FILUMIRE: Adaptive Learning
Infrastructure for African Children
The Engine of Understanding

The FILUMIRE Learning Approach

FILUMIRE’s educational design connects curriculum, evidence of understanding and guided teaching. The aim is to understand learning needs and choose useful next steps.

The Governing Loop

From a learning check to useful next steps

The design follows three broad stages: gather evidence, interpret learning needs and choose a teaching response. Available tools and lesson coverage should be confirmed for your access or pilot.

PHASE 1

Evidence Collection

Evidence can include responses, attempts and whether hints were needed. A single correct answer alone does not establish independent understanding.

PHASE 2

Understanding mistakes

The diagnostic approach examines error patterns to distinguish a careless slip from a missing prerequisite or misunderstood concept.

PHASE 3

Choosing useful next steps

The policy design considers suitable next steps: introducing a concept, revisiting a prerequisite, offering guided practice or moving forward.

Clear responsibilities for teaching and learning

These educational principles guide the FILUMIRE design:

  • 1. The curriculum sets learning goalsCurriculum standards dictate what must be learned; AI cannot invent its own educational requirements.
  • 2. Learning rules guide progressContent, user interfaces, or AI chatbots cannot unilaterally declare mastery or advance the learner.
  • 3. FILU works within educational boundariesFILU’s teaching role follows curriculum goals and the learning rules. This public website does not establish that unrestricted generative AI is integrated.
  • 4. Access status does not change learning evidenceSubscription or payment status cannot rewrite a learner's authentic academic record.
Illustrated FILUMIRE learners
Let’s work through this step by step.
Instructional companion

Meet FILU

FILU is the teaching companion in the FILUMIRE design. Its intended role is to explain concepts, ask purposeful questions and offer hints that help children think independently.

The companion supports the educational approach; teacher judgement and curriculum goals remain central. English and French are the intended language direction for the learning experience. Confirm the languages and interactive tutoring available for your lesson or pilot; this website does not claim unrestricted generative AI integration.

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Durable Learning

Mastery, Retention, and Transfer

Getting an answer right today does not guarantee genuine understanding tomorrow. The approach distinguishes three dimensions of learning.

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1. Mastery

Demonstrated unassisted competence across varied problem representations. The learner proves they can solve the task independently without scaffolds or hints.

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2. Retention

Knowledge naturally decays without retrieval practice. Spaced retrieval checks over time can show whether a learner still remembers an idea.

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3. Transfer

The ultimate test of true understanding: applying a concept in novel formats, combined topics, and unfamiliar everyday community contexts.

Pedagogical Rhythm

The 5-Step Learning Sequence

The proposed teaching rhythm supports primary learners through five stages. This describes the educational design, rather than promising that every lesson is currently available.

1
Understand
Comprenons

Conceptual Introduction

Clear, structured explanations using relatable representations, interactive visuals, and familiar examples.

FILU's RoleIntroduces ideas clearly without overwhelming technical jargon.
2
Practise
Entraînons-nous

Guided Application

Scaffolded questions where learners test their understanding with immediate, constructive feedback.

FILU's RoleProvides hint ladders and remediation if a misconception is detected.
3
Apply
Appliquons

Contextual Problem Solving

Putting knowledge to work in practical community and classroom scenarios.

FILU's RoleEncourages the learner to explain their reasoning step-by-step.
4
Check
Vérifions

Low-Stakes Diagnosis

Unassisted verification that confirms independent capability without high-stakes test anxiety.

FILU's RoleObserves quietly to measure true learner independence.
5
Reflect
Réfléchissons

Retention & Synthesis

Spaced retrieval and transfer checks scheduled to ensure knowledge stays sharp over time.

FILU's RoleCelebrates genuine milestones and reinforces growth mindset.
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How learning works | FILUMIRE