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Thinking Machines · Chat and reasoning · 952B parameters · 41B active · apache-2.0

Inkling

Needs 1,143 GB at FP8 / INT8. The smallest real configuration today is 8× MI300X at TensorWave, $13.68 per hour, about $9,986 a month at 730 hours.

Parameters952B41B active per token
Context—maximum published
Checkpoint1,905 GBBF16, as published
Licenseapache-2.0check before commercial use
ReleasedJul 15, 2026documented date
Smallest configuration · FP8 / INT8
8× MI300X1536 GB VRAM · 74% used
Per hour
$13.68
Per month
$9,986
Cheapest at
TensorWave
All MI300X offers →
Memory · 3 precisions

How much VRAM it needs

Weights plus runtime overhead. The context dimension appears once the model's architecture is on file.

PrecisionWeightsWeights + headroom
BF16published checkpoint1,905 GB2,286 GB
FP8 / INT8estimated952 GB1,143 GB
INT4 / MXFP4estimated571 GB686 GB
Cross-checked on Hugging Face Oct 28, 2026: 952.4B parameters in the safetensors headers, 1904.8 GB of weight files, attention layout from config.json (66 layers, 8 KV heads × 128). Method: weights as published at the native precision, verified on Hugging Face 2026-10-28; other precisions estimated at 1 (8-bit) and 0.6 (4-bit) bytes per parameter; × 1.2 runtime headroom; KV cache = 4096 bytes per token per layer × 66 full-attention layers (FP16 cache, one sequence).config.json ↗
Smallest configuration per GPU · 110 GPUs · cheapest eligible on-demand offer per GPU count, every provider on file

What it costs to run, GPU by GPU

The fewest GPUs of one type whose total memory fits the model at short context, priced from the cheapest eligible on-demand offer for exactly that count (45-day window, newest reading per provider), with the next providers beside it. Monthly = 730 hours.

GPUSmallest configVRAM used$ / hour$ / monthCheapest at
MI300XBest fit8× 192 GB1536 GB total74%$13.68$9,986TensorWaveTrust 64 · read Nov 1 · receipt · also Cyfuture AI $22.38, AtmosCompute $26.77
MI325X8× 256 GB2048 GB total56%$18.00$13,140TensorWaveTrust 64 · read Nov 1 · receipt · also Cyfuture AI $24.34
B3004× 288 GB1152 GB total99% tight$23.29$17,004UpCloudTrust 75 · read Nov 1 · receipt · also FPT AI Factory $27.96, Vast.ai $37.50
MI355X8× 288 GB2304 GB total50%$23.60$17,228TensorWaveTrust 64 · read Nov 1 · receipt
B2008× 180 GB1440 GB total79%$32.91$24,026UpCloudTrust 75 · read Nov 1 · receipt · also Airon AI $33.04, Deep Infra $39.12
B300 CC4× 288 GB1152 GB total99% tight$46.31$33,806VerdaTrust 81 · read Nov 1 · receipt
GB3004× 288 GB1152 GB total99% tight$52.21$38,113VerdaTrust 81 · read Nov 1 · receipt
B200 CC8× 180 GB1440 GB total79%$72.37$52,830VerdaTrust 81 · read Nov 1 · receipt
Throughput estimates · Oct 4, 2026

Tokens per second, and what a million costs

Chat and reasoning. Speed estimated from memory bandwidth and model size, never measured. The cost per 1M output tokens is an estimate at the prices read on Oct 4, 2026; it is not recomputed here.

GPUCardsPrecisiontok/s per userper 1M output tokens · estimate
MI300X8FP830.8$4.91
B2008FP853.6$6.44
H2008FP839.8$7.27
cards, precision and speed estimated from memory bandwidth and model size; cost recomputed by the site from verified prices · cheapest per output at the prices of Oct 4, 2026: MI300XWhy estimates, and their limits →