Inkling inkling
thinkingmachines · thinkingmachines
#21 overall
- params
- 975B
- arch
- moe
- context
- 512k
- license
- apache-2.0 open weights
- released
- Jul 2026
- train compute
- 1.1e+25 FLOP
- downloads/30d
- 1.6M
# architecture
- layers
- 66
- d_model
- 6144
- heads
- 64q / 8kv
- head dim
- 128
- experts
- top-6 of 256 + 2 shared
- vocab
- 201024
- family
- inkling_mm_model
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: #21 — score 78.2 ● high — all signals present
| signal | weight | input (0–100) |
|---|---|---|
| aa_intelligence | 0.70 | 77.2 |
| bench_composite | 0.30 | 80.4 |
benchmark panel evidence:
| complete panel | score (0–100) |
|---|---|
| aa-coding-v1 | 77.8 |
| aime-2026-v1 | 82.9 |
Coding: provisional — score 67.6 ● 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 | 67.6 |
| aider_polyglot | 0.30 | — |
| swe_bench_verified | 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 Coding Index | 52.1 | Artificial Analysis | — |
| AA Intelligence Index | 25.0 | Artificial Analysis | — |
| Aa-omniscience-index | 2.1 / 200 | LLM Stats | — |
| AIME 2026 | 1.0 / 1 | LLM Stats | — |
| Charxiv-r | 0.8 / 1 | LLM Stats | — |
| Gdpval-aa | 1238.0 / 3000 | LLM Stats | — |
# where to run
| provider | quant | ctx | $/M in | $/M out | $/M cache | price src | tps | uptime | ✓ |
|---|---|---|---|---|---|---|---|---|---|
| Venice | 512k | $0.56 | $1.50 | $0.12 | via modelsdev | — | — | ||
| DeepInfra | 512k | $0.95 | $4.05 | — | via hfrouter | 126 | — | ||
| BaseTen | 1024k | $1.00 | $4.05 | — | via litellm | — | — | ||
| Fireworks | 1024k | $1.00 | $4.05 | $0.17 | via modelsdev | — | — | ||
| Together | unknown | 512k | $1.00 | $4.05 | $0.17 | via openrouter | — | 96.3% |
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
inkling- epoch
Inkling- openrouter
thinkingmachines/inkling