Model comparison
Kimi K2.7 Code vs Laguna M.1
Kimi K2.7 Code is the stronger model overall, scoring 43.3 to 32.5 on the Noometry Index.
Last verified . 2 shared benchmarks.
PoolsideSummary
- They share 2 benchmarks with published results for both. Kimi K2.7 Code scores higher in 3 categories and Laguna M.1 in 0 categories; 3 gaps are clear of the uncertainty.
- The widest gap is in math, where Kimi K2.7 Code leads 52.9 to 21.1.
- The biggest single-benchmark swing is Surface Evolver Bench: 48.8% for Kimi K2.7 Code and 15.6% for Laguna M.1.
Side by side
| Kimi K2.7 Code | Laguna M.1 | |
|---|---|---|
| Provider | Moonshot AI | Poolside |
| Noometry Index | 43.3 | 32.5 |
| Released | 2026-06-12 | 2026-04-28 |
| Weights | Open | Open |
| Context window | 262K | 262K |
| Max output | 262K | 33K |
| Input $ / M tokens | $0.95 | — |
| Output $ / M tokens | $4 | — |
| Results tracked | 19 | 3 |
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Category by category
Coding Kimi K2.7 Code leads
Kimi K2.7 Code: 42.9 (#95), Laguna M.1: 36.6 (#204)
| Benchmark | Kimi K2.7 Code | Laguna M.1 |
|---|---|---|
| LMArena WebDev | 1473 | 1349 |
| DeepSWE | 30.5% | — |
| FrontierCode | 30.1% | — |
| SciCode | 47.5% | — |
| WeirdML | 54.1% | — |
| ALE-Bench | 886.23 | — |
Agentic & Tool Use Not comparable
Kimi K2.7 Code: 24.0 (#122), Laguna M.1: —
| Benchmark | Kimi K2.7 Code | Laguna M.1 |
|---|---|---|
| APEX-Agents | 37.6% | — |
| GBAEval | 0.9% | — |
| Vending-Bench 2 | 5,083 | — |
Reasoning Kimi K2.7 Code leads
Kimi K2.7 Code: 39.0 (#61), Laguna M.1: 23.1 (#184)
| Benchmark | Kimi K2.7 Code | Laguna M.1 |
|---|---|---|
| Surface Evolver Bench | 48.8% | 15.6% |
| SimpleBench | 57.9% | — |
| CritPt | 10% | — |
| Chess Puzzles | 21% | — |
| Epoch Capabilities Index | 149.97 | — |
Math Kimi K2.7 Code leads
Kimi K2.7 Code: 52.9 (#48), Laguna M.1: 21.1 (#283)
| Benchmark | Kimi K2.7 Code | Laguna M.1 |
|---|---|---|
| FrontierMath (Tiers 1-3) | 54% | — |
| FrontierMath Tier 4 | 12.2% | — |
| OTIS Mock AIME 2024-2025 | 95.6% | — |
| ProofBench | — | 0% |
Knowledge Not comparable
Kimi K2.7 Code: 53.5 (#57), Laguna M.1: —
| Benchmark | Kimi K2.7 Code | Laguna M.1 |
|---|---|---|
| GPQA Diamond | 87.9% | — |
| SimpleQA Verified | 36.5% | — |
Frequently asked questions
Is Kimi K2.7 Code better than Laguna M.1?
Kimi K2.7 Code is the stronger model overall, scoring 43.3 to 32.5 on the Noometry Index.
Is Kimi K2.7 Code or Laguna M.1 better for coding?
Kimi K2.7 Code scores higher on coding benchmarks: 42.9 versus 36.6 in the Noometry coding category.
Which has the bigger context window?
Both accept 262K tokens.
How many benchmarks do Kimi K2.7 Code and Laguna M.1 share?
2 benchmarks have published results for both models. Kimi K2.7 Code has 19 scored results on Noometry and Laguna M.1 has 3.