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README.md
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---
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# HillByte
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**Building AI for languages, communities, and real-world applications.**
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HillByte is an AI and technology company focused on developing practical, high-quality artificial intelligence solutions and advancing language technology for underrepresented languages and communities.
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Our work spans **AI research, language models, machine translation, embeddings, speech technologies, intelligent applications, AI education, and community-focused digital services**.
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## Our Mission
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We believe that access to advanced AI should not be limited by the size of a language or community.
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HillByte works to develop technology that helps bring **underrepresented languages into the modern AI ecosystem**, while building practical AI systems that address real-world needs in education, public information, employment, and community services.
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## Our Focus Areas
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### π Machine Translation
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We develop and research machine translation systems with a focus on improving translation quality for **Mizo and other low-resource language scenarios**.
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Our work includes:
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* Neural machine translation
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* Large-scale parallel data development
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* Synthetic data generation
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* Knowledge distillation
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* Efficient student models for practical deployment
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* Translation evaluation and benchmarking
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### π§ Language Models
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We explore efficient language models and AI systems that can better understand and work with low-resource languages.
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Our research includes:
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* Language model adaptation
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* Instruction tuning
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* Knowledge distillation
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* Multilingual AI
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* Efficient and deployable models
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* Domain-specific AI assistants
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### π Embeddings & Semantic AI
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We develop embedding models and semantic technologies for better language understanding and information retrieval.
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Areas of interest include:
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* Multilingual embeddings
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* Semantic search
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* Retrieval systems
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* RAG applications
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* Low-resource language representations
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* Knowledge-base question answering
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### ποΈ Speech Technology
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We are interested in advancing speech technologies for underrepresented languages, including:
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* Automatic Speech Recognition (ASR)
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* Text-to-Speech (TTS)
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* Speech datasets
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* Speech evaluation
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* Spoken language AI
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### π¬ WhatsApp-Based AI Assistants
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We build accessible AI services through WhatsApp, helping people use AI through a familiar and widely available communication platform.
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Our projects include:
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#### ExamCoach
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**ExamCoach** is a WhatsApp-based AI assistant designed for **Mizoram Government job aspirants**.
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It aims to support learners and candidates with accessible study assistance, exam preparation resources, practice questions, explanations, and other educational guidance through WhatsApp.
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#### Mizoram Assembly AI
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**Mizoram Assembly AI** is a WhatsApp-based chatbot designed to make information related to the Mizoram Legislative Assembly more accessible.
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The project explores how conversational AI can help users discover, understand, and interact with public information through a simple messaging interface.
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### π Datasets & Research
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High-quality data is essential for advancing AI in low-resource languages.
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We work on developing and sharing resources that may include:
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* Parallel translation datasets
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* Instruction datasets
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* Language datasets
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* Evaluation benchmarks
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* Speech datasets
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* AI research resources
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* Domain-specific knowledge bases
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### π AI Training & Capacity Building
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In addition to building AI systems, HillByte conducts training programs and workshops to help individuals and organizations understand and use artificial intelligence effectively.
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Our training activities may cover:
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* AI fundamentals
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* Generative AI
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* Large language models
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* Prompt engineering
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* Responsible AI
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* AI tools and productivity
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* Practical AI applications
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* Machine learning concepts
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* AI for education and public services
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Through these programs, we aim to strengthen local AI awareness, skills, and capacity across Mizoram and beyond.
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## Mizo Language Technology
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One of our major areas of focus is advancing AI capabilities for the **Mizo language**.
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While general-purpose AI systems are increasingly capable of supporting many languages, significant opportunities remain to improve quality, reliability, cultural understanding, and task-specific performance for low-resource languages.
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HillByte is working toward building stronger foundations for **Mizo language AI**, including translation, language understanding, embeddings, speech technology, conversational systems, and future AI applications.
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## AI for Communities and Public Services
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We believe AI can be especially valuable when it is designed around the needs of local communities.
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Our work explores practical applications of AI in areas such as:
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* Education and exam preparation
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* Public information access
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* Government and civic services
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* Language preservation and accessibility
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* Community knowledge systems
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* Digital inclusion
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By combining research with real-world deployment, we aim to make AI more useful, accessible, and relevant to the people it serves.
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## Open Research & Collaboration
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Through Hugging Face, we aim to share selected models, datasets, experiments, and research resources with the wider AI community.
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We welcome collaboration with:
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* Researchers
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* Developers
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* Universities
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* Language communities
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* Government and public institutions
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* AI organizations
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* Educators and trainers
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* Contributors working on low-resource languages
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## What You May Find Here
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This organization may publish:
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* π€ Machine learning models
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* π Translation models
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* π Embedding models
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* π Datasets
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* π§ͺ Research experiments
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* π Evaluation benchmarks
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* π£οΈ Speech technology resources
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* π¬ Conversational AI resources
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* π Educational and training materials
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## Responsible AI
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We believe AI development should be responsible, transparent, and useful to the communities it serves.
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Our work aims to prioritize:
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* Language quality
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* Cultural awareness
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* Data quality
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* Responsible dataset development
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* Transparent evaluation
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* Practical deployment
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* User privacy and security
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* Human oversight
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* Clear communication of system limitations
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## About HillByte
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HillByte builds AI technologies and intelligent digital solutions with a focus on practical impact and innovation.
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Our work includes AI research, Mizo language technology, WhatsApp-based chatbots such as ExamCoach and Mizoram Assembly AI, and training programs that help individuals and organizations understand and apply AI.
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Our long-term vision is to contribute to a future where **every language and community can participate meaningfully in the AI ecosystem**.
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---
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**Website:** [https://www.hillbyte.com](https://www.hillbyte.com)
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**Hugging Face:** [https://huggingface.co/hillbyte](https://huggingface.co/hillbyte)
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*Building AI beyond language barriers.*
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