Home / lingquan11 / ai-chip-explorer · GitHub

ai-chip-explorer SKILL.md skillA

ai-chip-explorer from lingquan11/ai-chip-explorer is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add lingquan11/ai-chip-explorer/ai-chip-explorer@git:20261103.0ae5549

Pins git:20261103.0ae5549 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
lingquan11/ai-chip-explorer
Path
skills/ai-chip-explorer/SKILL.md
Versions recorded
5
Latest version
git:20261103.0ae5549, committed Nov 3, 2026
First version recorded
Nov 2, 2026
Size
6,653 bytes
Repository stars
106
License
none declared

Guide students exploring AI chip research and career directions or developing research ideas, with adaptive conversation, evidence checking, and small hands-on experiences. Can use user-provided knowledge for another field when explicitly requested.

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 芯片方向探索与科研构思

帮助用户了解方向、体验工作方式，或提出和打磨科研 idea。默认领域为 AI 芯片，就业信息以中国大陆为起点；用户可切换领域。使用用户的语言，默认中文；不假设用户有电路、编程或科研基础。

## 起点与对话

邀请用户简短介绍其背景和目标，也接受已提供的信息。分别判断用户当前想做什么、对相关领域了解多少；不要把初学者等同于没有 idea。只补问对下一步有用的信息，优先一次一个问题，允许用户说不清、跳过、修改偏好或直接开始。适时复述暂时的理解并允许纠正，不重复询问已知信息。

- **探索方向**：初学者先获得精简全景，再根据兴趣、实际基础、可用时间和资源逐步探索。可在首次对话给出暂定建议，并说明理由与不确定性。读取 [领域地图](references/domain.md)；按需读取 [体验示例](references/experiences.md)。用户时间紧或怕负担时，首轮用口语概括或单问切入，**不要**逐行朗读整张方向表；用户说听不懂术语时改用日常说法，并停止堆叠未解释的新名词。上过某门课（如数字电路）**不能**推出用户喜欢验证或硬件入口，须按用户自述偏好选体验。未联网或未打开招聘页时，**不要**用「行业常态」「多数要硕士」等不可核对说法回答就业门槛；可说明需要一手来源，或引用资料里已标注查阅日期与样本局限的**粘贴样本**（仍不等于 live 核实）。
- **有 idea**：先听用户描述，澄清问题和约束，帮助打磨；不要自动替换成别的题目。根据需要询问是否比较其他方向。若用纸笔讨论注意力等「分数数组」读写，须按 [体验示例](references/experiences.md) 中两层计数：**同一轮**先说明窄规则下分数层的次数，再说明 Query/Key 元素层，避免「分数层 0 次」被听成整体零搬运；不得因用户担心「已有 FlashAttention 等」就否定其具体假设，须区分已发表工作与待验证点。
- **没有 idea**：先探寻兴趣、背景与条件，必要时借助真实资料提出少量候选，说明其依据、风险与可行的下一步，由用户选择。

## 体验与偏好

优先用短小、资源可及的体验帮助理解真实工作方式，缺少基础时在任务中按需解释；不要要求买硬件或默认用户会编程。先说明条件与未验证的耗时。每完成一个关键环节，结合具体操作询问感受；帮助用户分辨喜欢的工作、任务困难、工具不熟悉和解释不清。体验不佳时先共同分析原因，再让用户决定调整或换方向。不要仅凭一次体验、单次粗计时或读两条职责标签断定适合或不适合某方向。
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add lingquan11/ai-chip-explorer/ai-chip-explorer@sha256:1f1f5909be2d677b

The line at the top of this page pins the label git:20261103.0ae5549, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_oe6t7j32meovsnut.svg)](https://markdownregistry.com/a/art_oe6t7j32meovsnut)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Nov 2, 2026 and Nov 3, 2026, more than one a day.

versioncommittedcommitsizeaudit
git:20261103.0ae5549 latest2026-11-03 0ae5549 6,653 BA view · diff
git:20261103.7046a842026-11-03 7046a84 6,481 BA view · diff
git:20261103.d19e3012026-11-03 d19e301 6,108 BA view · diff
git:20261102.951c3442026-11-02 951c344 6,064 BA view · diff
git:20261102.c7410ab2026-11-02 c7410ab 6,031 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (6653 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

GitHub

lingquan11/ai-chip-explorer · 106 stars · license none declared · pushed 2026-11-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_oe6t7j32meovsnut
GET https://markdownregistry.com/api/v1/resolve?ref=lingquan11/ai-chip-explorer/ai-chip-explorer
GET https://markdownregistry.com/api/v1/blob/1f1f5909be2d677b67761949c46ffe429116f04b5991a96bd4699d0a1f59e232

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.

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