LightAcade is an AI tutoring product by Hong Kong Pacific Industry Co., Limited. Built on a multi-agent LLM architecture, our AI sees every moment a student gets stuck and guides them through — one-on-one, at the pace of each child. LightAcade 由 香港途安信泰有限公司 自主研發,採用多智能體大型語言模型架構,AI 能看見每一次卡頓,一對一陪伴學生跨越學習難關,按每位孩子的節奏前行。
Forty years ago, educational psychologist Benjamin Bloom posed an unsolved question: a child receiving one-on-one tutoring scores, on average, two standard deviations higher than a child in a classroom. We know how to teach better — we just couldn't afford to give every child a tutor. Until now. 四十年前,教育心理學家 Benjamin Bloom 留下一道未解之題:接受一對一輔導的孩子,平均成績比班級授課高出兩個標準差。我們知道怎麼讓孩子學得更好,卻無法為每個孩子配備一位老師——直到 AI 出現。
Meet a Grade 7 student preparing for her geometry chapter on parallel lines. Her mastery sits at 62%, and her last three errors all involve auxiliary lines. Here is how LightAcade walks with her, minute by minute. 一位七年級學生正在學習平行線一章。她的掌握度為 62%,最近三次錯題都與「輔助線」有關。以下是 LightAcade 如何一分鐘一分鐘陪伴她。
The moment she logs in, the AI already knows exactly what she needs today: 25 focused minutes, targeting "alternate interior angles" — the precise gap from yesterday's session.登入的那一刻,AI 已經知道她今天該學什麼:以「內錯角」為目標的 25 分鐘專注課,正是昨日學習的最後一公里。
Every problem is hand-picked by the system: weakest concept first, then a stabilising question, ending with a stretch challenge. She sees not just the question, but why this question.每一道題都由系統選出:先補最弱知識點,再做一道鞏固題,最後一題拉伸挑戰。學生看到的不只是題目,還有「為什麼是這道題」的依據。
Four flashcards, drawn from 36 master cards her teacher pre-approved, scheduled by a forgetting curve. Not for today — for thirty days from now.四張閃卡,源於教師預先審核的 36 張母卡,由遺忘曲線排程。今天記住不算,三十天後仍記得才算。
At chapter end, six problems calibrated to her weak spots — 15% harder than her usual practice — including two proofs and one applied scenario. This isn't drill; it's verification.章節結束時,六道題對應她本週弱項,難度自動拔高 15%,包含兩道證明題與一道情境應用題。這不是日常刷題,是真正的能力檢驗。
When a student gets stuck, LightAcade does not throw a "you can do it" sticker. It escalates — through four progressively richer modalities, each backed by a dedicated AI engine, each ending in human teacher hand-off if needed. 當學生卡關,LightAcade 不會彈出「加油」貼紙,而是逐級升級輔導手段——四種逐步豐富的形式,每一級由專屬 AI 引擎支援,最終可無縫交接予真人教師。
The AI never reveals the answer. Instead, it questions the student's reasoning step by step — surfacing the misconception until the student finds the path themselves. Every reply passes an answer-leak guard.AI 從不直接給出答案,而是逐步追問學生思路,揭開誤解,直到學生自行找到出路。每一條回覆都經過「答案守衛」校驗。
If dialogue alone doesn't break through, the system pushes a teacher-vetted micro-lesson — not generated on-the-fly, but reviewed in advance by the student's own teacher. Trustworthy, replayable.若對話仍未突破,系統推送一段教師預先審核的微課——非即時生成,而是該學生的科任老師審核過的素材。可信、可重放。
What words can't explain, animations can. Lines rotate, angles fill with colour — the abstract becomes visible. Every frame undergoes consistency checks before reaching the student.語言講不清的,讓圖形自己說話。直線旋轉、角度填色——抽象概念化為具象動畫。每一幀畫面都經過一致性檢驗才送達學生。
If three AI strategies haven't broken through, the system packages a complete障礙 briefing — what was tried, what failed, what's left to try — and hands it to the teacher's dashboard. Five minutes of human conversation, fully informed.若三種 AI 策略仍未突破,系統會封裝完整的「障礙摘要」——試過什麼、哪裡失敗、還剩什麼可試——一秒推送至教師工作台。五分鐘面談,教師掌握全貌。
A teacher uploads one chapter PDF. LightAcade's material engine fans it out into nine pedagogically distinct artefacts — each tied back to the source, each awaiting a one-minute teacher review before reaching students. 教師上傳一份教材 PDF,LightAcade 的素材引擎將其展開為九種教學上各有用途的素材——每一份都可追溯回原文,等待教師一分鐘審核後送達學生。
Two-host AI conversational format for commute or rest time.兩位 AI 主播對談式音頻,通勤或休息時聆聽。
Structured doc designed for spaced repetition.結構化文件,為間隔重複而設計。
Single-image overview for pre-class scanning.單圖概覽,課前快速建立框架。
Visual tree of concept relationships.知識點之樹狀關係視覺化。
Curated terms with cross-references.關鍵術語與交叉引用。
Spaced-repetition friendly question/answer pairs.適合間隔重複的問答卡片。
Difficulty-tiered formative assessment.分難度層級之形成性評估題組。
Anticipated stuck-points with worked-out hints.預判卡點並附逐步提示。
Concept animations for visual learners.針對視覺型學習者之概念動畫。
★ Each artefact is generated by an independent worker, validated cross-model, and surfaced to the teacher in a one-tap review queue.
