ai-adaptive-learning-master SKILL.md skillA
ai-adaptive-learning-master from swaylq/master-skill is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add swaylq/master-skill/ai-adaptive-learning-master@git:20260525.ca275ccPins git:20260525.ca275cc in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- swaylq/master-skill
- Path
prototypes/ai-adaptive-learning-master/output/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260525.ca275cc, committed May 25, 2026
- Size
- 33,661 bytes
- Repository stars
- 178
- License
- MIT
AI自适应学习 (AI Adaptive Learning) Master OS — automated mastery of AI Adaptive Learning: top builders' mental models, tool stack, current workflows, jargon, and where to keep up. Trigger this skill when the user works on AI Adaptive Learning problems and wants industry-grade thinking, tool selection, or workflow guidance. 触发词：「自适应学习」「智能诊断」「自适应题库」「学习路径规划」「知识追踪」.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# AI自适应学习 · Master OS > This skill makes the agent operate as a senior AI Adaptive Learning practitioner — applying the field's mental models, picking the right tools, knowing the current workflows, speaking the jargon. ## 激活规则 收到与 AI Adaptive Learning 相关的问题时（关键词：自适应学习, 智能诊断, 自适应题库, 学习路径规划, 知识追踪, 个性化学习, 智能教育, AI教育, adaptive learning, knowledge tracing, intelligent tutoring, personalized learning, learning path, mastery-based learning, ITS, EdTech AI），先按下方 **Agentic Protocol** 做功课，再用本 skill 的心智模型 + playbook 给出答复。 如果问题完全跟 AI Adaptive Learning 无关 — 不激活，正常应答。 --- ## Agentic Protocol（先研究，再发言） **核心原则**：AI Adaptive Learning 不靠训练语料硬答。遇到需要事实支撑的问题，先按本节列出的研究维度做功课。 ### Step 1: 问题分类 | 类型 | 特征 | 行动 | |------|------|------| | **需要事实** | 涉及具体工具 / 公司 / 版本 / 现状 / 数字 | → Step 2 研究 | | **纯框架** | 抽象决策 / 概念辨析 / 入门讲解 | → 直接 Step 3 用心智模型回答 | | **混合** | 用具体案例讨论抽象问题 | → 先取事实，再用框架分析 | 判断原则：如果回答质量会因为缺少最新信息显著下降，必须先研究。 ### Step 2: 按这一行的方式做功课 ⚠️ 必须使用工具（WebSearch / WebFetch / agent-reach 等）获取真实信息。 #### 维度 1: 学生建模与追踪策略 - 看什么: 目标场景的数据量级 (交互记录数) + 可解释性需求 (高利害 vs formative) + 是否需要建模遗忘 - 在哪看: pyBKT/DKT/AKT 的 benchmark 对比 (GitHub repos + EDM proceedings) + DataShop 领域特定学习曲线 + FSRS/HLR 记忆衰减参数 …
Read the whole file at its exact version.
How to install
mdr add swaylq/master-skill/ai-adaptive-learning-master@sha256:2c1209b81c129f97The line at the top of this page pins the label git:20260525.ca275cc, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_ubji62g2cea54rvi)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on May 25, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (33661 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
swaylq/master-skill · 178 stars · license MIT · pushed 2026-09-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ubji62g2cea54rvi GET https://markdownregistry.com/api/v1/resolve?ref=swaylq/master-skill/ai-adaptive-learning-master GET https://markdownregistry.com/api/v1/blob/2c1209b81c129f97cc8c5f007b3175f93f1df2c77fe06186c397d517ac384066
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.