaboration + teach-back
Coverage: Learning Science / Concept Mastery
Interleaving + discrimination practice
Coverage: Interleaving / Problem Solving
Run a self-regulated learning system with feedback, error correction and tool leverage
Self-regulation, planning + error logs
Coverage: Self-Regulated Learning / Feedback
AI-assisted learning + deliberate practice boundaries
Coverage: AI for Learning / Metacognition
Role-Readiness Proof / Capstone
Build a 30-day learning operating system for one difficult subject: define performance outcomes, baseline recall, create a spaced retrieval schedule, interleave problem types, use teach-back and concept maps, maintain an error log, run weekly cumulative tests, get feedback, use AI to generate questions/explanations only after first retrieval, and adapt the next cycle from evidence.
Proof Rubric
- Durable recall after delay
- transfer to novel problems
- accurate calibration of what is/is not known
- consistent spacing
- productive retrieval difficulty
- interleaving
- error-driven adaptation
- high-quality feedback
- time-on-task discipline
- evidence of improvement
- AI use that strengthens rather than replaces cognition