# Laguna M.1 vs Step 3.7 Flash

> Step 3.7 Flash is the stronger model overall, scoring 36.5 to 31.9 on the Noometry Index.

- Canonical page: https://noometry.com/compare/laguna-m-1-vs-step-3-7-flash
- Last updated: 2026-10-10
- Shared benchmarks: 0

## Summary

- The widest gap is in math, where Step 3.7 Flash leads 40.9 to 20.3.
- Laguna M.1 accepts more context: 262K tokens versus 256K.

## Snapshot

| | Laguna M.1 | Step 3.7 Flash |
|---|---|---|
| Provider | Poolside | StepFun |
| Noometry Index | 31.9 | 36.5 |
| Rank | 252 | 207 |
| Context | 262K | 256K |
| Input $/M | — | $0.18 |
| Output $/M | — | $1.11 |
| Weights | Open | Open |

## Coding

- Laguna M.1: 36.4 (#195)
- Step 3.7 Flash: 39.4 (#147)

| Benchmark | Laguna M.1 | Step 3.7 Flash |
|---|---|---|
| LMArena WebDev | 1348 | — |
| SciCode | — | 40% |
| ALE-Bench | — | 694.12 |

## Reasoning

- Laguna M.1: 21.9 (#187)
- Step 3.7 Flash: 20.9 (#211)

| Benchmark | Laguna M.1 | Step 3.7 Flash |
|---|---|---|
| NYT Connections (extended) | — | 39.7% |
| CritPt | — | 2.3% |
| Surface Evolver Bench | 15.6% | — |

## Math

- Laguna M.1: 20.3 (#276)
- Step 3.7 Flash: 40.9 (#74)

| Benchmark | Laguna M.1 | Step 3.7 Flash |
|---|---|---|
| MathArena Final-Answer Competitions | — | 68.5% |
| ProofBench | 0% | — |

## FAQ

### Is Laguna M.1 better than Step 3.7 Flash?

Step 3.7 Flash is the stronger model overall, scoring 36.5 to 31.9 on the Noometry Index.

### Is Laguna M.1 or Step 3.7 Flash better for coding?

Step 3.7 Flash scores higher on coding benchmarks: 39.4 versus 36.4 in the Noometry coding category.

### Which has the bigger context window?

Laguna M.1 does, with 262K tokens against 256K.

### How many benchmarks do Laguna M.1 and Step 3.7 Flash share?

0 benchmarks have published results for both models. Laguna M.1 has 3 scored results on Noometry and Step 3.7 Flash has 5.