XKernel 艾克諾科技

We build advanced AI, NLP, and speech technology solutions — from large-scale language corpora to LLM-powered pronunciation assessment, RAG chatbots, and autonomous agent systems.

Keith Ning – AI and NLP researcher, English profile
Keith Ning – 人工智慧與語言科技研究者(繁體中文)

Key AI Projects

Taiwan Hakka Corpus System

客家語料庫

The world’s largest online Hakka corpus system and toolkit, featuring over 10 million words across six regional accents.

ChitChat

AI 英語口說學習

Deep-learning and acoustic-based English pronunciation training with LLM-assisted personalized feedback and reporting.

ShuoShuo

AI 中文口說學習

AI-powered Mandarin pronunciation assessment using deep learning, acoustic modeling, and LLM-generated learning insights.

Ponddy Reader

全方位中文教學生成系統

An online Chinese lesson generation platform with over 2,000 curated lessons aligned to HSK, HSK3, CEFR, and AP standards.

RAG-powered Chatbot

企業內部知識庫客服機器人

Enterprise knowledge-base chatbot using LLMs with Monpa segmentation, query expansion, Word2Vec embeddings, and cosine similarity.

X-Mine

每日自動化分析全部美股新聞

Agent-based U.S. stock market intelligence system analyzing news for over 10,000 tickers in near real-time with AI-driven relationship graphs.