Head-to-head comparison across 2benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
Sibling matchup inside the Laguna family.
Laguna M.1
51
Laguna XS.2
37
Laguna M.1 makes more sense if agentic is the priority, while Laguna XS.2 is the cleaner fit if its score, price, or context tradeoffs line up better with your workload.
Agentic
+10.1 difference
Coding
+3.5 difference
Laguna M.1
Laguna XS.2
$0 / $0
$0 / $0
N/A
N/A
N/A
N/A
131K
131K
Laguna M.1 makes more sense if agentic is the priority, while Laguna XS.2 is the cleaner fit if its score, price, or context tradeoffs line up better with your workload.
Laguna M.1 and Laguna XS.2 sit in the same Laguna family. This page is less about two unrelated model lineages and more about how the siblings trade off on benchmark shape, token costs, and practical limits like context window.
Laguna M.1 is clearly ahead on the provisional aggregate, 51 to 37. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Laguna M.1's sharpest advantage is in agentic, where it averages 45.8 against 35.7. The single biggest benchmark swing on the page is Terminal-Bench 2.0, 45.8% to 35.7%.
Laguna M.1 and Laguna XS.2 are sibling variants in the Laguna family, so the right pick depends on whether you value the better benchmark line, cheaper tokens, or the larger context window. Laguna M.1 is ahead on BenchLM's provisional leaderboard 51 to 37.
Laguna M.1 has the edge for coding in this comparison, averaging 58.6 versus 55.1. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
Laguna M.1 has the edge for agentic tasks in this comparison, averaging 45.8 versus 35.7. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
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