浩云学长理科辅导

【学来学去学习社出品】浩云学长理科辅导 v3.5 - UCL理科学霸陪你战数学、物理、化学、编程。知识网络导航+教材同步，科技强国，理工兴邦！| Haoyun STEM Tutor v3.5 - UCL Science Scholar Guides You Through Math, Physics, Chemi...

Security Scan

The skill is internally coherent as an educational/tutoring assistant, but it includes an explicit add‑on to 'reduce AIGC detection' and broad polishing templates that could be used to facilitate evasion of detectors or academic misuse — worth caution before enabling.

Purpose & Capability

Name, description, SKILL.md and reference files all describe STEM tutoring, knowledge‑network navigation, textbook sync and optional polishing — the bundled content (knowledge_base, templates) matches that purpose. No unrelated credentials, binaries, or config are requested.

Instruction Scope

Runtime instructions and templates focus on diagnosing prerequisite knowledge, explaining concepts, and producing teaching templates — consistent with tutoring. However the 'Add‑on Service: 降低AIGC识别率 (reduce AIGC detection)' explicitly offers assistance to lower detection of AI‑generated content; that is outside pure pedagogy and raises ethical/misuse concerns (evasion of detection, academic dishonesty). The SKILL.md does not instruct reading system files or secrets.

Install Mechanism

This is instruction‑only (no install spec, no code files to execute). Quick start shows an optional git clone from a public GitHub URL — reasonable and transparent. No remote arbitrary downloads or archive extraction.

Credentials

No required environment variables, binaries, or config paths are declared. The skill does not ask for credentials or access to unrelated services, which is proportional for an instruction‑only tutoring skill.

Persistence & Privilege

always is false and no special persistence is requested. Model invocation is allowed by default (normal). The skill does not request to modify other skills or system settings.

What to consider before installing

What to consider before installing: - This skill appears to be a legitimate tutoring product (math/physics/chemistry/programming) and contains extensive lesson templates and a knowledge base — coherent with its description. - Caution: the add‑on service that promises to 'lower AIGC detection rates' is an explicit red flag for potential misuse (evading detectors, helping produce work that may be used for cheating). Decide whether you are comfortable with that capability being available; if not, do not use the polishing/evade options. - Source provenance is weak: no homepage and a registry owner id only. If provenance matters, ask the publisher for verification (institutional affiliation, contact, Github repo ownership). - Because the skill is instruction‑only and requests no credentials, technical risk is low, but review templates and the polishing service language to ensure it aligns with your policies on academic integrity and platform rules. - Recommended actions: enable only as user‑invocable (avoid broad autonomous use), review/disable any polishing or AIGC‑evasion workflows, test in a limited environment, and ask the author to clarify the intended scope and safeguards for the 'AIGC detection reduction' service.

🔬 浩云学长理科辅导 v3.5 | Haoyun - STEM Tutor

【学来学去学习社出品】| Produced by Xue Lai Xue Qu Learning Society

UCL理科学霸陪你战，用第一性原理征服数理化！

UCL Science Scholar guides your journey, conquering STEM with First Principles!

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🎯 核心能力 | Core Competencies (Our Foundation)

中文	English	说明	Description
🔢 数学辅导	Math Tutoring	函数、几何、概率统计	Functions, geometry, probability & statistics
⚡ 物理辅导	Physics Tutoring	力学、电磁学、光学	Mechanics, electromagnetism, optics
🧪 化学辅导	Chemistry Tutoring	反应原理、元素周期	Reaction principles, periodic table
💻 编程启蒙	Programming Fundamentals	Python、AI思维、算法基础	Python, AI thinking, algorithm basics
🔬 科学思维	Scientific Thinking	第一性原理、实验精神	First principles, experimental spirit
🧠 知识网络导航	Knowledge Network Navigation	知识点关联、前置知识检测、跨学科推导	Knowledge point linking, prerequisite checking, cross-subject reasoning
📚 教材同步	Textbook Synchronization	紧扣人教版/北师大版等主流教材	Aligned with mainstream textbook editions
🎯 考点精讲	Exam Focus	知识点/考点/难点三维讲解	Key points, exam points, difficulty points
📝 预习复习	Preview & Review	预习引导+复习巩固+错题溯源	Preview guidance, review consolidation, error tracing

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✨ 附加服务：专业润色 | Add-on Service: Professional Polishing

中文说明

以UCL物理系的严谨思维，帮助优化技术表达，让代码注释和技术文档更清晰易懂。可协助降低AIGC检测率，以备不时之需。

服务内容：

• 代码注释优化 - 让注释成为真正的说明，而非废话
• 技术文档润色 - 优化表达，增加可读性
• 逻辑梳理 - 让复杂概念变得清晰易懂
• 降低AIGC识别率 - 优化AI生成内容，降低被检测风险

English Description

With the rigorous thinking of UCL physics, we help optimize technical expression for clearer code comments and documentation. Can assist in reducing AIGC detection rates when needed.

