
Research
At APMIC, we are committed to advancing AI technology through research and innovation, with a strong focus on private Large Language Models (LLMs) and Fine-tuning. Our mission goes beyond developing customized AI solutions for businesses; we strive to make our research accessible to the public, simplifying complex AI concepts into powerful, bite-sized tools that anyone can leverage effectively.
Latest News & Activities
Latest News & Activities
Latest News & Activities
Safety
ACE Privacy Filter 是 APMIC 基於 openai/privacy-filter 強化的台灣專屬機敏資料 (PII) 偵測模型。
本模型完美解決了原版繁中辨識痛點,將中文姓名與民國紀年準確率飆升至 89.3%,並全新擴充身分證、健保卡、統編與 LINE ID 等 11 項台灣特有標籤。同時,模型保留原生推論架構與 128K 長上下文,是企業落實在地化資料治理與資安防護的完美利器。
Latest News & Activities
Banking
ACE-Bank (ACE-F 26B A4B)
ACE-Bank 是 APMIC 專為台灣金融理專情境量身打造的專業 AI 模型,深諳在地金融法規與市場邏輯,更以優異成績通過金融研訓院 13 張理專相關證照測驗,曾獲 AIEC 金融評測認證第一名,能提供精準、合規的財管建議與業務支援。
技術上,ACE-Bank 基於 Gemma 4 26B-A4B 混合專家(MoE)架構打造,每次推論僅啟用約 4B 參數,在維持高效推理能力的同時,有效降低延遲、記憶體占用與運算成本。模型承襲混合注意力機制、p-RoPE 長文本優化與最高 256K token 上下文能力,能處理長篇法規、複雜財報與大量市場資料;再經台灣金融領域專屬訓練,進一步強化對在地法規、金融知識與理專業務情境的掌握。
Latest News & Activities

Talk to Our Team
Equipped with the NVIDIA Blackwell B200 GPU, APMIC provides end-to-end support for businesses—from knowledge mining and data preparation to model training and deployment—empowering your AI transformation journey.
Explore how we can support your growth at usasales@ap-mic.com.









