Devstral Small 2507 devstral-small-2507
mistralai · mistral coding
#96 overall #21 agentic
- params
- 24B
- arch
- dense
- license
- apache-2.0 open weights
- released
- Jul 2025
- downloads/30d
- 6.8k
# architecture
- layers
- 40
- d_model
- 5120
- heads
- 32q / 8kv
- head dim
- 128
- vocab
- 131072
- family
- mistral
signal path of one layer, generated from the registry's structured fields — dimension lines quote the model's real numbers; an MoE trace forks at the router, a dense trace runs straight through. Geometry fields come from the repo's config.json.
# why ranked
Overall: #96 — score 12.4 ● high — all signals present
| signal | weight | input (0–100) |
|---|---|---|
| aa_intelligence | 0.70 | 12.6 |
| bench_composite | 0.30 | 12.0 |
benchmark panel evidence:
| complete panel | score (0–100) |
|---|---|
| aa-math-v1 | 8.7 |
| swe-bench-verified-v1 | 15.4 |
Coding: provisional — score 5.3 ● low — a single signal; treat with caution
provisional: too few independent signals for a numbered position — the score is shown, but this model sorts after every ranked model.
| signal | weight | input (0–100) |
|---|---|---|
| aa_coding | 0.30 | — |
| aider_polyglot | 0.30 | — |
| swe_bench_verified | 0.40 | 5.3 |
missing signals are dropped and the remaining weights renormalized — never imputed.
Agentic: #21 — score 5.3 ● low — a single signal; treat with caution
| signal | weight | input (0–100) |
|---|---|---|
| swe_bench_verified | 0.60 | 5.3 |
| swe_rebench | 0.40 | — |
missing signals are dropped and the remaining weights renormalized — never imputed.
# trend
methodology changed during this history window; score movement across that boundary is not model movement. See methodology v6.
# benchmarks
| benchmark | score | source | date |
|---|---|---|---|
| AA Intelligence Index | 7.6 | Artificial Analysis | — |
| AA Math Index | 29.3 | Artificial Analysis | — |
| SWE-bench Verified | 38.0 | SWE-bench | Jul 2025 |
# where to run
no known API providers — download the weights from Hugging Face and run them yourself.
source aliases
- aa
devstral-small- openrouter
mistralai/devstral-small