# OrcaCyber-Nano-1.0 vs Qwen3.8-Flash-Next

> Side-by-side benchmark comparison for OrcaCyber-Nano-1.0 and Qwen3.8-Flash-Next across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/orcacyber-nano-1-0-vs-qwen3-8-flash-next
- Last updated: October 20, 2026

- Shared sourced benchmarks: 2
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: OrcaCyber-Nano-1.0 and Qwen3.8-Flash-Next share only 2 sourced benchmark rows.

## Summary

- Only 2 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.

## Model Snapshot

| Property | OrcaCyber-Nano-1.0 | Qwen3.8-Flash-Next |
|----------|----------|----------|
| Creator | OrcaRouter | Alibaba |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 262K |
| Independent public score (not head-to-head) | null | 62.83 |
| Benchmarks Covered | 7 | 25 |
| Pricing (input/output) | $0.00 / $0.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- OrcaCyber-Nano-1.0 public-lane score: Coming soon
- Qwen3.8-Flash-Next public-lane score: 65.5 (Supported · #17/132)

| Benchmark | OrcaCyber-Nano-1.0 | Qwen3.8-Flash-Next | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 72.5% | Coming soon | Coming soon |
| CoWorkBench | Coming soon | 73.9% | Coming soon |
| JobBench | Coming soon | 55.7% | Coming soon |
| Agents' Last Exam | Coming soon | 51.2% | Coming soon |
| Toolathlon-Verified | Coming soon | 73.5% | Coming soon |
| AndroidWorld | Coming soon | 84.5% | Coming soon |
| OSWorld 2.0 | Coming soon | 19.4% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- OrcaCyber-Nano-1.0 public-lane score: Coming soon
- Qwen3.8-Flash-Next public-lane score: 51.6 (Supported · #43/153)

| Benchmark | OrcaCyber-Nano-1.0 | Qwen3.8-Flash-Next | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | Coming soon | 62.5% | Coming soon |
| SWE Multilingual | Coming soon | 81% | Coming soon |
| NL2Repo | Coming soon | 48.1% | Coming soon |
| DeepSWE | Coming soon | 58.7% | Coming soon |
| LiveCodeBench v6 | Coming soon | 91.9% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- OrcaCyber-Nano-1.0 public-lane score: Coming soon
- Qwen3.8-Flash-Next public-lane score: 79.8 (Unranked · 2 rankable rows)

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- OrcaCyber-Nano-1.0 public-lane score: Coming soon
- Qwen3.8-Flash-Next public-lane score: 87.7 (#8/55)

| Benchmark | OrcaCyber-Nano-1.0 | Qwen3.8-Flash-Next | Winner |
|-----------|-----------|-----------|--------|
| ExtractBench (LlamaIndex) | Coming soon | 89.88% | Coming soon |
| Vision2Web | Coming soon | 64.0% | Coming soon |
| ERQA | Coming soon | 72.3% | Coming soon |
| LVBench | Coming soon | 76.6% | Coming soon |
| RealWorldQA | Coming soon | 88.5% | Coming soon |
| MathVision | Coming soon | 90.6% | Coming soon |
| MathVision w/ Python | Coming soon | 95.7% | Coming soon |
| CharXiv w/o tools | Coming soon | 84.6% | Coming soon |
| CharXiv | Coming soon | 90.6% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- OrcaCyber-Nano-1.0 public-lane score: Coming soon
- Qwen3.8-Flash-Next public-lane score: 59.3 (Supported · #53/187)

| Benchmark | OrcaCyber-Nano-1.0 | Qwen3.8-Flash-Next | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | 88.3% | 91.7% | Qwen3.8-Flash-Next |
| GPQA | Coming soon | 91.7% | Coming soon |
| HLE | Coming soon | 35.9% | Coming soon |
| HLE w/o tools | Coming soon | 35.9% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- OrcaCyber-Nano-1.0 public-lane score: 32.4 (#134/152)
- Qwen3.8-Flash-Next public-lane score: 91.2 (#24/152)

| Benchmark | OrcaCyber-Nano-1.0 | Qwen3.8-Flash-Next | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 82.8% | Coming soon | Coming soon |
| IFBench | 56.3% | 81.3% | Qwen3.8-Flash-Next |

### Mathematics

- Winner: Insufficient shared evidence
- OrcaCyber-Nano-1.0 public-lane score: Coming soon
- Qwen3.8-Flash-Next public-lane score: Coming soon

| Benchmark | OrcaCyber-Nano-1.0 | Qwen3.8-Flash-Next | Winner |
|-----------|-----------|-----------|--------|
| AIME 2025 | 96.2% | Coming soon | Coming soon |
| MATH-500 | 98.6% | Coming soon | Coming soon |
| GSM8K | 97.5% | Coming soon | Coming soon |

## FAQ

### Is there enough evidence to pick between OrcaCyber-Nano-1.0 and Qwen3.8-Flash-Next?

Not yet. The models share only 2 sourced benchmark rows, 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

- [OrcaCyber-Nano-1.0 vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-orcacyber-nano-1-0)
- [Qwen3.8-Flash-Next vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-qwen3-8-flash-next)
- [OrcaCyber-Nano-1.0 vs GPT-6.1 Sol](/compare/gpt-6-1-sol-vs-orcacyber-nano-1-0)
- [Qwen3.8-Flash-Next vs GPT-6.1 Sol](/compare/gpt-6-1-sol-vs-qwen3-8-flash-next)

## Explore More

- [OrcaCyber-Nano-1.0 profile](/models/orcacyber-nano-1-0)
- [Qwen3.8-Flash-Next profile](/models/qwen3-8-flash-next)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)