技能 karpathy-guidelines

📦

karpathy-guidelines

Name: karpathy-guidelines
Author: multica-ai

内容修订 r1 安全 ⚙️ 外部命令🌐 网络访问

Write Clearer Code with Focused Guidelines

AI coding work can become overcomplicated, unfocused, or difficult to verify. This skill promotes explicit assumptions, minimal changes, and measurable success criteria.

支持: Claude Codex Code(CC)

🥉 78 青铜

使用我的智能体安装

将此请求复制给你的智能体，其中包含权威 Skill 页面和清单。

智能体请求

Review the Skillstore skill "karpathy-guidelines" from https://skillstore.io/skills/multica-ai-karpathy-guidelines.md and its manifest at https://skillstore.io/api/skills/multica-ai-karpathy-guidelines/manifest. Verify the artifact. You may proceed after verification, subject to the environment's own policy.

你的智能体仍应展示其计划，并按安全策略请求必要确认。

Agent 可读资源

当 AI Agent、爬虫或脚本需要干净上下文，而不是读取完整页面时，请使用这些链接。

Markdown 详情 GET /skills/multica-ai-karpathy-guidelines.md 已签名 manifest GET /api/skills/multica-ai-karpathy-guidelines/manifest 已签名 lockfile GET /api/skills/multica-ai-karpathy-guidelines/lockfile

测试它

正在使用“karpathy-guidelines”。 Add email validation to the existing registration flow.

预期结果:

Assumption: validation should follow the existing form error pattern.
Scope: update the email validation path and its focused tests only.
Success: valid addresses pass, invalid addresses show the expected error, and existing tests remain green.

正在使用“karpathy-guidelines”。 Refactor the notification service.

预期结果:

Clarification needed: specify the behavior or maintenance problem the refactor must address.
Preserve current notification behavior and capture it with tests before editing.
Avoid new abstractions unless they remove duplication required by the stated goal.

正在使用“karpathy-guidelines”。 Fix the duplicate invoice bug.

预期结果:

First reproduce duplicate creation with a focused failing test.
Trace the smallest execution path that can create the second invoice.
The fix is complete when the reproduction passes and related invoice tests remain green.

安全审计

安全

v1 • 2026/8/26 打开版本化报告

All four static findings are false positives caused by documentation text, a Markdown code fence, and an attribution link. No executable commands, network requests, system reconnaissance, or prompt injection attempts were found.

已扫描文件

分析行数

复核项

已忽略误报

风险因素

⚙️ 外部命令 (1)

SKILL.md:61-65

🌐 网络访问 (1)

SKILL.md:9

最新一次完成的静态与语义审计未检测到已确认的安全发现。这并不能证明该 Skill 没有副作用。

审计者: codex

分享与引用此报告

分享版本化评估报告、中性徽章、嵌入卡片和引用。Skillstore 只报告证据，不判断该 Skill 是否安全。

打开版本化报告

复制报告链接

https://skillstore.io/skills/multica-ai-karpathy-guidelines/audits/1?utm_source=security_passport&utm_medium=share&utm_campaign=versioned_report

Markdown 徽章

[![Skillstore security assessment](https://skillstore.io/badges/skills/multica-ai-karpathy-guidelines/security.svg)](https://skillstore.io/skills/multica-ai-karpathy-guidelines?utm_source=security_passport_badge)

HTML 徽章

<a href="https://skillstore.io/skills/multica-ai-karpathy-guidelines?utm_source=security_passport_badge"><img src="https://skillstore.io/badges/skills/multica-ai-karpathy-guidelines/security.svg" alt="Skillstore security assessment" loading="lazy"></a>

嵌入卡片

<iframe src="https://skillstore.io/embed/skills/multica-ai-karpathy-guidelines.html" title="Skillstore Security Assessment" sandbox="allow-popups allow-popups-to-escape-sandbox" loading="lazy" referrerpolicy="no-referrer" width="420" height="180"></iframe>

