# Hy4 vs Muse Wonder

> Side-by-side benchmark comparison for Hy4 and Muse Wonder across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/hy4-vs-muse-wonder
- Last updated: November 4, 2026

- Shared sourced benchmarks: 5
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Muse Wonder leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Muse Wonder has the higher overall point estimate 62.78 to 0. Conditional score ranges do not establish rank confidence.
- The biggest single benchmark swing is ProgramBench in Coding, with scores of 30.0% and 50.0%.
- Hy4 is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.

## Model Snapshot

| Property | Hy4 | Muse Wonder |
|----------|----------|----------|
| Creator | Tencent | Meta |
| Type | Pending | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 1M |
| Overall Score | null | 62.78 |
| Benchmarks Covered | 15 | 11 |
| Pricing (input/output) | $0.834 / $2.501 | $4.00 / $20.00 |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Hy4 public-lane score: Coming soon
- Muse Wonder public-lane score: Coming soon

| Benchmark | Hy4 | Muse Wonder | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 4.0 | 44.40% | Coming soon | Coming soon |
| Terminal-Bench-Science 0.1 | 19.8% | Coming soon | Coming soon |
| HLE w/ tools | 59.1% | Coming soon | Coming soon |
| Agents' Last Exam | 41.0% | Coming soon | Coming soon |
| APEX-Agents | 75.2% | Coming soon | Coming soon |
| AutomationBench | 56.2% | Coming soon | Coming soon |
| OSWorld 2.1 | 78.9% | 72.6% | Hy4 |
| JobBench | Coming soon | 70.5% | Coming soon |
| Finance Agent v2 | Coming soon | 56.6% | Coming soon |
| MazeBench | Coming soon | 0% | Coming soon |

### Coding

- Winner: Not comparable
- Hy4 public-lane score: Coming soon
- Muse Wonder public-lane score: 65.7 (Supported · #12/156)

| Benchmark | Hy4 | Muse Wonder | Winner |
|-----------|-----------|-----------|--------|
| DeepSWE | 74.9% | 78.8% | Muse Wonder |
| sweMarathon | 43.8% | 53.1% | Muse Wonder |
| ProgramBench | 30.0% | 50.0% | Muse Wonder |
| FrontierCode 2.0 | 31.0% | 24.3% | Hy4 |
| PostTrainBench v1.2 | 35.2% | Coming soon | Coming soon |
| Bug Hunt Bench | Coming soon | 31.7 fixes | Coming soon |

### Reasoning

- Winner: Not comparable
- Hy4 public-lane score: Coming soon
- Muse Wonder public-lane score: 80.4 (Unranked · 2 rankable rows)

| Benchmark | Hy4 | Muse Wonder | Winner |
|-----------|-----------|-----------|--------|
| STEMBench | Coming soon | 2.68 | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- Hy4 public-lane score: Coming soon
- Muse Wonder public-lane score: Coming soon

| Benchmark | Hy4 | Muse Wonder | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | 78.6% | Coming soon | Coming soon |
| ZeroBench w/ Python | 55.4% | Coming soon | Coming soon |

### Knowledge

- Winner: Not comparable
- Hy4 public-lane score: Coming soon
- Muse Wonder public-lane score: 68.7 (Supported · #20/179)

| Benchmark | Hy4 | Muse Wonder | Winner |
|-----------|-----------|-----------|--------|
| HLE | 59.1% | Coming soon | Coming soon |
| HealthBench Professional | Coming soon | 60.5% | Coming soon |

## FAQ

### Which is better overall, Hy4 or Muse Wonder?

Muse Wonder has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### How many benchmarks does Hy4 cover on BenchLM?

Hy4 currently has 15 sourced benchmark scores on BenchLM.

### How many benchmarks does Muse Wonder cover on BenchLM?

Muse Wonder currently has 11 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Hy4 vs Hy4 preview](/compare/hy4-vs-hy4-preview)
- [Muse Wonder vs Hy4 preview](/compare/hy4-preview-vs-muse-wonder)
- [Hy4 vs Muse Wonder Full](/compare/hy4-vs-muse-wonder-full)
- [Muse Wonder vs Muse Wonder Full](/compare/muse-wonder-vs-muse-wonder-full)

## Explore More

- [Hy4 profile](/models/hy4)
- [Muse Wonder profile](/models/muse-wonder)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)