Навыки karpathy-guidelines

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karpathy-guidelines

Name: karpathy-guidelines
Author: multica-ai

Ревизия содержимого r1 Безопасно ⚙️ Внешние команды🌐 Доступ к сети

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.

Поддерживает: Claude Codex Code(CC)

🥉 78 Бронза

Установить с помощью моего Агента

Скопируйте этот запрос в своего Агента. Он содержит каноническую страницу Skill и манифест.

Запрос агента

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.

Ваш Агент по-прежнему должен показать план и запросить все подтверждения, требуемые политикой безопасности.

Ресурсы для AI-агентов

Используйте эти ссылки, когда AI-агенту, crawler или script нужен чистый контекст вместо полной страницы.

Markdown-детали GET /skills/multica-ai-karpathy-guidelines.md Подписанный manifest GET /api/skills/multica-ai-karpathy-guidelines/manifest Подписанный lockfile GET /api/skills/multica-ai-karpathy-guidelines/lockfile

Протестировать

Использование «karpathy-guidelines». Add email validation to the existing registration flow.

Ожидаемый результат:

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.

Использование «karpathy-guidelines». Refactor the notification service.

Ожидаемый результат:

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.

Использование «karpathy-guidelines». Fix the duplicate invoice bug.

Ожидаемый результат:

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.

Аудит безопасности

Безопасно

v1 • 26.08.2026 Открыть версионный отчет

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.

Просканировано файлов

Проанализировано строк

Пункты проверки

Ложные срабатывания проигнорированы

Факторы риска

⚙️ Внешние команды (1)

SKILL.md:61-65

🌐 Доступ к сети (1)

SKILL.md:9

Последний завершенный статический и семантический аудит не обнаружил подтвержденных проблем безопасности. Это не доказывает отсутствие побочных эффектов у навыка.

Аудитор:: codex

Поделиться и цитировать этот отчет

Делитесь версионным отчетом об оценке, нейтральным значком, встраиваемой карточкой и цитатами. Skillstore публикует доказательства, не решая, безопасен ли этот Skill.

Открыть версионный отчет

Копировать ссылку на отчёт

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

Значок Markdown

[![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)

Значок HTML

<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>

Встраиваемая карточка

<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>

Академические ссылки (APA · BibTeX · CFF)

Цитата APA

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

Цитата BibTeX

@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"

Оценка Skillstore

Почему такая оценка Достоверность доказательств: Средний

Архитектура

Сопровождаемость

Контент

Сообщество

Соответствие спецификации

Что вы можете построить

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.

Попробуйте эти промпты

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.

Лучшие практики

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.

Избегать

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.

Часто задаваемые вопросы

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.

Сведения для разработчиков

Автор

multica-ai

Лицензия

MIT

Ревизия Skillstore

Примечание о версии

Автор не указал версию.

Репозиторий

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

Ссылка

f1dbc1c1b6e8b1818b478bdfb1edcbf468d75bc0

Актуальность поддержки

26.08.2026

Использование

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Структура файлов

📄 SKILL.md