# Qwen3.8-Flash-Next vs Ripple-65B Preview

> Side-by-side benchmark comparison for Qwen3.8-Flash-Next and Ripple-65B Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/qwen3-8-flash-next-vs-ripple-65b-preview
- Last updated: November 4, 2026

- Shared sourced benchmarks: 4
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Qwen3.8-Flash-Next leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Qwen3.8-Flash-Next has the higher overall point estimate 55.8 to 0. Conditional score ranges do not establish rank confidence.
- The biggest single benchmark swing is DeepSWE in Coding, with scores of 58.7% and 44.3%.
- 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 | Qwen3.8-Flash-Next | Ripple-65B Preview |
|----------|----------|----------|
| Creator | Alibaba | Ricursive Intelligence |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 1M |
| Overall Score | 55.8 | null |
| Benchmarks Covered | 25 | 17 |
| Pricing (input/output) | $0.00 / $0.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Qwen3.8-Flash-Next public-lane score: 63.3 (Supported · #19/135)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Qwen3.8-Flash-Next | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| CoWorkBench | 73.9% | Coming soon | Coming soon |
| JobBench | 55.7% | Coming soon | Coming soon |
| Agents' Last Exam | 51.2% | Coming soon | Coming soon |
| Toolathlon-Verified | 73.5% | Coming soon | Coming soon |
| AndroidWorld | 84.5% | Coming soon | Coming soon |
| OSWorld 2.0 | 19.4% | 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 |
| MCP Atlas | Coming soon | 71.7% | Coming soon |

### Coding

- Winner: Not comparable
- Qwen3.8-Flash-Next public-lane score: 50.5 (Supported · #44/156)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Qwen3.8-Flash-Next | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | 62.5% | 61.4% | Qwen3.8-Flash-Next |
| SWE Multilingual | 81% | Coming soon | Coming soon |
| NL2Repo | 48.1% | Coming soon | Coming soon |
| DeepSWE | 58.7% | 44.3% | Qwen3.8-Flash-Next |
| LiveCodeBench v6 | 91.9% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 80.5% | Coming soon |
| SWE-bench Verified | Coming soon | 76.5% | Coming soon |
| SciCode | Coming soon | 39.4% | Coming soon |

### Reasoning

- Winner: Not comparable
- Qwen3.8-Flash-Next public-lane score: 79.8 (Unranked · 2 rankable rows)
- Ripple-65B Preview public-lane score: Coming soon

### Multimodal & Grounded

- Winner: Not comparable
- Qwen3.8-Flash-Next public-lane score: 85.7 (#13/58)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Qwen3.8-Flash-Next | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| ExtractBench (LlamaIndex) | 89.88% | Coming soon | Coming soon |
| Vision2Web | 64.0% | Coming soon | Coming soon |
| ERQA | 72.3% | Coming soon | Coming soon |
| LVBench | 76.6% | Coming soon | Coming soon |
| RealWorldQA | 88.5% | Coming soon | Coming soon |
| MathVision | 90.6% | Coming soon | Coming soon |
| MathVision w/ Python | 95.7% | Coming soon | Coming soon |
| CharXiv w/o tools | 84.6% | Coming soon | Coming soon |
| CharXiv | 90.6% | Coming soon | Coming soon |

### Knowledge

- Winner: Not comparable
- Qwen3.8-Flash-Next public-lane score: 55.9 (Supported · #57/179)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Qwen3.8-Flash-Next | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 91.7% | Coming soon | Coming soon |
| GPQA-D | 91.7% | 85.2% | Qwen3.8-Flash-Next |
| HLE | 35.9% | Coming soon | Coming soon |
| HLE w/o tools | 35.9% | Coming soon | Coming soon |
| MMLU | Coming soon | 89.6% | Coming soon |
| MMLU-Pro | Coming soon | 84.2% | Coming soon |

### Instruction Following

- Winner: Not comparable
- Qwen3.8-Flash-Next public-lane score: 91.2 (#24/157)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Qwen3.8-Flash-Next | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 81.3% | 79.2% | Qwen3.8-Flash-Next |

### Mathematics

- Winner: Not comparable
- Qwen3.8-Flash-Next public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Qwen3.8-Flash-Next | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| AIME 2024 | Coming soon | 97.1% | Coming soon |
| AIME 2025 | Coming soon | 98.3% | Coming soon |
| AIME26 | Coming soon | 95.0% | Coming soon |
| HMMT Feb 2026 | Coming soon | 90.5% | Coming soon |

## FAQ

### Which is better overall, Qwen3.8-Flash-Next or Ripple-65B Preview?

Qwen3.8-Flash-Next has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### How many benchmarks does Qwen3.8-Flash-Next cover on BenchLM?

Qwen3.8-Flash-Next currently has 25 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

- [Qwen3.8-Flash-Next vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-qwen3-8-flash-next)
- [Ripple-65B Preview vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-ripple-65b-preview)
- [Qwen3.8-Flash-Next vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-qwen3-8-flash-next)
- [Ripple-65B Preview vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-ripple-65b-preview)

## Explore More

- [Qwen3.8-Flash-Next profile](/models/qwen3-8-flash-next)
- [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)