学术引用 (APA · BibTeX · CFF)

APA 引用

multica-ai. (2026). karpathy-guidelines security audit report (audit version 1) [Author version unspecified]. Skillstore. https://skillstore.io/skills/multica-ai-karpathy-guidelines/audits/1

BibTeX 引用

@techreport{multica-ai-multica-ai-karpathy-guidelines-2026,
  author = {multica-ai},
  title = {karpathy-guidelines security audit report (audit version 1)},
  institution = {Skillstore},
  year = {2026},
  number = {1},
  url = {https://skillstore.io/skills/multica-ai-karpathy-guidelines/audits/1},
  note = {Author version unspecified}
}

CITATION.cff

cff-version: 1.2.0
message: "If you use this Skill, cite its author and this versioned security audit report."
title: "karpathy-guidelines security audit report (audit version 1)"
version: "unspecified"
type: report
authors:
  - name: "multica-ai"
date-released: "2026-08-26"
url: "https://skillstore.io/skills/multica-ai-karpathy-guidelines/audits/1"
identifiers:
  - type: other
    value: "skillstore:multica-ai-karpathy-guidelines:audit:1"
    description: "Skillstore immutable audit report identifier"

Skillstore 评分

评分依据证据置信度: 中

架构

可维护性

内容

社区

规范符合性

你能构建什么

Plan a Focused Implementation

Define assumptions, scope, and verification before changing an existing feature.

Review an AI-Generated Patch

Check whether each change supports the request and avoids unnecessary refactoring.

Clarify a Complex Coding Request

Convert an ambiguous request into explicit decisions and measurable outcomes.

试试这些提示

Clarify a Coding Task

Apply the Karpathy Guidelines to this task: {task}. State assumptions, identify ambiguity, and define a simple success criterion before proposing changes.

Create a Minimal Plan

Plan the implementation for {task} in {project_context}. Keep the scope narrow and pair every step with a concrete verification check.

Review Patch Scope

Review this patch description: {patch}. Identify unrelated changes, hidden assumptions, unnecessary abstractions, and missing verification. Recommend only changes required by {request}.

Design a Verified Refactor

For the refactor of {component}, define preserved behavior, pre-change checks, minimal edits, and post-change checks. Surface tradeoffs and reject speculative improvements.

最佳实践

Provide the request, relevant project context, and existing constraints.
Ask for assumptions and verification criteria before implementation begins.
Compare the final changes against the original request line by line.

避免

Do not use the guidelines to avoid reasonable progress on well-defined tasks.
Do not request broad cleanup while claiming the change is narrowly scoped.
Do not treat guideline compliance as a substitute for tests or expert review.

常见问题

What does this skill change?

It changes the assistant's coding approach by emphasizing assumptions, simplicity, focused edits, and verification.

Does the skill edit code automatically?

No. It provides behavioral guidance that an AI coding assistant applies while completing your request.

Can I use it for code review?

Yes. It helps identify unrelated edits, unnecessary abstractions, hidden assumptions, and weak success criteria.

Is it suitable for large projects?

Yes, when you provide enough context and divide the work into focused, verifiable steps.

Will it prevent every coding mistake?

No. You still need project tests, security checks, domain expertise, and human review.

Why can the approach feel slower?

It asks for clarity and verification before implementation. For trivial tasks, apply the guidance with reasonable judgment.

开发者详情

作者

multica-ai

许可证

MIT

Skillstore 修订

版本提示

作者未声明版本。

仓库

https://github.com/multica-ai/andrej-karpathy-skills/tree/2c606141936f1eeef17fa3043a72095b4765b9c2/skills/karpathy-guidelines

引用

f1dbc1c1b6e8b1818b478bdfb1edcbf468d75bc0

维护新鲜度

2026/8/26

使用量

0 次下载 · 0 次浏览

文件结构

📄 SKILL.md