---
id: "quote-mistakes-scale"
type: "quote"
source_timestamps: ["00:14:23"]
tags: ["pricing", "risk"]
related: ["claim-next-gen-expensive"]
speakers: ["Nate B. Jones"]
speaker: "Nate B. Jones"
sources: ["s45-claude-limit-chatgpt-habit"]
sourceVaultSlug: "s45-claude-limit-chatgpt-habit"
originDay: 45
---
# Mistakes Scale With Intelligence

> "As models cost more, your mistakes scale. Your mistakes scale with the price of intelligence."
> 
> — [[entity-nate-b-jones]]

## Why It Matters
The urgency lever. As [[entity-claude-mythos-d45]] and other next-gen models push pricing 10x higher (see [[claim-next-gen-expensive]]), every careless habit — every raw PDF, every sprawling chat, every plugin you forgot to disable — is amplified linearly into your bill.

This quote justifies the framing of optimization as a **mandatory job skill** rather than an optional tweak.