Models Model details

Thinking Machines

Thinking Machines: Inkling

thinkingmachines/inkling

Inkling is an open-weight multimodal mixture-of-experts model from Thinking Machines Lab, with 41B active parameters out of 975B total. It is designed for general-purpose reasoning, coding, agentic and tool-use systems, retrieval-augmented generation, instruction following, and multilingual conversational applications. Its native image and audio understanding supports multimodal analysis alongside text.

Input
$1

/ 1M tokens

Output
$4.05

/ 1M tokens

Context window
524.29K

tokens

Limits

Context

524,288

tokens

Max output

471,859

90% of the context window

Parameters

952,377,623,626

Model facts

Author

Thinking Machines

Tokenizer

Other

Modality

Text + Image + Audio -> Text

License

Apache-2.0

Created

Jul 17, 2026

Hugging Face

thinkingmachines/Inkling

Reasoning

Default HighMaxHighMediumLowMinimalNone

Publication status

Hugging Face: verifiedLicense: publishedParameter count: published

Modalities

Input · TextInput · ImageInput · AudioOutput · Text

Generation controls

Frequency penaltyInclude reasoningLogit biasMax tokensMin pPresence penaltyReasoningReasoning effortRepetition penaltySeedStopTemperatureTool choiceToolsTop kTop p

Capability scores

22.5
Agentic index

Better than 54% of models compared

52.1
Coding index

Better than 51% of models compared

25
Intelligence index

Better than 62% of models compared

Agent tasks

Category performance

Web apps
Top 50%

1187 Elo

48.6% win

Creative tasks

Category performance

Websites
Top 44%

1225 Elo

44.5% win

Code
Top 47%

1207 Elo

42.3% win

UI components
Top 49%

1199 Elo

40.2% win

3D
Top 54%

1162 Elo

40.0% win

Games
Top 55%

1169 Elo

38.2% win

Data visualization
Top 66%

1161 Elo

37.7% win

SVG
Top 71%

1112 Elo

35.0% win

ASCII art
Top 91%

1094 Elo

33.9% win