25.5788° N, 91.8933° E — MEGHALAYA'S OPEN AI INITIATIVE

Rooted in Language.
Built for Impact.

Like the living root bridges of our hills, language infrastructure grows stronger when woven by the community. We research, curate, and deploy foundational AI for Khasi, Pnar, Garo, and regional dialects.

Explore the Ecosystem Hugging Face Hub
NATURAL LANGUAGE PROCESSING LOW-RESOURCE LANGUAGES INDIGENOUS DATA SOVEREIGNTY NEURAL MACHINE TRANSLATION KHASI · PNAR · GARO COMMUNITY DRIVEN OPEN RESEARCH NATURAL LANGUAGE PROCESSING LOW-RESOURCE LANGUAGES INDIGENOUS DATA SOVEREIGNTY NEURAL MACHINE TRANSLATION KHASI · PNAR · GARO COMMUNITY DRIVEN OPEN RESEARCH
01 / Our Manifesto

Bridging the chasm between academic research and everyday deployment.

Low-resource should never mean second-class engineering. We treat indigenous languages with the rigor of frontier machine learning while protecting cultural context.

01

Morphological Research

Advancing NLP architectures structurally tailored to the unique syntax, orthography, and morphology of Meghalaya's indigenous languages.

RESEARCH
02

Curated Corpora

Building high-purity, gated parallel datasets and standardized evaluation benchmarks so regional models are trained on verified ground truth.

DATA
03

Production Engineering

Moving models out of academic notebooks and into fast, accessible web and mobile interfaces that work reliably in real-world conditions.

DEPLOY
04

Data Sovereignty

Enforcing transparent, community-first AI development that explicitly respects local ownership and cultural nuance over blind scraping.

ETHICS
02 / Our Vectors

Strategic
Pillars.

How we systematically digitize and elevate Meghalaya’s linguistic heritage for the modern computational era.

VEC // 01

Neural Machine Translation

Developing bidirectional NMT pipelines and custom tokenizers optimized for Khasi, Pnar, Garo, and related regional variations—bridging local knowledge with global accessibility.

VEC // 02

Linguistic Documentation & OCR

Preserving endangered print literature, historical texts, and oral histories through custom Optical Character Recognition (OCR), corpus curation, and community annotation tools.

VEC // 03

Grounded Conversational & Voice AI

Engineering multimodal speech synthesis (TTS/ASR) and conversational assistants that genuinely understand local idioms, prosody, and Meghalayan cultural context.

03 / The Ecosystem

Three Products.

Speak it · Translate it · Understand it

SPEECH INFRA

Rynsan TTS & ASR

Natural-sounding voices and accurate transcription, built for local pronunciation, rhythm, and accents.

  • Natural Khasi, Pnar & Garo speech
  • Accurate text-to-speech & speech-to-text
  • Built for low-resource acoustic environments
Khasi Pnar Garo
NEURAL MT

Translation

Break language barriers with translation systems designed around the languages and context of Meghalaya.

  • Translate between Khasi, Pnar, Garo & English
  • Sentence and full-document translation
  • Context-aware morphological understanding
Khasi Pnar Garo
CONVERSATIONAL AI

Ri AI Assistant

A local AI assistant that understands Meghalaya's languages, culture, and context — making AI accessible to everyone.

  • Understands and responds in Khasi and Pnar
  • Seamless text and voice interaction
  • Grounded in local cultural context
Khasi Pnar Garo
04 / Open Source Assets

What You'll Find.

HOSTED ON HUGGING FACE & GITHUB // APACHE-2.0

01
Datasets
Parallel Corpora · Annotated Text · Speech Resources
Explore
02
Models
Fine-tuned Transformers · NMT & ASR Checkpoints
Weights
03
Spaces
Live Sandboxes · Evaluation Tools · Interactive Tests
Launch
05 / The Architects

Minds Behind Tynrai.

Bapynshngainlang Nongkynrih NMT // ARCH
Applied NLP Researcher

Bapynshngain

Spearheading Neural Machine Translation architectures, dataset curation, and full-stack deployment for low-resource languages.

Toiarbor Mawlieh ASR // OCR
OCR & Speech Infra

Toiarbor Mawlieh

Driving Optical Character Recognition development for low-resource scripts, alongside ASR and TTS synthesis for Khasic languages.