Functional prototype — active development

Learnova

Goal-driven Learning Intelligence

From learning goals to demonstrable skills.

Learnova is a goal-driven Learning Intelligence System being developed in the Democratic Republic of Congo. It starts with what a learner wants to achieve and structures the journey towards the skills required to reach that goal.

The problem

Access to learning content does not automatically create demonstrable competence.

Learners can complete courses, watch videos and pass quizzes while still lacking a clear connection between:

  • what they want to achieve;
  • the skills they need;
  • what they should learn next;
  • how competence can eventually be demonstrated.

Learnova names this disconnect the Goal-to-Mastery Gap — the distance between consuming learning material and being able to demonstrate the skills a goal actually requires. Closing that gap at scale remains a product ambition, not a completed result.

How Learnova works

Learnova starts with the learner’s intended outcome rather than a course catalogue.

Progress ≠ Mastery. Completing a lesson or quiz is not treated as evidence of skill. AI assists; domain rules govern. Production AI and LLM integration remain under development. Domain rules such as Goal-before-Path already shape the current prototype.

Available in current prototype

Domain foundation available — not a complete user-facing capability

Under development

Conceptual journey

  1. Goal Available in current prototype
  2. Skills Domain foundation available
  3. Skill gap Domain foundation available
  4. Learning path Available in current prototype
  5. Learning Available in current prototype
  6. Evidence Under development
  7. Mastery Under development

Currently implemented

  1. Goal
  2. Analysis
  3. Confirmation
  4. Roadmap
  5. Learning
  6. Quiz
  7. Progression

Product roadmap

  1. Evidence
  2. Mastery
  3. Adaptation

Current prototype

A functional reference prototype of Learnova is available today. Capabilities still in design are listed separately so they are not mistaken for shipping features.

This Golden Reference validates the core learner journey and selected domain rules.

Available now

Available in the current prototype

  • Goal definition
  • Goal analysis
  • Explicit human confirmation
  • Learning roadmap
  • Dashboard
  • Learning activity
  • Quiz assessment
  • Progression
  • Goal-before-Path rule
  • Domain foundation: Goal, Skill, LearnerSkill, LearnerState, derived SkillGap

Engineering validation

  • 65/65 unit + integration tests
  • 10/10 end-to-end tests
  • Typecheck PASS
  • Production build PASS

Not yet available

Under development / product roadmap

  • Evidence Engine
  • Mastery Engine
  • Adaptive pathway intelligence
  • Production AI integration
  • Institutional multi-user architecture
  • Organisation / cohort / trainer capabilities
  • Multilingual deployment
  • Variable-connectivity optimisation

These items are planned. They are not present in the current prototype.

Why it matters

Learnova is designed around a simple distinction: completing learning is not the same as demonstrating a skill.

For learners, the intended value is a clearer pathway from an objective towards relevant skills.

For training organisations and employers, the longer-term opportunity is to move beyond attendance and course completion towards evidence of competence. That opportunity is directional; it is not a measured employment or market outcome.

Intended geographic approach

A planned sequence of validation — not a record of deployment.

  1. Kinshasa
  2. DRC pilots
  3. DRC institutions
  4. Francophone Africa
  5. Selected Sub-Saharan African markets

Local validation first; continental claims only after evidence.

Primary intended contribution: SDG 4 — Quality Education. Potential secondary contribution: SDG 8 — Decent Work and Economic Growth.

Interested in testing Learnova?

Learnova is entering its external validation and pilot-preparation stage. We are interested in hearing from learners, training organisations, educational institutions and employers willing to explore future pilot opportunities.

Request a Pilot

Learn more about Learnova