Adaptive K-12 Mathematics · Bilingual EN / 中文自适应 K-12 数学 · 中英双语
Light the mind, don't just feed the answer. 点亮思维，而非灌输答案。
MATH HOPE is the mathematics program inside the RUDO Learning Hub. An adaptive engine meets every child at their level — building real understanding from Kindergarten through Grade 12, in English and Chinese. 光希数学是 RUDO 伴学™ 学习中枢的数学课程。自适应引擎在每个孩子的真实水平上因材施教 —— 从幼儿园到高中（K-12），中英双语，把数学变成翅膀而非绊脚石。
Every child holds boundless potential — math is the key that unlocks it. 每个孩子都蕴藏无限潜能，而数学是开启潜能的钥匙。
How it works如何运作
A learning loop that adapts as your child answers随答随调的自适应学习闭环
Instead of a fixed worksheet, the engine continuously estimates ability and picks the next problem — so it is never too easy to be boring, nor too hard to give up.不是一张固定的练习卷，而是持续评估能力、动态选题 —— 既不会"太简单无聊"，也不会"太难放弃"。
Assess评估能力
An Item Response Theory (2PL) model estimates the ability level behind each answer, not just right-or-wrong.基于项目反应理论（IRT 2PL）模型，从每次作答估计真实能力值，而不仅是对错。
Select智能选题
The next problem is chosen to match — targeting the edge of what the learner can just about do.据此挑选下一题，精准命中"跳一跳够得着"的难度边界。
Explain可视讲解
Concepts are shown, not just told — with generated math animations and curated visual lessons.概念用"看得见"的方式讲：自动生成的数学动画 + 精选可视化课程。
Adjust动态调整
Weak spots feed a review queue with spaced repetition, so understanding sticks over time.薄弱点进入错题复习队列，配合间隔重复记忆，让理解真正留存。
What's inside核心能力
Built for real understanding, K through 12为真正的理解而造 · 覆盖 K-12
Every capability below is implemented in the platform today.以下每一项都是平台已实现的能力。
Adaptive engine (IRT 2PL)自适应引擎（IRT 2PL）
The same family of models used by major standardized tests, applied to personalize each child's path.与主流标准化考试同源的能力模型，用于为每个孩子定制学习路径。
Large K-12 practice bankK-12 大规模题库
Tens of thousands of practice problems across every grade, each tagged to a Common Core (CCSS) knowledge point.覆盖各年级的数万道练习题，每题标注 Common Core（CCSS）知识点。
Knowledge graph知识图谱导航
Topics are mapped as a structured graph, so learning paths follow real prerequisites — not page order.知识以结构化图谱组织，学习路径遵循真实的前置关系，而非教材页码顺序。
Visual teaching & animation可视化教学与动画
Auto-generated math animations and a curated video library help abstract ideas become intuitive.自动生成的数学动画 + 精选教学视频库，让抽象概念变得直观。
AI diagnosis & tutorAI 诊断与陪学导师
Mistakes are analyzed for the underlying gap, and a patient AI tutor guides the next step.对错题分析背后的知识缺口，由一位有耐心的 AI 导师引导下一步。
Motivation & streaks游戏化激励
XP, levels, badges and daily streaks turn steady practice into a habit worth keeping.经验值、等级、徽章与连胜奖励，把持续练习变成可坚持的习惯。
Parent & teacher dashboards家长与教师面板
One place to follow progress, mastery and time-on-task — across several children if needed.一站式追踪进度、掌握度与学习时长 —— 需要时可覆盖多个孩子。
Truly bilingual真正的双语
English and Chinese question banks and interface — switch seamlessly for international families.中英文题库与界面无缝切换，为国际化家庭而设计。
Spaced repetition review间隔重复复习
A smart error book resurfaces past mistakes at the right moment, so gaps close for good.智能错题本在恰当的时机重现旧错，让缺口真正被补上。
Who it's for适合谁
Families who take math seriously认真对待数学的家庭
Bilingual & international families双语与国际化家庭
Keep Chinese strong while mastering math in English — one platform, both languages.在用英文精通数学的同时保持中文能力 —— 一个平台，两种语言。
Kids who need the right level需要"对的难度"的孩子
Whether ahead or catching up, the engine meets them where they actually are.无论超前还是追赶，引擎都在他们真实的水平上开始。
Competition & enrichment paths竞赛与拓展路径
Structured practice that can extend toward challenge problems and contest prep.结构化练习可向挑战题与竞赛准备延伸。
Multi-child households多子女家庭
Follow every child's progress from a single parent dashboard.在一个家长面板里追踪每个孩子的进度。
Plans方案
Simple plans, one free trial to start清晰的方案，先免费试用
Published program pricing shown below. Enrollment is opening in stages — start a trial or join the waitlist and we'll confirm your seat.下方为课程公布的定价。招生正分阶段开放 —— 先试用或加入等候名单，我们会与您确认名额。
For one child单个孩子
- Full adaptive practice bank完整自适应题库
- Personalized learning path个性化学习路径
- Progress & mastery reports进度与掌握度报告
- Full video & animation library视频与动画课程全解锁
Up to 3 children最多 3 个孩子
- Three independent child accounts3 个独立孩子账号
- Everything in Premium, per child每个孩子享全部精英功能
- Unified parent dashboard统一家长总览面板
- Sibling progress overview兄弟姐妹进度对比
Personal tutoring专属辅导
- Live 1-on-1 sessions真人 1对1 授课
- Custom teaching plan个性化教学方案
- Competition prep (AMC / AIME)竞赛辅导（AMC / AIME）
- Weekly review & planning每周复盘与规划
indicative pricing定价以最终确认为准 · Every plan begins with a free trial. No student counts, scores or testimonials on this page are invented. · 每个方案均以免费试用开始。本页不含任何编造的学员数、成绩或用户评价。
Start your child's math journey开启孩子的数学之旅
Begin with a free trial, or join the waitlist for the next enrollment window. We'll help you pick the right starting level.先从免费试用开始，或加入下一轮招生的等候名单。我们会帮您选择合适的起点。
Contact 联系我们 premium@lighthope.ai