---
id: "quote-proficient-and-independent"
type: "quote"
source_timestamps: ["00:11:27", "00:11:30"]
tags: ["pedagogy", "independence"]
related: ["entity-andrej-karpathy", "entity-org-eureka-labs", "framework-nate-7-principles"]
speakers: ["Andrej Karpathy", "Nate B. Jones"]
speaker: "Nate B. Jones (summarizing Andrej Karpathy)"
sources: ["s10-vibe-codes"]
sourceVaultSlug: "s10-vibe-codes"
originDay: 10
---
# The Goal of AI-Native Education

## Quote

> You need to be proficient and also independent. Not one or the other.

## Source

[[entity-nate-b-jones]] summarizing the philosophy of [[entity-andrej-karpathy-d10]] for [[entity-org-eureka-labs]].

## Significance

This is the philosophical north star of the entire vault. It rejects two false simplifications:

1. The techno-utopian view that AI proficiency alone is the goal
2. The Luddite view that AI independence (avoidance) alone is the goal

The correct goal is the *both/and*: deeply fluent in AI use **and** capable of operating without it. This dual capability is the operational definition of [[framework-nate-7-principles]] and the implicit target of all [[claim-manual-struggle-required]] interventions.