# Muse Glimmer 30B vs Ripple-65B Preview

> Side-by-side benchmark comparison for Muse Glimmer 30B and Ripple-65B Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/muse-glimmer-30b-vs-ripple-65b-preview
- Last updated: November 4, 2026

- Shared sourced benchmarks: 7
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Muse Glimmer 30B leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Muse Glimmer 30B has the higher overall point estimate 31.68 to 0. Conditional score ranges do not establish rank confidence.
- The biggest single benchmark swing is Terminal-Bench 2.1 in Coding, with scores of 51.7% and 80.5%.
- Ripple-65B Preview is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Ripple-65B Preview also has the larger context window at 1M.

## Model Snapshot

| Property | Muse Glimmer 30B | Ripple-65B Preview |
|----------|----------|----------|
| Creator | Meta | Ricursive Intelligence |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 131K | 1M |
| Overall Score | 31.68 | null |
| Benchmarks Covered | 14 | 17 |
| Pricing (input/output) | $0.00 / $0.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Muse Glimmer 30B public-lane score: 17.8 (Estimated · #127/135)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Muse Glimmer 30B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| MCP Atlas | 75.5% | 71.7% | Muse Glimmer 30B |
| DeepSearchQA | 74.6% | Coming soon | Coming soon |
| skillsBench | 44.3% | Coming soon | Coming soon |
| OSWorld-Verified | 65.9% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 80.5% | Coming soon |
| τ³-bench results | Coming soon | 31.3% | Coming soon |
| AutomationBench | Coming soon | 36.4% | Coming soon |

### Coding

- Winner: Not comparable
- Muse Glimmer 30B public-lane score: 21.9 (Estimated · #131/156)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Muse Glimmer 30B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | 51.2% | 61.4% | Ripple-65B Preview |
| SWE-bench Verified | 76% | 76.5% | Ripple-65B Preview |
| Terminal-Bench 2.1 | 51.7% | 80.5% | Ripple-65B Preview |
| SciCode | 43.6% | 39.4% | Muse Glimmer 30B |
| DeepSWE | Coming soon | 44.3% | Coming soon |

### Reasoning

- Winner: Not comparable
- Muse Glimmer 30B public-lane score: 82.2 (Unranked · 2 rankable rows)
- Ripple-65B Preview public-lane score: Coming soon

### Multimodal & Grounded

- Winner: Not comparable
- Muse Glimmer 30B public-lane score: 65.1 (#45/58)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Muse Glimmer 30B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| CharXiv | 78.8% | Coming soon | Coming soon |
| ScreenSpot Pro | 75.4% | Coming soon | Coming soon |
| OmniDocBench 1.5 | 75.8% | Coming soon | Coming soon |
| MMMU-Pro | 74% | Coming soon | Coming soon |

### Knowledge

- Winner: Not comparable
- Muse Glimmer 30B public-lane score: 36.5 (Estimated · #130/179)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Muse Glimmer 30B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| MMLU | Coming soon | 89.6% | Coming soon |
| MMLU-Pro | Coming soon | 84.2% | Coming soon |
| GPQA-D | Coming soon | 85.2% | Coming soon |

### Instruction Following

- Winner: Not comparable
- Muse Glimmer 30B public-lane score: 81.1 (#61/157)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Muse Glimmer 30B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 77% | 79.2% | Ripple-65B Preview |

### Mathematics

- Winner: Not comparable
- Muse Glimmer 30B public-lane score: 84.6 (Unranked · 1 rankable row)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Muse Glimmer 30B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 94.7% | 95.0% | Ripple-65B Preview |
| AIME 2024 | Coming soon | 97.1% | Coming soon |
| AIME 2025 | Coming soon | 98.3% | Coming soon |
| HMMT Feb 2026 | Coming soon | 90.5% | Coming soon |

## FAQ

### Which is better overall, Muse Glimmer 30B or Ripple-65B Preview?

Muse Glimmer 30B has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### How many benchmarks does Muse Glimmer 30B cover on BenchLM?

Muse Glimmer 30B currently has 14 sourced benchmark scores on BenchLM.

### How many benchmarks does Ripple-65B Preview cover on BenchLM?

Ripple-65B Preview currently has 17 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Muse Glimmer 30B vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-muse-glimmer-30b)
- [Ripple-65B Preview vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-ripple-65b-preview)
- [Muse Glimmer 30B vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-muse-glimmer-30b)
- [Ripple-65B Preview vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-ripple-65b-preview)

## Explore More

- [Muse Glimmer 30B profile](/models/muse-glimmer-30b)
- [Ripple-65B Preview profile](/models/ripple-65b-preview)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)