Model comparison

Kimi K2 (Jul 2025) vs Laguna M.1

Kimi K2 (Jul 2025) is the stronger model overall, scoring 41.2 to 32.5 on the Noometry Index.

Last verified . 0 shared benchmarks.

Kimi K2 (Jul 2025) Moonshot AI

41.2

Rank #140 Confirmed

Laguna M.1 Poolside

32.5

Rank #256 Reported

Summary

  • The widest gap is in math, where Kimi K2 (Jul 2025) leads 42.7 to 21.1.

Side by side

Kimi K2 (Jul 2025) and Laguna M.1 specifications
Kimi K2 (Jul 2025)Laguna M.1
ProviderMoonshot AIPoolside
Noometry Index41.232.5
Released2025-07-122026-04-28
WeightsOpenOpen
Context window262K262K
Max output262K33K
Input $ / M tokens$0.57—
Output $ / M tokens$2.30—
Results tracked423

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Category by category

Coding Kimi K2 (Jul 2025) leads

Kimi K2 (Jul 2025): 42.4 (#102), Laguna M.1: 36.6 (#204)

Coding benchmarks
BenchmarkKimi K2 (Jul 2025)Laguna M.1
SWE-bench Verified (bash only)63.4%—
Aider Polyglot59.1%—
LMArena WebDev—1349
GSO4.9%—
WeirdML42.8%—
LMArena Coding1399—
ALE-Bench597.5—

Agentic & Tool Use Not comparable

Kimi K2 (Jul 2025): 32.4 (#64), Laguna M.1: —

Agentic & Tool Use benchmarks
BenchmarkKimi K2 (Jul 2025)Laguna M.1
Terminal-Bench35.7%—
Berkeley Function Calling Leaderboard59.1%—
METR Time Horizons59.2%—

Reasoning Too close to call

Kimi K2 (Jul 2025): 23.3 (#179), Laguna M.1: 23.1 (#184)

Reasoning benchmarks
BenchmarkKimi K2 (Jul 2025)Laguna M.1
SimpleBench26.3%—
Kagi LLM Benchmark64.4%—
LMArena Hard Prompts1384—
Surface Evolver Bench—15.6%
Epoch Capabilities Index146.01—
ForecastBench60.2—

Math Kimi K2 (Jul 2025) leads

Kimi K2 (Jul 2025): 42.7 (#83), Laguna M.1: 21.1 (#283)

Math benchmarks
BenchmarkKimi K2 (Jul 2025)Laguna M.1
ProofBench—0%
Omni-MATH65.4%—
LMArena Math1397—
FrontierMath (Feb 2025 set)21.4%—
FrontierMath Tier 4 (v1)0%—

Knowledge Not comparable

Kimi K2 (Jul 2025): 37.3 (#157), Laguna M.1: —

Knowledge benchmarks
BenchmarkKimi K2 (Jul 2025)Laguna M.1
MMLU-Pro81.9%—
Confabulations20.4%—
Vectara Hallucination Rate17.9%—
GPQA (HELM)65.3%—
LMArena Expert1365—

Multilingual Not comparable

Kimi K2 (Jul 2025): 49.6 (#130), Laguna M.1: —

Multilingual benchmarks
BenchmarkKimi K2 (Jul 2025)Laguna M.1
LMArena Non-English1372—
LMArena Chinese1415—
LMArena French1379—
LMArena German1387—
LMArena Japanese1349—
LMArena Korean1325—
LMArena Russian1385—
LMArena Spanish1386—

Instruction Following Not comparable

Kimi K2 (Jul 2025): 71.1 (#156), Laguna M.1: —

Instruction Following benchmarks
BenchmarkKimi K2 (Jul 2025)Laguna M.1
IFEval85%—
LMArena Instruction Following1348—

Long Context Not comparable

Kimi K2 (Jul 2025): 41.2 (#145), Laguna M.1: —

Long Context benchmarks
BenchmarkKimi K2 (Jul 2025)Laguna M.1
Fiction.LiveBench66.7%—
CL-bench17.6%—
LMArena Longer Query1353—

Writing & Preference Not comparable

Kimi K2 (Jul 2025): 62.3 (#78), Laguna M.1: —

Writing & Preference benchmarks
BenchmarkKimi K2 (Jul 2025)Laguna M.1
LMArena Text1380—
LMArena Creative Writing1350—
Short-Story Creative Writing85.6%—
EQ-Bench Creative Writing1666—
WildBench86.2%—
LMArena Multi-Turn1371—

Frequently asked questions

Is Kimi K2 (Jul 2025) better than Laguna M.1?

Kimi K2 (Jul 2025) is the stronger model overall, scoring 41.2 to 32.5 on the Noometry Index.

Is Kimi K2 (Jul 2025) or Laguna M.1 better for coding?

Kimi K2 (Jul 2025) scores higher on coding benchmarks: 42.4 versus 36.6 in the Noometry coding category.

Which has the bigger context window?

Both accept 262K tokens.

How many benchmarks do Kimi K2 (Jul 2025) and Laguna M.1 share?

0 benchmarks have published results for both models. Kimi K2 (Jul 2025) has 42 scored results on Noometry and Laguna M.1 has 3.

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