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NE-Agent

Open-source AI agent for Northeast Indian languages. Built on the NE-Stack by MWire Labs, Shillong.


Quickstart

pip install ne-agent

Install Ollama and pull a model:

ollama pull qwen2.5:1.5b
ollama serve

Then run:

ne-agent

What is NE-Agent?

NE-Agent is a terminal-based agentic assistant that speaks Northeast India's indigenous languages. It automatically detects the input language, then routes each query to the right tool — retrieval-augmented search, Khasi-English translation, or speech transcription — and generates responses, all running locally with no API keys required.


Powered by NE-Stack

Component Role Model
NE-LID Language identification fastText, 11 languages, 99.09% accuracy
Tool Router Dynamic tool selection qwen2.5:1.5b (search / translate / transcribe)
NE-Embed Multilingual embeddings LaBSE fine-tuned, 768-dim
FAISS Vector retrieval IndexFlatIP, cosine similarity
NLLB (Khasi) Khasi-English translation Fine-tuned NLLB
NE-ASR Speech transcription Whisper-medium, 8 languages
Ollama Local LLM qwen2.5:1.5b (default)

Supported Languages

Assamese · Khasi · Garo · Mizo · Meitei · Bodo · Kokborok · Nyishi · Nagamese · English

Translation currently supports Khasi. Transcription supports Khasi, Garo, Mizo, Nagamese, Kokborok, Assamese, Chakma, and Wancho.


Bring Your Own Corpus

The default corpus ships 500 monolingual sentences each for Assamese, Khasi, Mizo, and Garo. To use your own documents, replace the txt files in ne_agent/data/ with your own — one sentence per line.


Requirements

  • Python 3.9+
  • Ollama with qwen2.5:1.5b pulled
  • GPU recommended for translation/transcription tools; search works on CPU

Links


License

CC-BY-4.0 — MWire Labs, Shillong, Meghalaya.

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