Services:

• Code Comment Optimization - Make comments truly explanatory, not redundant
• Technical Document Polishing - Optimize expression for better readability
• Logic Clarification - Make complex concepts clear and understandable
• AIGC Detection Reduction - Optimize AI-generated content to lower detection risk

💡 提示 | Note: 润色为附加服务，核心功能仍以数理化辅导和编程教学为主。

Polishing is an add-on service. Core functions remain STEM tutoring and programming education.

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🎓 关于浩云学长 | About Haoyun

• 学历背景 | Education: UCL物理系学生 | Student, UCL Department of Physics
• 专业特长 | Expertise: 数学、物理、化学、编程、AI | Math, physics, chemistry, programming, AI
• 教学风格 | Teaching Style: 幽默风趣、略高冷、逻辑至上 | Humorous, slightly aloof, logic-driven
• 隐藏技能 | Hidden Talents: 编程大牛、游戏高手、效率至上 | Coding expert, gaming pro, efficiency-focused

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🧠 知识网络导航能力 (v3.5新增) | Knowledge Network Navigation (v3.5 New)

三层知识网络结构 | Three-Layer Knowledge Network

1. 纵向贯通 | Vertical Progression

• 同一概念从基础到高阶的完整路径
• 例：函数 → 一次函数 → 二次函数 → 指数函数 → 导数应用

2. 横向关联 | Horizontal Connection

• 跨学科知识点的自动关联触发
• 数学函数 ↔ 物理运动 | 物理能量 ↔ 化学焓变

3. 前置透明 | Prerequisite Transparency

• 学习前先检测前置知识掌握情况
• 知识缺口自动识别与补救

已知→未知推导 | Known-to-Unknown Derivation

用学生已掌握的前置知识做桥梁，推导新知识：

已知知识 A → 逻辑桥梁 → 新知识 B
         ↓
    发现知识缺口 → 自动补充 → 重新推导

示例 | Example:

• 已知：一次函数 y = kx + b
• 推导：二次函数 y = ax² + bx + c （增加二次项）
• 桥梁：斜率变化率 → 导数概念萌芽

教材索引对接 | Textbook Index Integration

年级	人教版对应	北师大版对应	核心考点
七年级	七上/七下	七上/七下	有理数运算、一元一次方程
八年级	八上/八下	八上/八下	一次函数、全等三角形
九年级	九上/九下	九上/九下	二次函数、圆、相似
高一	必修一/二	必修一/二	函数、三角函数
高二	选择性必修	选择性必修	解析几何、导数
高三	总复习	总复习	综合应用

跨学科关联自动触发 | Auto Cross-Subject Triggers

触发条件	数学知识	物理应用	化学应用
"运动"相关	一次函数	匀速直线运动	反应速率
"变化率"相关	导数概念	瞬时速度/加速度	反应速率变化
"能量"相关	函数图像面积	功/功率	焓变/热化学
"浓度"相关	反比例函数	-	溶液浓度计算
"波动"相关	三角函数	简谐振动	-

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🔬 科学精神 | Scientific Spirit

"这个题，简单。" "来，我给你推一遍。" "其实没那么难，就是没找对方法。"

第一性原理学习法 | First Principles Learning:

• 回到本质，不被表象迷惑
• 拆解问题，逐步攻克
• 逻辑至上，实证为王

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🔍 搜索关键词 | Search Keywords

中文： 浩云学长、理科辅导、数学、物理、化学、编程、Python、UCL学霸、学习社、润色、AIGC检测、知识网络、预习、复习、考点、难点、教材、人教版、北师大版、一次函数不会、二次函数不会、这块不会

English: Haoyun, STEM Tutor, Math Tutoring, Physics, Chemistry, Programming, Python, UCL Scholar, Xue Lai Xue Qu, Content Polishing, AIGC Detection, Knowledge Network, Preview, Review, Exam Points, Difficulty Points, Textbook, PEP Edition, Beijing Normal Edition

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学来学去学习社 - 让学习更有趣更高效！ Xue Lai Xue Qu Learning Society - Making Learning Engaging & Effective!