Building Bridges: Reflections from the 2026 AI4D African Languages Lab Workshop
What does the future of African AI look like? If our recent AI4D African Languages Lab Workshop held on March 26, 2026, is any indication, it looks collaborative, resilient, and deeply human-centered.
What does the future of African AI look like? If our recent AI4D African Languages Lab Workshop held on March 26, 2026, is any indication, it looks collaborative, resilient, and deeply human-centered.
Over the course of the day, we gathered a vibrant community of researchers, legal experts, linguists, and industry partners to tackle one of the most critical challenges of our time: unlocking the potential of African languages in the digital age.
Celebrating 18 Months of Impact
The workshop was preceded by a special evening celebration at Pure Cafe on March 25, 2026. This gathering served as both a reflection on our first 18 months and a celebration of the community that makes this lab possible.
It was an evening of interdisciplinary dialogue, featuring perspectives from university leadership, including Prof. James Maina (Deputy Dean of EBIT) and Prof. Kevin Thomas (Dean of Humanities), who underscored that the intersection of engineering and the humanities is the only path forward for building inclusive technology. We were also honored by contributions from our strategic partners, including Leanne Jones (British High Commission), Matthew Smith (IDRC), and Prof. Langa Khumalo (SADiLaR), who reflected on the lab’s regional impact. Representatives from DSAC, DSTI, and DCDT provided a crucial government perspective, ensuring our work aligns with South Africa’s national digital transformation strategies.
The evening was a testament to the fact that while the research is technical, the success of the AI4D African Languages Lab is fundamentally built on the strength of our human connections.
Workshop Recording Archive
You can watch the full playlist of the workshop sessions here: AI4D Workshop 2026 YouTube Playlist
Framing the Mission
Prof. Vukosi Marivate (PI, AI4D Lab) opened the workshop by framing the lab’s ambitious mission. He reflected on the progress made since our December 2024 kickoff, emphasizing the dual goal of building human capacity and fostering cross-continental partnerships.
Bridging Research and Reality
Our first panel, moderated by Prof. Chijioke Okorie (Data Science Law Lab, UP), tackled the practicalities of the language pipeline. Dr. Mpho Monareng (Unisa), Jessica Mabaso (SADiLaR), Puleng Plessie (Javett), and Dunisani Ntsanwisi (Nthavela Community Media) shared insights on the necessity of high-quality datasets and the importance of aligning research with national policy.
Technical Deep Dives: NLP and Applied Systems
- Core NLP Research: Tebogo Macucwa introduced lexical sets for evaluating embeddings; Fiskani Banda analyzed failures in RAG; Abebe Tegene presented innovations in word embedding models; and Penelope Matloga discussed optimizing pseudo-labelling.
- Applied AI & Systems: Moderated by Prof. Mapundi Banda (UP), this session featured Nontokozo Manukuza on isiZulu idioms; Miehleketo Mathebula on ESG financial intelligence; Dinorego Mphogo on Air Traffic Control systems; and Thapelo Sindane on Dipolelo (Sign Language benchmarking).
Security, Integrity, and Ethical Strategy
- Cybersecurity in NLP: Prof. Hein Venter (UP) provided a specialized spotlight on the intersection of cybersecurity and digital forensics, arguing that if the first era of AI was defined by scale, the next must be defined by resilience. Watch
- Research to Systems & Integrity: Featuring Dr. Tsosheletso Chidi (UP), Dr. Devon Jarvis (Wits), and Dr. Mpho Monareng (Unisa), alongside a guest talk by Matthew Smith (IDRC). Watch
- Ethics, Law & Deployment: Moderated by Seani Rananga (UP), featuring Kutnjem Hamza Monkaree, Zinzi Shabangu, and Hannah Brown. Watch
A Call to Action
We are at an inflection point. African innovation is world-class, but it must be built on stewardship rather than extraction.
How can you join us?
- Collaborate: Reach out to the Data Science for Social Impact (DSFSI) Lab to explore research partnerships.
- Learn from the Experts: Download our collaborative playbook: Digitisation of Oral Data for NLP of Low-Resource Languages.
- Explore Our Previous Milestones:
With Gratitude
This work would not be possible without the generous support of our funders, the International Development Research Centre (IDRC) and the UK’s Foreign, Commonwealth and Development Office (FCDO). We remain committed to building an AI ecosystem that is equitable, transparent, and built by the communities it serves.