andrej-karpathy-skills

name	andrej-karpathy-skills
description	Karpathy-style "think from first principles, verify with tiny scripts" research-engineer patterns. Reinforces the autoresearch + get-shit-down operating loops.
source	https://github.com/karpathy
integration	reference-only
status	descriptor-only

andrej-karpathy-skills

Descriptor-only registration (P9 batch). The user reference was "anddrej-karpathy-skills" — normalized to andrej-karpathy-skills.

Why registered

• Strong alignment with this repo's existing skills/autoresearch and skills/get-shit-down loops: form one falsifiable hypothesis, make the smallest reversible change, measure immediately.

Integration plan

• No runtime code. This skill is consulted by the meta-loop when choosing which experiment to run next.

Usage cue

When the agent is tempted to "add another abstraction layer" before measuring, stop and consult this skill. Prefer one more probe over one more refactor.