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Model comparison

Kimi 3 vs Sakana Fugu-Ultra

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use BenchLM's provisional ranking lane.

Benchmark data for one or both models is coming soon. This page currently shows metadata and pricing where BenchLM has it, and score-level comparisons will populate as public benchmark results land.
Moonshot AI
N/A
No comparison
80/100
0 category wins0 category wins

Evidence parity. Kimi 3 and Sakana Fugu-Ultra share 0 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to Kimi 3; 11 to Sakana Fugu-Ultra.

Updated July 14, 2026
Shared results
0
Kimi 3 only
0
Sakana Fugu-Ultra only
11
Comparable categories
0 / 8

Benchmark data for Kimi 3 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 Kimi 3 yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

Sakana Fugu-Ultra has the larger context window at 1M, compared with null for Kimi 3.

Operational comparison

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

MetricKimi 3Sakana Fugu-UltraComparison
Input / output priceUSD per 1M tokensKimi 3Not availableSakana Fugu-UltraNot availableA complete price comparison is not available.
Generation speedtokens per secondKimi 3Not availableSakana Fugu-UltraNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenKimi 3Not availableSakana Fugu-UltraNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensKimi 3Not availableSakana Fugu-Ultra1MA complete context comparison is not available.

Benchmark Deep Dive

Agentic
BenchmarkKimi 3Sakana Fugu-UltraResult
Terminal-Bench 2.0Source 82.1%Not comparable
Coding
BenchmarkKimi 3Sakana 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
BenchmarkKimi 3Sakana Fugu-UltraResult
MRCRv2Source 93.6%Not comparable
Knowledge
BenchmarkKimi 3Sakana Fugu-UltraResult
GPQASource 95.5%Not comparable
GPQA-DSource 95.5%Not comparable
HLE w/o toolsSource 50%Not comparable
Multimodal
BenchmarkKimi 3Sakana Fugu-UltraResult
CharXivSource 86.6%Not comparable
Frequently Asked Questions (3)

Can I compare Kimi 3 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 Kimi 3 and Sakana Fugu-Ultra today?

Kimi 3: 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.

Related Comparisons

Last updated: July 14, 2026

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