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---
title: DarkUnitLab
emoji: ⚡
colorFrom: yellow
colorTo: pink
sdk: static
pinned: false
---
# DarkUnitLab
Research and engineering for reliable, efficient AI systems.
We focus on the path from model experimentation to practical deployment:
training, evaluation, quantization, inference, and the systems that connect them.
## Focus Areas
- **Model Training and Adaptation**
Parameter-efficient fine-tuning, data preparation, reproducible experiments,
and language and speech model adaptation.
- **Inference and AI Infrastructure**
Quantization, model serving, runtime compatibility, and deployment across
GPUs and Ascend NPUs.
- **Multimodal Intelligence**
Vision-language models, video understanding, evidence-grounded reasoning,
and retrieval-augmented generation.
- **Language and Speech**
Cantonese and multilingual language modeling, automatic speech recognition,
and evaluations that reflect real-world usage.