★ 每一份素材由獨立工作者生成,經跨模型驗證,並進入教師一鍵審核隊列。
What teachers see is not a list of grades. It is a live map of thirty-two children's learning trajectories — who broke through this week, who's been stuck three days running, where AI has done all it can and where a human conversation must take over. 教師看見的不是成績單,而是 32 個孩子學習軌跡的即時地圖——誰本週突破、誰連續三天卡關、AI 哪些可介入、哪些必須留給真人對話。
Heat map of every concept × every student, refreshed in real time.每個知識點 × 每位學生之熱力圖,即時更新。
Auto-flagged when a student stalls past three AI strategies — with the full obstacle briefing attached.當 AI 三種策略均未突破時自動標示,並附完整障礙摘要。
"Push a geometry-drawing micro-lesson to the class," "Schedule a 5-minute talk with this student," — concrete, ranked.「向全班推送幾何畫圖微課」、「與該學生 5 分鐘面談」——具體、排序、可執行。
AI generation can drift, hallucinate, leak answers, or render broken animations. LightAcade defends against each failure mode with three layers of independent verification before any artefact reaches a student. AI 生成可能漂移、幻覺、洩露答案、產出錯誤動畫。LightAcade 透過三層獨立驗證,於素材送達學生前逐一防範各類失敗模式。
Inputs that fail schema validation never enter the pipeline. Bad data is rejected at the gate.不合規範的輸入直接拒絕——錯誤資料進不了管線。
All external calls go through unified timeout, retry, and circuit-breaker policies. Partial failures degrade gracefully — no avalanche.所有外部調用統一走超時、重試、熔斷策略。部分失敗可優雅降級——絕不雪崩。
Math goes through a symbolic engine. Tutoring replies are reviewed by a second model. Animation gets first/middle/last-frame QA. The generator never validates itself.數學過符號引擎驗算,輔導回覆由第二顆模型復核,動畫做首中尾幀質檢——生成者絕不自證。
Real artefacts produced by LightAcade's AI engines — animation, infographic, and a full set of NotebookLM-style derivative materials, all generated from a single Grade 7 geometry chapter on parallel lines. 以下為 LightAcade AI 引擎實際產出的素材——動畫、資訊圖表,以及完整的衍生學習素材,皆由一份七年級「相交線與平行線」教材自動生成。
When words can't explain, animations can. This is the actual output that the AI delivers when a student stalls past the Socratic dialogue stage.
當文字講不清楚時,動畫接手。此為學生於蘇格拉底對話階段卡關後,AI 實際遞送的動畫成品。
A single-image overview of "parallel lines and angles," generated from the source PDF and reviewed by the teacher in under a minute.
「平行線與角的關係」單圖概覽,由原教材 PDF 自動生成,教師一分鐘內完成審核。
Five interactive artefacts, all from the same source chapter. Open each in a new tab to explore.
五份互動式素材,皆源於同一份教材章節。在新分頁開啟即可體驗。
Note · 注:These interactive demos are currently in Simplified Chinese pending re-localisation.|以下互動 Demo 目前為簡體中文,繁體在地化進行中。
Visual tree of concept relationships across the chapter.章節知識點的樹狀關係視覺化。
Interactive Q/A cards designed for spaced repetition.為間隔重複而設之互動問答卡。
Difficulty-tiered formative assessment with auto-grading.分難度層級之形成性評估,自動批改。
Structured study guide ready for teacher review.結構化學習指南,等待教師審核。
Concept-by-concept structured table view.逐知識點之結構化資料表。
The full 11-section product story, recorded for our 2026 Spring keynote.完整 11 段產品故事,2026 春季發佈會錄製版本。
At the desk, on the couch, in the school corridor — students switch surfaces; LightAcade picks up exactly where they left off, with the same AI tutor, the same memory. 書桌前、客廳沙發、上學途中——學生切換設備,LightAcade 從上次中斷處繼續,由同一位 AI 老師陪伴,記憶連續不斷。
Zero install. The teacher's primary entry point for review and class management.免安裝,亦為教師備課與班級管理之主入口。
Sees the student's handwriting and posture; reminds about sitting and break time.能看見學生的筆跡與姿態,提醒坐姿與休息。
Native math input, offline-capable, parental time controls.數學公式自然輸入,弱網可繼續練習,家長可控時長。
We are recruiting our first cohort of pilot partners — K12 schools, after-school programs, and parent communities — to walk together through the 2026 spring semester. 我們正在招募 2026 春季學期首批試點夥伴——K12 學校、課後輔導機構、家長社群——一同走過這個學期。