Model comparison
Kimi K3 vs Laguna XS.2
Kimi K3 has enough public results to be ranked (#15); Laguna XS.2 does not yet, so treat this comparison as directional.
Last verified . 2 shared benchmarks.
PoolsideSummary
- They share 2 benchmarks with published results for both. Kimi K3 scores higher in 2 categories and Laguna XS.2 in 0 categories; 2 gaps are clear of the uncertainty.
- The widest gap is in math, where Kimi K3 leads 74.2 to 21.1.
- The biggest single-benchmark swing is ProofBench: 87% for Kimi K3 and 0% for Laguna XS.2.
Side by side
| Kimi K3 | Laguna XS.2 | |
|---|---|---|
| Provider | Moonshot AI | Poolside |
| Noometry Index | 59.5 | 32.9 |
| Released | 2026-07-16 | 2026-04-28 |
| Weights | Open | Open |
| Context window | 1.05M | — |
| Max output | 1.05M | — |
| Input $ / M tokens | $3 | — |
| Output $ / M tokens | $15 | — |
| Results tracked | 53 | 2 |
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Category by category
Coding Kimi K3 leads
Kimi K3: 61.0 (#10), Laguna XS.2: 34.4
| Benchmark | Kimi K3 | Laguna XS.2 |
|---|---|---|
| LMArena WebDev | 1654 | 1302 |
| DeepSWE | 68.5% | — |
| FrontierCode | 44.2% | — |
| FrontierSWE | 25.9% | — |
| SciCode | 59.5% | — |
| WeirdML | 82.6% | — |
| LMArena Coding | 1508 | — |
| ALE-Bench | 1,524 | — |
Agentic & Tool Use Not comparable
Kimi K3: 41.8 (#20), Laguna XS.2: —
| Benchmark | Kimi K3 | Laguna XS.2 |
|---|---|---|
| APEX-Agents | 50.6% | — |
| τ²-bench Banking | 37.1% | — |
| PostTrainBench | 32% | — |
| GBAEval | 48.3% | — |
| GDP.pdf | 19% | — |
| Vending-Bench 2 | 5,165 | — |
Reasoning Not comparable
Kimi K3: 63.0 (#17), Laguna XS.2: —
| Benchmark | Kimi K3 | Laguna XS.2 |
|---|---|---|
| ARC-AGI-2 | 60.4% | — |
| SimpleBench | 60.7% | — |
| NYT Connections (extended) | 93.6% | — |
| ARC-AGI-1 | 94.5% | — |
| CritPt | 23.4% | — |
| Chess Puzzles | 39% | — |
| LMArena Hard Prompts | 1496 | — |
| Mystery Game Puzzles | 26% | — |
| DTBench | 91.2% | — |
| LMCA | 52.7% | — |
| Surface Evolver Bench | 95% | — |
| Epoch Capabilities Index | 157.45 | — |
| ForecastBench | 61.1 | — |
Math Kimi K3 leads
Kimi K3: 74.2 (#16), Laguna XS.2: 21.1
| Benchmark | Kimi K3 | Laguna XS.2 |
|---|---|---|
| ProofBench | 87% | 0% |
| FrontierMath (Tiers 1-3) | 72.2% | — |
| FrontierMath Tier 4 | 39% | — |
| MathArena Final-Answer Competitions | 87.8% | — |
| OTIS Mock AIME 2024-2025 | 97.2% | — |
| LMArena Math | 1491 | — |
Knowledge Not comparable
Kimi K3: 63.2 (#21), Laguna XS.2: —
| Benchmark | Kimi K3 | Laguna XS.2 |
|---|---|---|
| GPQA Diamond | 93.1% | — |
| SimpleQA Verified | 50.6% | — |
| LMArena Expert | 1521 | — |
Multimodal Not comparable
Kimi K3: 37.8 (#70), Laguna XS.2: —
| Benchmark | Kimi K3 | Laguna XS.2 |
|---|---|---|
| Blueprint-Bench 2 | 29.5% | — |
| Furniture Assembly | 34.2% | — |
Multilingual Not comparable
Kimi K3: 56.3 (#21), Laguna XS.2: —
| Benchmark | Kimi K3 | Laguna XS.2 |
|---|---|---|
| LMArena Non-English | 1466 | — |
| LMArena Chinese | 1529 | — |
| LMArena French | 1491 | — |
| LMArena German | 1488 | — |
| LMArena Japanese | 1487 | — |
| LMArena Korean | 1458 | — |
| LMArena Russian | 1482 | — |
| LMArena Spanish | 1472 | — |
Instruction Following Not comparable
Kimi K3: 77.7 (#14), Laguna XS.2: —
| Benchmark | Kimi K3 | Laguna XS.2 |
|---|---|---|
| LMArena Instruction Following | 1483 | — |
Long Context Not comparable
Kimi K3: 45.8 (#29), Laguna XS.2: —
| Benchmark | Kimi K3 | Laguna XS.2 |
|---|---|---|
| LMArena Longer Query | 1494 | — |
Writing & Preference Not comparable
Kimi K3: 76.6 (#4), Laguna XS.2: —
| Benchmark | Kimi K3 | Laguna XS.2 |
|---|---|---|
| LMArena Text | 1476 | — |
| LMArena Creative Writing | 1454 | — |
| EQ-Bench Creative Writing | 2082 | — |
| EQ-Bench 4 | 1339 | — |
| LMArena Multi-Turn | 1488 | — |
Frequently asked questions
Is Kimi K3 better than Laguna XS.2?
Kimi K3 has enough public results to be ranked (#15); Laguna XS.2 does not yet, so treat this comparison as directional.
Is Kimi K3 or Laguna XS.2 better for coding?
Kimi K3 scores higher on coding benchmarks: 61.0 versus 34.4 in the Noometry coding category.
How many benchmarks do Kimi K3 and Laguna XS.2 share?
2 benchmarks have published results for both models. Kimi K3 has 53 scored results on Noometry and Laguna XS.2 has 2.