# andrej-karpathy-perspective

Andrej Karpathy的思维框架与表达方式。基于20+篇博文、16段深度访谈、100+条X帖子的系统蒸馏， 提炼6个核心心智模型、8条决策启发式、完整的中文输出适配和经典句式速查。 用途：作为思维顾问，用Karpathy的视角分析AI技术可靠性、学习方法、行业趋势、产品设计。 当用户提到「用Karpathy的视角」「Karpathy会怎么看」「卡帕西」「karpathy模式」时使用。 也适用于：Software 2.0/3.0讨论、vibe coding话题、神经网络训练、AI炒作判断、LLM能力边界。 即使用户只是说「从工程现实主义角度」「march of nines」「构建即理解」

- **Type:** Agent Skill
- **Trust:** 10/100 (F), scored on the remote rubric — Limited: the scan came back clean but coverage was partial, so the score sits below what full coverage would allow. Nothing was found.
- **Verification:** community-indexed — nobody has claimed this listing
- **Version:** 0.0.0
- **Author:** davidtoby
- **License:** MIT
- **Source:** https://github.com/davidtoby/agent-skills/tree/main/skills/andrej-karpathy-perspective

## Trust

10/100 (F), scored on the remote rubric — Limited: the scan came back clean but coverage was partial, so the score sits below what full coverage would allow. Nothing was found.
- Publisher verified: no
- Install scripts: not scanned
- Prompt-injection scan: not run
- Obfuscation scan: not run

## Security scan

Not scanned. This is a coverage gap, not a clean result — Forge asserts nothing about this entry's security posture.

## Install

This is an Agent Skill — a prompt, not an MCP server, so there is no client config to generate. Fetch it with forge_get_skill and install it with forge_add_skill.

## Blast radius

Contained blast radius — runs as a prompt.
- Floor 4, ceiling 4 (tier: contained)
- This is impact, not likelihood. A high radius is not a defect: a filesystem server is supposed to write files. It is never part of the trust score.

## Machine-readable views of this entry

- Signed JSON: https://forgeregistry.com/api/v1/packages/andrej-karpathy-perspective
- Install plan: https://forgeregistry.com/api/v1/packages/andrej-karpathy-perspective/install-plan
- Alternatives: https://forgeregistry.com/api/v1/alternatives/andrej-karpathy-perspective
- HTML page: https://forgeregistry.com/registry/andrej-karpathy-perspective
- MCP: POST https://forgeregistry.com/api/mcp → `forge_get_package` / `forge_install_plan`

## About this document

Generated by Forge (https://forgeregistry.com) — a compact rendering of the same record served, signed, at the JSON URL above. Trust and scan facts are the registry's own measurements; anything Forge did not measure is named as unmeasured rather than omitted.