LightAcade is an AI-powered K12 tutoring product developed by Hong Kong Pacific Industry Co., Limited. Built on multi-agent large language models, it delivers personalised, evidence-based learning at scale. LightAcade 是由 香港途安信泰有限公司 自主研發之 AI 驅動 K12 輔導產品，基於多智能體大型語言模型技術，規模化提供個人化、實證為本之學習體驗。
Hong Kong Pacific Industry Co., Limited is a duly incorporated Hong Kong limited company focused on AI-powered education technology. We design and operate LightAcade — an AI tutoring product that helps K12 students learn faster and teachers teach smarter. 香港途安信泰有限公司為依香港法律註冊成立之有限公司，專注於人工智能教育科技。本公司自主研發並營運 AI 輔導產品 LightAcade，協助 K12 學生提升學習效率，並賦能教師高效教學。
A unified AI tutoring loop covering daily planning, Socratic dialogue, adaptive practice, animated micro-lessons, and teacher-in-the-loop intervention. 統一之 AI 輔導閉環，涵蓋每日學習規劃、蘇格拉底式對話、自適應練習、動畫微課與教師干預。
Each student receives a daily learning plan generated and adjusted by AI based on real-time mastery, pacing and goals. AI 根據學生即時掌握程度、學習節奏與目標，每日生成並動態調整個人化學習計劃。
An AI tutor guides students with questioning rather than answers, fostering deep understanding through dialogue. AI 導師以提問引導取代直接給答案，透過對話建立學生深度理解。
When a student gets stuck, the system generates targeted animated lessons on-the-fly. 學生卡關時，系統即時生成針對性動畫微課加以講解。
Practice difficulty, pacing and topic mix continuously adapt based on student responses. 練習難度、節奏與題型根據學生作答動態調整。
Teachers see class-wide progress, pinpoint who needs help, and intervene with AI-prepared context. 教師即時掌握全班進度，精準定位需協助學生，並基於 AI 整理的上下文進行干預。
Pedagogy grounded in Bloom's "two sigma" framework and modern cognitive science. 教學法奠基於 Bloom「兩個標準差」研究與當代認知科學。
LightAcade is built on a multi-agent architecture that orchestrates state-of-the-art large language models for distinct roles in the learning loop. LightAcade 採用多智能體架構，協調當前領先之大型語言模型於學習閉環中分工協作。
Specialised AI agents handle tutoring, content generation, assessment, and teacher coordination. 各智能體分別負責輔導、素材生成、評估與教師協同。
Frontier models including Claude, Gemini and LearnLM are orchestrated by role. 採用 Claude、Gemini、LearnLM 等前沿模型，按角色協同編排。
AI converts textbooks into structured study materials: video, mind maps, flashcards, quizzes. AI 將教材轉化為結構化學習素材：影片、心智圖、閃卡、測驗。