---
id: "quote-smartest-combative"
type: "quote"
source_timestamps: ["00:00:00"]
tags: ["model-character", "pricing"]
related: ["concept-literal-instruction-following", "concept-tokenizer-tax"]
speaker: "Nate B. Jones"
speakers: ["Nate B. Jones"]
sources: ["s12-opus-47"]
sourceVaultSlug: "s12-opus-47"
originDay: 12
---
# Opus 4.7 is smart, combative, and expensive

## Quote

> *"Claude Opus 4.7 is the smartest model Anthropic has ever shipped publicly. It's also the most combative, the most literal, and the first Opus release that costs you measurably more for the same work even though the sticker price didn't move."*
>
> — [[entity-nate-b-jones|Nate B. Jones]]

## Why It Matters

This quote perfectly encapsulates the **dual nature** of the [[entity-claude-opus-4-7-d12|Opus 4.7]] release:

1. **Highly capable** — but requires precise handling.
2. **Stealth cost increases** — that users must manage.

It is the single most quotable summary of the trade-off.

## Maps To

- 'Combative / literal' → [[concept-literal-instruction-following]] and [[claim-combative-model]].
- 'Costs more for the same work' → [[concept-tokenizer-tax]] and [[claim-cost-increase]].
- 'Smartest' → [[concept-agentic-persistence]] capability win.

## Cross-References

- Concept: [[concept-literal-instruction-following]], [[concept-tokenizer-tax]]
- Claim: [[claim-combative-model]], [[claim-cost-increase]]
- Entity: [[entity-claude-opus-4-7-d12]], [[entity-anthropic-d12]]