Map growing
Learning without guarantees
A field map for learning that gives people foundations and freedom without promising a predetermined result.
Follow what pulls you.
Search by words or combine operators such as type:question, tag:uncertainty, status:reconsidering, and epistemic:contested.
38 entries visible
Map growing
Uncertainty and agency
A field map for acting with awareness when outcomes, other people, and surrounding systems cannot be controlled.
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 evergreen
Knowledge does not guarantee outcomes
Knowledge can improve perception and choice, but it cannot make uncertain systems produce promised results.
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.
Evergreen note evergreen
Agency does not guarantee control
A person can choose and act meaningfully without controlling other people, systems, timing, or the final outcome.
Evergreen note evergreen
Decisions and outcomes are different
The quality of a decision must be examined using what was knowable at the time, not only what happened afterward.
Evergreen note evergreen
Evidence reduces but does not remove uncertainty
Evidence can update a position and narrow possibilities, but it rarely eliminates ambiguity, change, or unknown conditions.
Evergreen note evergreen
Freedom includes consequences
The right to think and choose does not make every choice equally responsible or remove its effects on other people.
Evergreen note growing
AI exposure is not the same as job replacement
A task or occupation can be highly exposed to generative AI without that exposure translating directly into elimination of the whole job.
Evergreen note evergreen
Evergreen does not mean final
An evergreen note stays useful because it is maintained and revisable, not because it has achieved permanent truth.
Open question growing
What is education for?
An open question about whether education should serve work, freedom, citizenship, continuity, transformation, or something not yet named.
Open question growing
When should we act without certainty?
An open question about acting when waiting has a cost and complete knowledge is impossible.
Open question evergreen
What would change our mind?
A standing question that keeps a belief connected to possible revision rather than identity or authority.
Experiment growing
Can small experiments reduce the cost of being wrong?
An ongoing experiment in using bounded, reversible tests before larger commitments when uncertainty cannot be removed first.
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 evergreen
Outcome bias in decision evaluation
Five studies showing that knowledge of an outcome can change how people evaluate the quality of a prior decision even when the decision maker had the same information at the time.
Source evergreen
Reproducibility and Replicability in Science
A National Academies consensus report on how replication, measurement, research design, and uncertainty affect confidence in scientific results.
Source evergreen
IPCC AR6 treatment of uncertainty
The IPCC AR6 framework for communicating confidence from evidence and agreement separately from probabilistic likelihood.
Source evergreen
A scientific approach to entrepreneurial decision making
A randomized controlled trial in startups testing whether explicit hypotheses and rigorous market tests improve entrepreneurial decision making.
Source growing
Education at a Glance 2025
OECD comparative data on educational attainment, skills, employment, earnings, completion, and differences across fields and countries.
Source evergreen
Signaling and Employer Learning with Instruments
An American Economic Review study estimating that returns to schooling in its Norwegian setting reflect both productivity and labor-market signaling.
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.
Source growing
Generative AI and Jobs: A Refined Global Index
An ILO working paper estimating occupational exposure to generative AI at task level and finding job transformation more likely than full replacement for most exposed occupations.
Source growing
NIST Generative AI Risk Management Profile
A NIST cross-sector profile for identifying, measuring, governing, and managing risks specific to generative AI systems.
Perspective growing
Credentials can still be useful
Rejecting compliance as the purpose of learning does not imply that credentials, standards, or external proof have no value.
Perspective growing
Autonomy needs governance, not just capability
As AI systems receive broader authority and operate for longer periods, evaluation, bounded permissions, monitoring, recovery, and human accountability become part of the capability itself.
Encounter growing
A good decision with a bad outcome
A case for examining reasonable preparation, accepted risk, and an outcome that still went badly.
Encounter growing
A bad decision rescued by luck
A case for recognising that favourable results can hide weak reasoning and fragile dependence on chance.
Method evergreen
Decision journaling
A method for recording expectations, assumptions, confidence, risk, and revision conditions before the outcome is known.
Method evergreen
Mapping assumptions
A method for separating observations, interpretations, dependencies, and unknowns before acting on a plan.
Method growing
Running small experiments
A method for letting an idea meet reality while the cost of being wrong remains bounded and reversible.
Provocation growing
Can success be a form of failure?
A provocation about achievements that satisfy the metric while damaging the person, community, system, or original purpose.
Provocation growing
Does everything need to be useful?
A provocation about whether learning, attention, art, rest, and curiosity must justify themselves through measurable output.
Studio invitation growing
Make an idea meet reality
A studio invitation to choose a question, make a bounded attempt, observe consequences, and revise without forcing a success story.
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