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README.md

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 # Sunbird AI
 
-**Building AI for Africa, from Africa.**
+**Practical AI for social good.**
 
 ## Overview
-Sunbird AI is a non-profit research organization in Kampala, Uganda. We build and deploy practical applied machine learning systems for African contexts across speech/language; geospatial & environmental sensing; and public-sector decision support, with public agencies, SMEs, and community partners.
+Sunbird AI is a non-profit research organization in Kampala, Uganda. We build and deploy practical AI systems for African contexts across speech/language; geospatial & environmental sensing; and public-sector decision support, with public agencies, SMEs, and community partners.
+
 ## Mission
-Build reliable, locally relevant ML systems for African use cases that serve public institutions, researchers, and developers for clear societal benefit.
+Build reliable, locally relevant AI systems for African use cases that serve public institutions, researchers, and developers for clear societal benefit.
 
 
 ## Approach
-- Work with universities, public agencies, SMEs, and community groups.
+- Work with NGOs, universities, public agencies, SMEs, and community groups to solve challenges where AI is the right solution.
 - Prioritize datasets, benchmarks, and tooling for under-resourced languages and domains.
 - Ship code, models, and documentation that are reproducible and maintainable.
-- When possible, release under permissive licenses with clear data provenance.
+- When possible, release models and data under permissive licenses with clear data provenance.
 
 ## Focus Areas
 - **Language & Speech:** ASR, TTS, translation, and language models for African languages; paired with datasets and evaluation suites.
 - **Geospatial & Environment:** Remote sensing pipelines, urban growth and electrification mapping, biodiversity acoustics, and environmental monitoring.
-- **Decision Support:** Tools that help public institutions analyze feedback, plan services, and monitor programs.
+- **Evidence informed Decision Support:** Tools that help public institutions analyze feedback, plan services, and monitor programs.
 - **Data Infrastructure:** Curated corpora, annotation guidelines, and evaluation sets to support the above areas.
 
 ## Openness & Responsible Use