Head-to-head comparison across 3benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
Hy3 Preview
58
Sakana Fugu Ultra
100
Pick Sakana Fugu Ultra if you want the stronger benchmark profile. Hy3 Preview only becomes the better choice if you want the cheaper token bill.
Agentic
+27.7 difference
Coding
+23.5 difference
Knowledge
+48.8 difference
Hy3 Preview
Sakana Fugu Ultra
$0 / $0
$5 / $30
N/A
N/A
N/A
N/A
256K
1M
Pick Sakana Fugu Ultra if you want the stronger benchmark profile. Hy3 Preview only becomes the better choice if you want the cheaper token bill.
Sakana Fugu Ultra is clearly ahead on the provisional aggregate, 100 to 58. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Sakana Fugu Ultra's sharpest advantage is in knowledge, where it averages 95.5 against 46.7. The single biggest benchmark swing on the page is Terminal-Bench 2.0, 54.4% to 82.1%.
Sakana Fugu Ultra is also the more expensive model on tokens at $5.00 input / $30.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Hy3 Preview. That is roughly Infinityx on output cost alone. Sakana Fugu Ultra gives you the larger context window at 1M, compared with 256K for Hy3 Preview.
Sakana Fugu Ultra is ahead on BenchLM's provisional leaderboard, 100 to 58. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 54.4% and 82.1%.
Sakana Fugu Ultra has the edge for knowledge tasks in this comparison, averaging 95.5 versus 46.7. Inside this category, GPQA is the benchmark that creates the most daylight between them.
Sakana Fugu Ultra has the edge for coding in this comparison, averaging 83.5 versus 60. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
Sakana Fugu Ultra has the edge for agentic tasks in this comparison, averaging 82.1 versus 54.4. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
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