Applied AI Research

AI for underrepresented settings.

Applied AI for underrepresented settings. We research and build AI systems for communities and languages underserved by today's state-of-the-art models.

Apr 2026 AI-powered news aggregator for Namibia Visit →
Apr 2026 Paper "Grammar as Control: Modular Language Generation for the Long Tail" accepted at ACL 2026 PDF →
Mar 2026 Kwanyama language reference and learning platform Visit →
Feb 2026 Paper on Kwanyama LLMs (1B, 3B, 8B) accepted at LREC 2026 PDF →
Jul 2025 Outstanding Paper Award at ACL 2025 for typology-guided multilingual adaptation PDF →

Research

Foundational research on multilingual and low-resource NLP. Selected publications:

ACL 2026

Grammar as Control: Modular Language Generation for the Long Tail

LREC 2026

Sentiment Analysis and Language Models for Oshikwanyama

1B, 3B, and 8B parameter LLMs for Oshikwanyama

ACL 2025 Outstanding Paper Award

Typology-Guided Adaptation in Multilingual Models

All publications →

Models

Language models and other machine learning models for underrepresented languages and settings. One example from our current work:

OkaLM

Kwanyama Language Models

OkaLM is the first family of publicly available large language models for Kwanyama. Available in three sizes (1B, 3B, 8B parameters) to suit different use cases, from lightweight applications to more capable generation.

๐Ÿค— View on Hugging Face →
3 Model Sizes
1Bโ€“8B Parameters

Tools and Data

Data and interactive tools built on top of our models and datasets. One example from our current work:

OkaLex

Kwanyama Language Reference and Learning Platform

OkaLex is a Kwanyama language reference and interactive learning platform. It features a bilingual dictionary with translations, definitions, parts of speech, and example sentences.

The platform includes interactive quizzes, flashcards, and a word-matching game for vocabulary practice, plus nearly 50 grammar modules for Kwanyama learners.

For schools, linguists, and anyone exploring Kwanyama.

Visit OkaLex →

Try it โ€” search a word

Applications

End-user systems for real-world problems. One example from our current work:

Namibia Minute

Daily AI-powered news briefing for Namibia

News aggregator with entity linking, daily ranked briefing in text and TTS audio, LLM summarization, and same-story clustering across days.

Visit Namibia Minute →
Daily Ranked Briefing
Text + Audio Delivery Formats

Who we are

Okalai AI was founded by Ndapa Nakashole, who serves as Chief Scientist. Ndapa is an Associate Professor of Computer Science at the University of California, San Diego (UCSD). Her research focuses on Natural Language Processing (NLP), and Artificial Intelligence (AI) more broadly.

Contact Us