# Muse Wonder vs SWE-2

> Side-by-side benchmark comparison for Muse Wonder and SWE-2 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/muse-wonder-vs-swe-2
- Last updated: October 12, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: Muse Wonder and SWE-2 share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- SWE-2 has the lower published output-token price.

## Model Snapshot

| Property | Muse Wonder | SWE-2 |
|----------|----------|----------|
| Creator | Meta | Cognition |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 1M |
| Independent public score (not head-to-head) | 70.44 | null |
| Benchmarks Covered | 6 | 5 |
| Pricing (input/output) | $4.00 / $20.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Muse Wonder public-lane score: Coming soon
- SWE-2 public-lane score: Coming soon

| Benchmark | Muse Wonder | SWE-2 | Winner |
|-----------|-----------|-----------|--------|
| JobBench | 70.5% | Coming soon | Coming soon |
| Finance Agent v2 | 56.6% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 92.8% | Coming soon |
| Terminal-Bench 4.0 | Coming soon | 27.30% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Muse Wonder public-lane score: 69.8 (Supported · #10/148)
- SWE-2 public-lane score: Coming soon

| Benchmark | Muse Wonder | SWE-2 | Winner |
|-----------|-----------|-----------|--------|
| DeepSWE | 78.8% | 73.0% | Muse Wonder |
| ProgramBench | 50.0% | Coming soon | Coming soon |
| sweMarathon | 53.1% | Coming soon | Coming soon |
| FrontierCode 1.1 Main | Coming soon | 50.0% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 92.8% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Muse Wonder public-lane score: 81.3 (Unranked · 2 rankable rows)
- SWE-2 public-lane score: Coming soon

### Knowledge

- Winner: Insufficient shared evidence
- Muse Wonder public-lane score: 74 (Supported · #12/180)
- SWE-2 public-lane score: Coming soon

| Benchmark | Muse Wonder | SWE-2 | Winner |
|-----------|-----------|-----------|--------|
| HealthBench Professional | 60.5% | Coming soon | Coming soon |

## FAQ

### Is there enough evidence to pick between Muse Wonder and SWE-2?

Not yet. The models share only 1 sourced benchmark row, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [Muse Wonder vs Muse Wonder Full](/compare/muse-wonder-vs-muse-wonder-full)
- [SWE-2 vs Muse Wonder Full](/compare/muse-wonder-full-vs-swe-2)
- [Muse Wonder vs SWE-1.7](/compare/muse-wonder-vs-swe-1-7)
- [SWE-2 vs SWE-1.7](/compare/swe-1-7-vs-swe-2)

## Explore More

- [Muse Wonder profile](/models/muse-wonder)
- [SWE-2 profile](/models/swe-2)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)