Magistral Small 2509 magistral-small-2509
mistralai · mistral
#84 overall
- params
- 24B
- arch
- dense
- license
- apache-2.0 open weights
- released
- Sep 2025
- downloads/30d
- 27.1k
# 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: #84 — score 25.6 ● low — a single signal; treat with caution
| signal | weight | input (0–100) |
|---|---|---|
| aa_intelligence | 0.70 | 20.3 |
| bench_composite | 0.30 | 37.9 |
benchmark panel evidence:
| complete panel | score (0–100) |
|---|---|
| aa-coding-v1 | 26.3 |
| aa-math-v1 | 49.5 |
Coding: provisional — score 16.2 ● 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 | 16.2 |
| aider_polyglot | 0.30 | — |
| swe_bench_verified | 0.40 | — |
missing signals are dropped and the remaining weights renormalized — never imputed.
# trend
# benchmarks
| benchmark | score | source | date |
|---|---|---|---|
| AA Coding Index | 14.7 | Artificial Analysis | — |
| AA Intelligence Index | 8.6 | Artificial Analysis | — |
| AA Math Index | 80.3 | Artificial Analysis | — |
# where to run
| provider | quant | ctx | $/M in | $/M out | $/M cache | price src | tps | uptime | ✓ |
|---|---|---|---|---|---|---|---|---|---|
| Amazon Bedrock | 125k | $0.50 | $1.50 | — | via litellm | — | — |
sorted by blended price ((3·input + output) / 4 per 1M) · ✓ = the provider's own catalog confirms the offer · "via …" prices are what the aggregator routing the offer charges, not the provider's own list price
source aliases
- aa
magistral-small-2509