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Model comparison

Qwen3.8 Max Preview vs Sakana Fugu-Ultra

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

No sourced benchmark result is currently shared by both models. This page therefore compares only the available metadata, pricing, and runtime rows; it does not name a quality winner.
N/A
No comparison
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0 category wins0 category wins

Evidence parity. Qwen3.8 Max Preview and Sakana Fugu-Ultra share 0 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to Qwen3.8 Max Preview; 11 to Sakana Fugu-Ultra.

Updated July 21, 2026
Shared results
0
Qwen3.8 Max Preview only
0
Sakana Fugu-Ultra only
11
Comparable categories
0 / 8

Benchmark data for Qwen3.8 Max Preview and Sakana Fugu-Ultra is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM does not have sourced benchmark coverage for Qwen3.8 Max Preview yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricQwen3.8 Max PreviewSakana Fugu-UltraComparison
Input / output priceUSD per 1M tokensQwen3.8 Max PreviewNot availableSakana Fugu-UltraNot availableA complete price comparison is not available.
Generation speedtokens per secondQwen3.8 Max PreviewNot availableSakana Fugu-UltraNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenQwen3.8 Max PreviewNot availableSakana Fugu-UltraNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensQwen3.8 Max PreviewNot availableSakana Fugu-Ultra1MA complete context comparison is not available.

Benchmark Deep Dive

Agentic
BenchmarkQwen3.8 Max PreviewSakana Fugu-UltraResult
Terminal-Bench 2.0Source —82.1%Not comparable
Coding
BenchmarkQwen3.8 Max PreviewSakana Fugu-UltraResult
SWE-bench ProSource —73.7%Not comparable
Terminal-Bench 2.0Source —82.1%Not comparable
LiveCodeBench v6Source —93.2%Not comparable
LiveCodeBench ProSource —90.8%Not comparable
SciCodeSource —58.7%Not comparable
Reasoning
BenchmarkQwen3.8 Max PreviewSakana Fugu-UltraResult
MRCRv2Source —93.6%Not comparable
Knowledge
BenchmarkQwen3.8 Max PreviewSakana Fugu-UltraResult
GPQASource —95.5%Not comparable
GPQA-DSource —95.5%Not comparable
HLE w/o toolsSource —50%Not comparable
Multimodal
BenchmarkQwen3.8 Max PreviewSakana Fugu-UltraResult
CharXivSource —86.6%Not comparable
Frequently Asked Questions (3)

Can I compare Qwen3.8 Max Preview and Sakana Fugu-Ultra on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for Qwen3.8 Max Preview and Sakana Fugu-Ultra today?

Qwen3.8 Max Preview: Pricing unavailable Sakana Fugu-Ultra: Pricing unavailable Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

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Last updated: July 21, 2026

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