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# Cursor’s Composer 2 beats Opus 4.6 on coding benchmarks at a fraction of the price

**[The New Stack](https://daily.dev/sources/newstack)** · 3 min read · 0 upvotes · 0 comments

## Summary

Cursor has released Composer 2, its third in-house coding model in five months, which outperforms Anthropic's Claude Opus 4.6 on Terminal-Bench 2.0 (59.8% vs 58.0%) at a significantly lower cost ($0.5/$2.5 per million tokens vs $5/$25). The key technical innovation is 'self-summarization,' a compaction-in-the-loop reinforcement learning technique that trains the model to compress its own context window to ~1,000 tokens when hitting token-length limits. This approach reduces compaction errors by 50% compared to traditional sliding window or text-summary methods. Composer 2 is also the first version to use continued pre-training before reinforcement learning, giving it a stronger base model foundation.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://thenewstack.io/cursors-composer-2-beats-opus-46-on-coding-benchmarks-at-a-fraction-of-the-price/>

---

Tags: [#llm](https://daily.dev/tags/llm), [#reinforcement-learning](https://daily.dev/tags/reinforcement-learning), [#ai-coding](https://daily.dev/tags/ai-coding)

[View this post on daily.dev](https://daily.dev/posts/cursor-s-composer-2-beats-opus-4-6-on-coding-benchmarks-at-a-fraction-of-the-price-vbab359ap)

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