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Good practice Imported

Karibu — AI-Assisted French-Language Learning Pilot for Teachers in Dakar and Thiès, Senegal

Senegal · Dakar · See the Senegal profile · See the Dakar profile

Evidence: Descriptive / self-reported Top 73% 40/100 · Ask Evidence Copilot about this practice

AFD, Bibliotheques Sans Frontieres, Kajou and Pleias piloted Karibu, a French app built on a frugal 7B-parameter open model, with 30 teachers in Dakar/Thies. It gives level-matched exercises and feedback; local-language versions are planned; no outcomes published yet.

30
Teachers in initial pilot (Feb-Mar 2025)
Karibu — AI-Assisted French-Language Learning Pilot for Teachers in Dakar and Thiès, Senegal

Details

Maturity
Pilot
Promoter
Agence Française de Développement (AFD), with Bibliothèques Sans Frontières, Kajou and Pleias, in partnership with Senegal's Ministry of Education
Period
February-March 2025 initial pilot (ongoing feedback phase)
Keywords
generative AI, French-language learning, frugal/open-weight AI models, teacher support, multilingual education equity

Context

Karibu is an AI-powered language-learning application piloted in Senegal to help teachers strengthen their mastery of French, the country's official language of instruction, even though only a minority of teachers and pupils speak it as a first language. The pilot is funded by the Agence Française de Développement (AFD) and implemented with the NGO Bibliothèques Sans Frontières, the social enterprise Kajou and the research lab Pleias, in partnership with Senegal's Ministry of Education.

Activities

The application is built on a 'frugal' open-weight language model with seven billion parameters, chosen for Senegal's connectivity and cost constraints rather than a large proprietary model. It generates practice exercises matched to each user's level and stated interests, and gives detailed, individual feedback on users' written French. The initial pilot ran from February to March 2025 with thirty elementary-school teachers in Dakar and Thiès.

Results

As of this review, AFD had not yet published outcome data from the pilot; the partners describe it as an early test phase and say they are 'really looking forward to getting [teachers'] feedback' before deciding on wider rollout.

Conclusions

Plans for expansion include adding oral-conversation practice and versions of the app in Senegal's national languages — Wolof, Pulaar, Serer, Diola, Mandingo and Soninke — which would extend the tool beyond French-mastery support toward broader mother-tongue and multilingual education equity.

Implementation

Indicative cost
Low (< €50k) — Funded by AFD; specific budget figure not published. Model choice (7B-parameter open-weight) is deliberately low-cost/frugal.
Time to results
Short (< 1 year) — Initial pilot ran February-March 2025 with an ongoing feedback phase before any wider-rollout decision.
Staffing & skills
Agence Française de Développement (AFD) programme team, Bibliothèques Sans Frontières (implementation partner), Kajou (social enterprise), Pleias (research lab, model development), Senegal's Ministry of Education

Conditions for success

  • Choice of a lightweight, 'frugal' open-weight model suited to Senegal's connectivity and cost constraints
  • Gathering direct teacher feedback before deciding on wider rollout

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