Devstral Small 2512 devstral-small-2512
mistralai · mistral coding
unranked — no quality signals yet
- params
- 24B
- arch
- dense
- license
- apache-2.0 open weights
- released
- Dec 2025
# architecture
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: provisional — score 40.0 ● 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_intelligence | 0.70 | — |
| bench_composite | 0.30 | 40.0 |
benchmark panel evidence:
| complete panel | score (0–100) |
|---|---|
| swe-bench-verified-v1 | 40.0 |
missing signals are dropped and the remaining weights renormalized — never imputed.
Coding: provisional — score 27.8 ● 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 | 27.8 |
missing signals are dropped and the remaining weights renormalized — never imputed.
Agentic: #16 — score 27.8 ● low — a single signal; treat with caution
| signal | weight | input (0–100) |
|---|---|---|
| swe_bench_verified | 0.60 | 27.8 |
| 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 v5.
# benchmarks
| benchmark | score | source | date |
|---|---|---|---|
| SWE-bench Verified | 56.4 | SWE-bench | Dec 2025 |
# where to run
no known API providers — download the weights from Hugging Face and run them yourself.
source aliases
- openrouter
mistralai/devstral-small-2512- swebench
devstral-small-2512