# Laguna M.1 vs Step 3.5 Flash

> Step 3.5 Flash is the stronger model overall, scoring 41.7 to 31.9 on the Noometry Index.

- Canonical page: https://noometry.com/compare/laguna-m-1-vs-step-3-5-flash
- Last updated: 2026-10-10
- Shared benchmarks: 0

## Summary

- The widest gap is in math, where Step 3.5 Flash leads 40.6 to 20.3.
- Laguna M.1 accepts more context: 262K tokens versus 256K.

## Snapshot

| | Laguna M.1 | Step 3.5 Flash |
|---|---|---|
| Provider | Poolside | StepFun |
| Noometry Index | 31.9 | 41.7 |
| Rank | 252 | 116 |
| Context | 262K | 256K |
| Input $/M | — | $0.10 |
| Output $/M | — | $0.30 |
| Weights | Open | Open |

## Coding

- Laguna M.1: 36.4 (#195)
- Step 3.5 Flash: 41.7 (#106)

| Benchmark | Laguna M.1 | Step 3.5 Flash |
|---|---|---|
| LMArena WebDev | 1348 | — |
| LMArena Coding | — | 1436 |

## Reasoning

- Laguna M.1: 21.9 (#187)
- Step 3.5 Flash: 21.2 (#202)

| Benchmark | Laguna M.1 | Step 3.5 Flash |
|---|---|---|
| NYT Connections (extended) | — | 28.4% |
| LMArena Hard Prompts | — | 1411 |
| Surface Evolver Bench | 15.6% | — |

## Math

- Laguna M.1: 20.3 (#276)
- Step 3.5 Flash: 40.6 (#77)

| Benchmark | Laguna M.1 | Step 3.5 Flash |
|---|---|---|
| MathArena Final-Answer Competitions | — | 66.8% |
| ProofBench | 0% | — |
| LMArena Math | — | 1408 |

## Knowledge

- Laguna M.1: —
- Step 3.5 Flash: 39.0 (#127)

| Benchmark | Laguna M.1 | Step 3.5 Flash |
|---|---|---|
| LMArena Expert | — | 1422 |

## Multilingual

- Laguna M.1: —
- Step 3.5 Flash: 50.7 (#115)

| Benchmark | Laguna M.1 | Step 3.5 Flash |
|---|---|---|
| LMArena Non-English | — | 1386 |
| LMArena Chinese | — | 1448 |
| LMArena French | — | 1421 |
| LMArena German | — | 1404 |
| LMArena Japanese | — | 1353 |
| LMArena Korean | — | 1350 |
| LMArena Russian | — | 1385 |
| LMArena Spanish | — | 1419 |

## Instruction Following

- Laguna M.1: —
- Step 3.5 Flash: 73.3 (#119)

| Benchmark | Laguna M.1 | Step 3.5 Flash |
|---|---|---|
| LMArena Instruction Following | — | 1385 |

## Long Context

- Laguna M.1: —
- Step 3.5 Flash: 42.8 (#112)

| Benchmark | Laguna M.1 | Step 3.5 Flash |
|---|---|---|
| LMArena Longer Query | — | 1402 |

## Writing & Preference

- Laguna M.1: —
- Step 3.5 Flash: 59.0 (#108)

| Benchmark | Laguna M.1 | Step 3.5 Flash |
|---|---|---|
| LMArena Text | — | 1403 |
| LMArena Creative Writing | — | 1357 |
| LMArena Multi-Turn | — | 1405 |

## FAQ

### Is Laguna M.1 better than Step 3.5 Flash?

Step 3.5 Flash is the stronger model overall, scoring 41.7 to 31.9 on the Noometry Index.

### Is Laguna M.1 or Step 3.5 Flash better for coding?

Step 3.5 Flash scores higher on coding benchmarks: 41.7 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 3.5 Flash share?

0 benchmarks have published results for both models. Laguna M.1 has 3 scored results on Noometry and Step 3.5 Flash has 19.