The evidence base
Research
FILA is not a new idea so much as a newly practical one. Nearly every principle here has a long research history — what has changed is the ability to implement it for every learner at once. This section organizes that foundation.
Themes
How the research is organized
Each theme collects the work most relevant to a particular part of the framework. Annotated reading lists are in preparation.
Learning Science
How people actually learn: retrieval practice, spacing, transfer, cognitive load, and the persistent gap between what feels effective and what is.
Competency-Based Learning
Mastery learning, standards-based grading, and what happens when time becomes the variable rather than the constant.
Learner Agency
Self-regulated learning, motivation, metacognition, and the conditions under which ownership produces better work rather than less of it.
Assessment
Formative assessment, feedback that improves performance, and the difference between measuring learning and ranking learners.
AI in Learning
What current tools do well, where they fail, and honest treatment of the open questions — including the ones without good answers yet.
World Languages
Proficiency research, comprehensible input, and interaction — the evidence base underneath FILL.
Case Studies
Documented implementations, including what proved difficult and what did not survive contact with a real school.
Historical Foundations
The thinkers who described learner-centered education long before it was practical at scale.
Historical foundations
Standing on existing work
These thinkers described much of what FILA organizes, often a century ago. Their central insight was rarely disputed — it was simply difficult to implement for every learner at once.

John Dewey
1859–1952Argued that education is a process of experience rather than preparation for a distant future, and that genuine learning is active, social, and connected to real purposes.
Maria Montessori
1870–1952Demonstrated that carefully prepared environments, self-directed activity, and mixed-age grouping allow learners to progress at their own pace with the educator as observer and guide.
Lev Vygotsky
1896–1934Described learning as fundamentally social, and identified the zone of proximal development — the space where a learner can succeed with support but not yet alone.
Jerome Bruner
1915–2016Advanced discovery learning and the spiral curriculum, and developed the idea of scaffolding: support that is deliberately withdrawn as competence grows.
Seymour Papert
1928–2016Argued through constructionism that people learn most durably while building something meaningful, and saw computers as instruments for thinking rather than for delivering instruction.
Malcolm Knowles
1913–1997Developed andragogy, establishing that learners with autonomy, relevant purpose, and responsibility for their own direction learn differently — and better.
Yong Zhao
ContemporaryCritiques standardization and test-driven schooling, arguing for learner agency, diversity of talent, and education that develops what is distinctive in each learner.
Reading lists in preparation
Annotated bibliographies for each theme are being compiled. If you have research that belongs here — particularly work that complicates the argument — please send it.