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DeepTutor 轻量辅导台

融合 HKUDS/DeepTutor（arXiv:2604.26962）与 THU-MAIC/OpenMAIC（JCST 2026）的开源思路，在 WorkBuddy 内实现免外部 key 的轻量个性化辅导台。 港大版提供：混合个性化引擎（静态 RAG grounding + 动态学习者记忆）、L1/L2/L3 三层可检视记忆 + 记忆图谱、难度校准出题、引用溯源辅导、多引擎 RAG。 清华版提供：多智能体课堂角色（导师/助教/多人格同学/编排）、认知学生建模、布鲁姆分类法/ZPD/UDL 教育理论底座、圆桌辩论多视角理解。 本技能把两者压成可运行的辅导工作流：三层记忆 + 认知掌握度模型(BKT-lite) + 教育理论校准的难度出题 + 多视角圆桌 + 引用溯源 + 可选可视化讲解 + 主动复习触发 + Anki 直推。 适用：长期个性化一对一/小班陪学（化学/任意学科）；薄弱点被记住、被针对、被多视角辨析；讲解必须溯源；题落在最近发展区。 不适用：纯摘要/一次性解题（直接答）；仅排计划（路由 xuexi-zhidao）；仅转卡（路由 anki制作）。 trigger 词（中英）：个性化辅导 / 记住他的薄弱点 / 针…

Identity and source

Publisher attributionshenxianxuexifaregistry owner unverified by skillvetai
Functional categorySearch, Research & Knowledgeautomatically inferred · 53% rule confidence
Package forminstruction bundle3 recorded files
Canonical sourceClawHub registryclawhub:shenxianxuexifa:deeptutor-lite
Open canonical source ↗

Platform declarations

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OpenClawnative officialProvenance: registry distribution

Independent structural checks

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Claude Codepasses structure
Checker 0.1.0 · agent-skills-2026-08-13+claude-code-docs-2026-08-13 · 8/14/2026.claude/skills/deeptutor-lite

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

OpenAI Codexpasses structure
Checker 0.1.0 · agent-skills-2026-08-13+codex-docs-2026-08-13 · 8/14/2026.agents/skills/deeptutor-lite

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

OpenClawpasses structure
Checker 0.1.0 · agent-skills-2026-08-13+openclaw-docs-2026-08-13 · 8/14/2026skills/deeptutor-lite

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

Installation and inspection

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clawhub install @shenxianxuexifa/deeptutor-lite
clawhub inspect @shenxianxuexifa/deeptutor-lite --version 2.2.0

Security evidence

SkillVetAI static result: no findings detected

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Status
completed
Coverage
full text content
Files
3 / 3 inspected as text
Checked
8/14/2026, 7:24:51 AM
Scanner
0.1.3
Policy
1.0.3
External clawhub result: clean

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Evidence checked
8/14/2026, 7:18:38 AM
Release binding
Matches this record
  • llm: clean

Recorded files

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Package content hashsha256:a4c4c9d10f39e5c321950b35f9f889b65f36ee5a1374e64477975cb02e2b9e1a
Show up to 3 recorded paths
  • README.md
  • SKILL.md
  • test-prompts.json

Source changelog

首版发布：融合港大DeepTutor与清华OpenMAIC的免key个性化辅导台，含三层记忆/BKT掌握度/难度校准出题/多视角圆桌/引用溯源/Anki直推