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@ai-twinkle

Twinkle AI

🌟 Twinkle AI is a research community focused on building open-source Traditional Chinese language models.

About Twinkle AI

🌏 Website | 🎮 Discord | 😺 GitHub | 🤗 Hugging Face | 🤖 ModelScope | 🐳 Docker Hub | 🔗 Linkedin | 👥 Facebook

🌟 Twinkle AI is a research community founded in late 2024, dedicated to enhancing Traditional Chinese language models with local cultural context. Starting with open-source LLaMA models, we are developing practical technologies tailored to the linguistic nuances of Taiwan. Our community is made up of people from all walks of life, united by a shared passion for model training. From collecting region-specific corpora to training language models, we are committed to open-sourcing both our datasets and our models.

Our mission is to promote knowledge of large language model training through real-world practices. By embracing openness and collaboration, we aim to advance the local ecosystem in the field of generative AI.

👋 Join our Discord to connect and collaborate with the community!

Featured Projects

  • 📊 Twinkle Eval: A fast and accurate AI evaluation tool that uses parallel and randomized testing methods to provide objective performance analysis and stability assessments. It supports various commonly used benchmark datasets.
  • 📈 Eval Analyzer: A comprehensive visualization and analysis tool designed to interpret evaluation logs, providing deep insights into model performance through granular error tracking and comparative reporting.

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  1. Eval Eval Public

    High-performance LLM evaluation framework with parallel API calls — up to 17× faster than sequential tools. Supports box, math, and logit-based evaluation.

    Python 110 19

  2. llm-lab llm-lab Public

    繁中模型研究與實作的 Lab

    Jupyter Notebook 53 4

  3. eval-analyzer eval-analyzer Public

    視覺化與分析 Twinkle Eval 評估結果

    Python 8 6

  4. Hub Hub Public

    Twinkle Hub — community feedback / feature requests for hub.twinkleai.tw

    186 15

  5. LLM-Book-Club LLM-Book-Club Public

    Official repository for the Twinkle AI Late-Night Study Session. Features hands-on Jupyter notebooks, slides, and code for our book club on "Hands-On Large Language Models"

    Jupyter Notebook 47

Repositories

Showing 10 of 19 repositories
  • Eval Public

    High-performance LLM evaluation framework with parallel API calls — up to 17× faster than sequential tools. Supports box, math, and logit-based evaluation.

    Python 110 MIT 19 30 4 Updated Sep 11, 2026
  • tw-leetcode Public

    This dataset contains the solutions to the problems on LeetCode in Traditional Chinese.

    ai-twinkle/tw-leetcode's past year of commit activity
    TypeScript 12 MIT 2 0 0 Updated Sep 10, 2026
  • little_star_app Public

    A magical AI playground designed to bring the power of Large Language Models (LLMs) directly to your device.

    ai-twinkle/little_star_app's past year of commit activity
    Dart 14 2 0 0 Updated Aug 11, 2026
  • llm-from-scratch-course Public

    從零打造 LLM 互動教材(Twinkle AI)— 原創互動講義,對應 Build a Large Language Model (From Scratch) 各章

    ai-twinkle/llm-from-scratch-course's past year of commit activity
    HTML 3 0 0 0 Updated Jul 22, 2026
  • Hub Public

    Twinkle Hub — community feedback / feature requests for hub.twinkleai.tw

    ai-twinkle/Hub's past year of commit activity
    186 15 5 0 Updated Jul 13, 2026
  • ai-twinkle/benign-outlier-aware's past year of commit activity
    Python 1 0 0 0 Updated Jul 11, 2026
  • ultrascale-playbook-zh-tw Public

    《The Ultra-Scale Playbook》超大規模訓練實戰手冊繁體中文全譯本+每章互動實驗 | Unofficial zh-TW community translation with interactive labs

    ai-twinkle/ultrascale-playbook-zh-tw's past year of commit activity
    HTML 45 Apache-2.0 11 0 0 Updated Jul 10, 2026
  • rlhf-book-zh-tw Public

    《Reinforcement Learning from Human Feedback》繁體中文全譯本+每章互動實驗 | Unofficial zh-TW community translation of the RLHF Book with interactive labs

    ai-twinkle/rlhf-book-zh-tw's past year of commit activity
    HTML 178 31 0 0 Updated Jul 10, 2026
  • LLM-Book-Club Public

    Official repository for the Twinkle AI Late-Night Study Session. Features hands-on Jupyter notebooks, slides, and code for our book club on "Hands-On Large Language Models"

    ai-twinkle/LLM-Book-Club's past year of commit activity
    Jupyter Notebook 47 0 0 0 Updated Jul 5, 2026
  • ai-twinkle.github.io Public

    🌐 Twinkle AI Official Website

    ai-twinkle/ai-twinkle.github.io's past year of commit activity
    Vue 5 MIT 6 4 (1 issue needs help) 1 Updated Jun 1, 2026

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