Fähigkeiten karpathy-guidelines

📦

karpathy-guidelines

Name: karpathy-guidelines
Author: multica-ai

Inhaltsrevision r1 Sicher ⚙️ Externe Befehle🌐 Netzwerkzugriff

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.

Unterstützt: Claude Codex Code(CC)

🥉 78 Bronze

Mit meinem Agent installieren

Kopieren Sie diese Anfrage in Ihren Agent. Sie enthält die maßgebliche Skill-Seite und das Manifest.

Agent-Anfrage

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.

Ihr Agent sollte weiterhin seinen Plan anzeigen und alle von der Sicherheitsrichtlinie verlangten Bestätigungen anfordern.

Agent-lesbare Ressourcen

Verwenden Sie diese Links, wenn ein KI-Agent, Crawler oder Skript sauberen Kontext benötigt, statt die vollständige Seite zu lesen.

Markdown-Detailseite GET /skills/multica-ai-karpathy-guidelines.md Signiertes manifest GET /api/skills/multica-ai-karpathy-guidelines/manifest Signiertes lockfile GET /api/skills/multica-ai-karpathy-guidelines/lockfile

Testen

„karpathy-guidelines“ wird verwendet. Add email validation to the existing registration flow.

Erwartetes Ergebnis:

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.

„karpathy-guidelines“ wird verwendet. Refactor the notification service.

Erwartetes Ergebnis:

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.

„karpathy-guidelines“ wird verwendet. Fix the duplicate invoice bug.

Erwartetes Ergebnis:

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.

Sicherheitsaudit

Sicher

v1 • 26.8.2026 Versionsbericht öffnen

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.

Gescannte Dateien

Analysierte Zeilen

Prüfelemente

Falschmeldungen ignoriert

Risikofaktoren

⚙️ Externe Befehle (1)

SKILL.md:61-65

🌐 Netzwerkzugriff (1)

SKILL.md:9

Das letzte abgeschlossene statische und semantische Audit erkannte keine bestätigten Sicherheitsbefunde. Dies beweist nicht, dass der Skill keine Nebenwirkungen hat.

Geprüft von: codex

Diesen Bericht teilen & zitieren

Teile den versionierten Bewertungsbericht, das neutrale Badge, die Einbettungskarte und Zitate. Skillstore berichtet Nachweise, ohne zu entscheiden, ob dieser Skill sicher ist.

Versionsbericht öffnen

Berichtslink kopieren

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

Markdown-Badge

[![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-Badge

<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>

Einbettungskarte

<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>

Wissenschaftliche Zitate (APA · BibTeX · CFF)

APA-Zitat

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-Zitat

@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-Score

Warum dieser Score Evidenzvertrauen: Mittel

Architektur

Wartbarkeit

Inhalt

Gemeinschaft

Spezifikationskonformität

Was Sie erstellen können

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.

Diese Prompts ausprobieren

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.

Bewährte Praktiken

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.

Vermeiden

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.

Häufig gestellte Fragen

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.

Entwicklerdetails

Autor

multica-ai

Lizenz

MIT

Skillstore-Revision

Versionshinweis

Der Autor hat keine Version angegeben.

Repository

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

Ref.

f1dbc1c1b6e8b1818b478bdfb1edcbf468d75bc0

Aktualität der Wartung

26.8.2026

Nutzung

0 Downloads · 0 Aufrufe

Dateistruktur

📄 SKILL.md