How do Sakana Fugu Ultra and MiniMax-M3 compare on coding benchmarks?

The comparison table shows SWE-bench, SWE-Pro, SWE-Atlas, Terminal-Bench, LiveCodeBench, and coding agent index scores for both Sakana Fugu Ultra and MiniMax-M3 when publicly disclosed.

LLM Comparison

Sakana Fugu Ultra vs MiniMax-M3: benchmark scores, pricing & comparison.

Q: Which is better: Sakana Fugu Ultra or MiniMax-M3?

AskClash compares Sakana Fugu Ultra and MiniMax-M3 side by side across SWE-bench, GPQA, HLE, Terminal-Bench, coding agent scores, token pricing, and context window so you can see which model wins on each benchmark.

Side-by-side Sakana Fugu Ultra vs MiniMax-M3 comparison across SWE-bench, GPQA, HLE, Terminal-Bench, coding agent scores, token pricing, context window, and AskClash RWT. Green marks the winner on each benchmark.

Open live leaderboard Sakana Fugu Ultra model page MiniMax-M3 model page

Rank #1 vs #13AskClash overall scores 96.5 vs 63.8.

Pricing —/— vs $0.30/$1.20Input and output token prices per 1M tokens when published.

Proprietary vs Open WeightSakana AI vs MiniMax.

Sakana Fugu Ultra vs MiniMax-M3 benchmark comparison

Green cells highlight the winning model for each metric. Scores are cached from the AskClash LLM leaderboard snapshot.

Metric	Sakana Fugu Ultra	MiniMax-M3
Overall Score	96.5	63.8
Leaderboard Rank	#1	#13
RWT	—	8.5
HLE	—	37.1
GPQA	95.5	92.9
IFEval	—	82.9
SWE-bench	—	80.5
SWE-Pro	—	59.0
Terminal-Bench	82.1	66.0
LiveCodeBench	93.2	—
OSWorld	—	70.1
MCP Atlas	—	74.2
Finance Agent	—	48.3
MMMU-Pro	—	78.1
Tau2	—	88.9
Input Price (per 1M tokens)	—	$0.30
Output Price (per 1M tokens)	—	$1.20
Context Window	1M	1M
Benchmark Cells	3	13

More Sakana Fugu Ultra and MiniMax-M3 comparisons

Explore how Sakana Fugu Ultra and MiniMax-M3 stack up against other top-ranked LLMs.

Sakana Fugu Ultra vs Claude Mythos Fable 5 Claude Mythos Fable 5 vs MiniMax-M3 Sakana Fugu Ultra vs Claude Opus 4.8 Claude Opus 4.8 vs MiniMax-M3 Sakana Fugu Ultra vs GLM-5.2 GLM-5.2 vs MiniMax-M3 Sakana Fugu Ultra vs GPT-5.5 GPT-5.5 vs MiniMax-M3 Sakana Fugu Ultra vs Claude Sonnet 5 Claude Sonnet 5 vs MiniMax-M3

How to read this comparison

Benchmark scores

Higher is better for all benchmark scores (SWE-bench, GPQA, HLE, Terminal-Bench, etc.). Green marks the model with the higher score.

Token pricing

Lower is better for input and output prices. Green marks the cheaper model per 1M tokens.

Coverage matters

Models with fewer disclosed benchmark cells may have inflated percentile scores. Check the benchmark cell count for context.

This comparison page is generated from the AskClash LLM leaderboard cache. Open the live leaderboard for real-time scores and interactive filtering.