# MiMo-V2.6-Flash vs Ripple-65B Preview

> Side-by-side benchmark comparison for MiMo-V2.6-Flash and Ripple-65B Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/mimo-v2-6-flash-vs-ripple-65b-preview
- Last updated: November 4, 2026

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

## Quick Verdict

MiMo-V2.6-Flash leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- MiMo-V2.6-Flash has the higher overall point estimate 54.78 to 0. Conditional score ranges do not establish rank confidence.
- The biggest single benchmark swing is DeepSWE in Coding, with scores of 67.9% and 44.3%.
- Ripple-65B Preview is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.

## Model Snapshot

| Property | MiMo-V2.6-Flash | Ripple-65B Preview |
|----------|----------|----------|
| Creator | Xiaomi | Ricursive Intelligence |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 1M |
| Overall Score | 54.78 | null |
| Benchmarks Covered | 12 | 17 |
| Pricing (input/output) | $0.14 / $0.28 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- MiMo-V2.6-Flash public-lane score: 48.8 (Estimated · #57/135)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiMo-V2.6-Flash | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| Toolathlon-Verified | 73.6% | Coming soon | Coming soon |
| AutomationBench | 52.3% | 36.4% | MiMo-V2.6-Flash |
| Agents' Last Exam | 27.6% | Coming soon | Coming soon |
| Terminal-Bench 4.0 | 28.80% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 87.6% | 80.5% | MiMo-V2.6-Flash |
| OSWorld-Verified | 80.8% | Coming soon | Coming soon |
| JobBench | 61.2% | Coming soon | Coming soon |
| CyberGym | 95.1% | Coming soon | Coming soon |
| ExploitGym | 6.0% | Coming soon | Coming soon |
| τ³-bench results | Coming soon | 31.3% | Coming soon |
| MCP Atlas | Coming soon | 71.7% | Coming soon |

### Coding

- Winner: Not comparable
- MiMo-V2.6-Flash public-lane score: 55.7 (Supported · #27/156)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiMo-V2.6-Flash | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| DeepSWE | 67.9% | 44.3% | MiMo-V2.6-Flash |
| ProgramBench | 26.0% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 87.6% | 80.5% | MiMo-V2.6-Flash |
| SWE-bench Verified | Coming soon | 76.5% | Coming soon |
| SWE-bench Pro | Coming soon | 61.4% | Coming soon |
| SciCode | Coming soon | 39.4% | Coming soon |

### Reasoning

- Winner: Not comparable
- MiMo-V2.6-Flash public-lane score: 76 (Unranked · 2 rankable rows)
- Ripple-65B Preview public-lane score: Coming soon

### Multimodal & Grounded

- Winner: Not comparable
- MiMo-V2.6-Flash public-lane score: 72.6 (Unranked · 1 rankable row)
- Ripple-65B Preview public-lane score: Coming soon

### Knowledge

- Winner: Not comparable
- MiMo-V2.6-Flash public-lane score: 52 (Estimated · #70/179)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiMo-V2.6-Flash | 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
- MiMo-V2.6-Flash public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiMo-V2.6-Flash | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 79.2% | Coming soon |

### Mathematics

- Winner: Not comparable
- MiMo-V2.6-Flash public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiMo-V2.6-Flash | 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, MiMo-V2.6-Flash or Ripple-65B Preview?

MiMo-V2.6-Flash has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### How many benchmarks does MiMo-V2.6-Flash cover on BenchLM?

MiMo-V2.6-Flash currently has 12 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

- [MiMo-V2.6-Flash vs MiMo-V2.6-Pro](/compare/mimo-v2-6-flash-vs-mimo-v2-6-pro)
- [Ripple-65B Preview vs MiMo-V2.6-Pro](/compare/mimo-v2-6-pro-vs-ripple-65b-preview)
- [MiMo-V2.6-Flash vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-mimo-v2-6-flash)
- [Ripple-65B Preview vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-ripple-65b-preview)

## Explore More

- [MiMo-V2.6-Flash profile](/models/mimo-v2-6-flash)
- [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)