Habilidades karpathy-guidelines

📦

karpathy-guidelines

Name: karpathy-guidelines
Author: multica-ai

Revisión del contenido r1 Seguro ⚙️ Comandos externos🌐 Acceso a red

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.

Compatible con: Claude Codex Code(CC)

🥉 78 Bronce

Instalar con mi Agente

Copia esta solicitud en tu Agente. Incluye la página canónica del Skill y el manifiesto.

Solicitud de agente

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.

Tu Agente debe seguir mostrando su plan y solicitar cualquier confirmación exigida por la política de seguridad.

Recursos legibles por agentes

Usa estos enlaces cuando un agente de IA, crawler o script necesite contexto limpio en vez de leer la página completa.

Detalle Markdown GET /skills/multica-ai-karpathy-guidelines.md Manifest firmado GET /api/skills/multica-ai-karpathy-guidelines/manifest Lockfile firmado GET /api/skills/multica-ai-karpathy-guidelines/lockfile

Pruébalo

Usando "karpathy-guidelines". Add email validation to the existing registration flow.

Resultado esperado:

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.

Usando "karpathy-guidelines". Refactor the notification service.

Resultado esperado:

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.

Usando "karpathy-guidelines". Fix the duplicate invoice bug.

Resultado esperado:

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.

Auditoría de seguridad

Seguro

v1 • 26/8/2026 Abrir el informe versionado

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.

Archivos escaneados

Líneas analizadas

Elementos de revisión

Falsos positivos ignorados

Factores de riesgo

⚙️ Comandos externos (1)

SKILL.md:61-65

🌐 Acceso a red (1)

SKILL.md:9

La auditoría estática y semántica completada más reciente no detectó hallazgos de seguridad confirmados. Esto no demuestra que el skill no tenga efectos secundarios.

Auditado por: codex

Compartir y citar este informe

Comparte el informe de evaluación versionado, la insignia neutral, la tarjeta insertable y las citas. Skillstore presenta evidencias sin decidir si este Skill es seguro.

Abrir el informe versionado

Copiar enlace del informe

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

Insignia 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)

Insignia 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>

Tarjeta para insertar

<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>

Citas académicas (APA · BibTeX · CFF)

Cita 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

Cita 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"

Puntuación de Skillstore

Por qué esta puntuación Confianza de la evidencia: Medio

Arquitectura

Mantenibilidad

Contenido

Comunidad

Cumplimiento de la especificación

Lo que puedes crear

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.

Prueba estos prompts

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.

Mejores prácticas

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.

Evitar

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.

Preguntas frecuentes

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.

Detalles del desarrollador

Autor

multica-ai

Licencia

MIT

Revisión de Skillstore

Aviso de versión

El autor no declaró una versión.

Repositorio

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

Ref.

f1dbc1c1b6e8b1818b478bdfb1edcbf468d75bc0

Actualidad del mantenimiento

26/8/2026

Uso

0 descargas · 0 vistas

Estructura de archivos

📄 SKILL.md