Head-to-head comparison across 2benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
Laguna XS.2
37
MAI-Thinking-1
65
Verified leaderboard positions: Laguna XS.2 unranked · MAI-Thinking-1 #23
Pick MAI-Thinking-1 if you want the stronger benchmark profile. Laguna XS.2 only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.
Agentic
+10.3 difference
Coding
+15.9 difference
Laguna XS.2
MAI-Thinking-1
$0 / $0
N/A
N/A
N/A
N/A
N/A
131K
256K
Pick MAI-Thinking-1 if you want the stronger benchmark profile. Laguna XS.2 only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.
MAI-Thinking-1 is clearly ahead on the provisional aggregate, 65 to 37. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
MAI-Thinking-1's sharpest advantage is in coding, where it averages 71 against 55.1. The single biggest benchmark swing on the page is Terminal-Bench 2.0, 35.7% to 46%.
MAI-Thinking-1 gives you the larger context window at 256K, compared with 131K for Laguna XS.2.
MAI-Thinking-1 is ahead on BenchLM's provisional leaderboard, 65 to 37. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 35.7% and 46%.
MAI-Thinking-1 has the edge for coding in this comparison, averaging 71 versus 55.1. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
MAI-Thinking-1 has the edge for agentic tasks in this comparison, averaging 46 versus 35.7. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
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