Map growing
Learning without guarantees
A field map for learning that gives people foundations and freedom without promising a predetermined result.
#learning
Tags gather notes that currently share a label. They are not a curriculum or a claim that the notes agree.
Evergreen note evergreen
Learning is not compliance
Learning should expand a person's capacity to perceive, question, create, and revise, not train them to reproduce an authorised answer.
Evergreen note growing
AI assistance is not the same as learning
AI can improve performance while assistance is present without guaranteeing that the learner can later perform, explain, or transfer the skill independently.
Source evergreen
How People Learn II
A National Academies consensus report synthesizing research on learning across motivation, context, culture, prior knowledge, and the life span.
Source evergreen
Active learning increases student performance in STEM
A 2014 PNAS meta-analysis comparing active learning with traditional lecturing across undergraduate STEM courses.
Source evergreen
Why minimal guidance during instruction does not work
A review arguing that novice learners generally benefit from substantial instructional guidance and that minimally guided discovery can impose excessive cognitive load.
Source growing
Generative AI without guardrails can harm learning
A 2025 PNAS field experiment showing that unrestricted GPT-4 access improved assisted practice performance but reduced later unaided performance, while tutor guardrails largely mitigated the harm.
Source growing
AI tutoring outperforms in-class active learning
A 2025 randomized crossover study in introductory college physics reporting higher short-term learning gains and engagement with a carefully scaffolded AI tutor.
Provocation growing
Does everything need to be useful?
A provocation about whether learning, attention, art, rest, and curiosity must justify themselves through measurable output.