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Nepal Oral Languages — Open Backbone

Open-source infrastructure for mother-tongue training and documentation in Nepal — a mobile app where young people practice oral languages and record speech (including parents and grandparents), so communities and NGOs share one ethical backbone.

Learn ↔ Contribute ↔ Transmit
Youth learn from elder audio; elders’ voices become the next generation’s lessons.

Public site: akti-tech.github.io/nepal-multilingual-llm
GitHub: AktI-Tech/nepal-multilingual-llm
Hugging Face: AkAiNp

What’s in this repo

Path What
apps/train/ Expo mobile app (demo track, learn, self/guardian record)
site/ Public GitHub Pages (project story for people & partners)
packages/schema/ Shared JSON shapes for tracks, packs, clips, consent
data/packs/_demo/ Fictional demo lesson pack
data/hf/ Staging for Hub dataset cards / demo rows
docs/ Project notes for maintainers

Mobile app (quick start)

The Expo project is apps/train, not the monorepo root.

cd apps/train
npm install
npm start

Then open in Expo Go (same network) or an emulator.
EAS / builds also run from apps/train only.

Privacy: recordings stay on-device for now. Nothing auto-uploads to the cloud or Hugging Face.

Hugging Face datasets

Dataset Role
nepal-oral-demo Synthetic fixtures
nepal-oral-packs-open Open educational packs (steward publish)
nepal-oral-speech-research Gated research speech

Open software ≠ open every recording. Default clip license is private.

Principles

  1. Training app first (motivation), with contribution built in
  2. Youth can record guardians with dual consent
  3. Partner-gated real languages (demo only until stewards + seed content)
  4. Sector backbone for NGOs — not a one-off extractive pilot
  5. Downstream models only on permitted data, later

Note on “linguistic justice”: this project is about mother-tongue practice, documentation, and community dignity — not multi-language court procedure. Legal process and official legal language remain Nepali unless policy changes elsewhere.

Contributing

See CONTRIBUTING.md and CODE_OF_CONDUCT.md.
Do not PR real community audio into git.

License

MIT for software and documentation in this repository — see LICENSE.
Community recordings use separate per-clip licenses.

Made with care by AKT Tech (AktI-Tech).

Star this repo if you believe in mother-tongue survival, intergenerational transmission, and open infrastructure for Nepal’s languages.

About

Building Nepal’s first comprehensive multilingual LLM covering Nepali, Maithili, Rajbanshi, Magar, Newari, Limbu, Gurung, Rai/Kiranti, Tharu, Tibeti dialects & more — with legal-tech applications.

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