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Thinking Machines Lab

Inkling

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Thinking Machines Lab
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Thinking Machines Lab's open-weight multimodal model with 41B active parameters out of 975B total. Inkling is built for general-purpose reasoning, coding, agentic and tool-use systems, retrieval-augmented generation, instruction following, and multilingual conversation. Native image and audio understanding with configurable thinking effort and a 524K-token context window.

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Inkling is somewhat expensive at $1.00/M tokens input and $4.05/M tokens output. Cached input reads are priced at $0.17/M tokens, making repeated context cheaper. The model supports vision/image input, audio input, extended reasoning, a 524K context window.

Best forAgentic codingExpert reasoningLong-context analysisVision tasks

Benchmarks

Sources:Epoch AI·Provider·OpenRouter· as of 2026-10-02

Category Rankings

Coding
#9of 33
Math
#11of 121
Reasoning
#39of 123
Agentic
#17of 45

Specifications

Vision
Audio
Reasoning
MoE
Architecture
975B
Parameters
41B
Active
524K
Context
256K
Max output

Performance

Providers

Misc

July 17, 2026
Released
Same family
Thinking Machines LabInkling Small
CompareChat with Inkling

Compare with

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Frequently Asked Questions about Inkling▼

When was Inkling released?

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Inkling was released on July 17, 2026.

Who created Inkling?

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Inkling was created by Thinking Machines Lab.

How much does Inkling cost?

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Inkling costs $1.00/M input tokens and $4.05/M output tokens.

What is Inkling API pricing?

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The Inkling API is priced at $1.00 per million input tokens and $4.05 per million output tokens. You can access Inkling through idapt.app alongside 200+ other AI models in one workspace.

Is Inkling a reasoning model?

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Yes, Inkling is a reasoning model. It can think step-by-step through complex problems before providing an answer, often yielding better results on difficult tasks like math, coding, and multi-step logic.

Does Inkling support image or vision input?

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Yes, Inkling supports vision/image input. You can share images in your conversation and the model will analyze and respond based on their content.

Does Inkling support audio?

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Yes, Inkling supports audio input, allowing it to process and respond to voice and audio files.

What is the context window of Inkling?

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Inkling has a context window of 524K tokens, meaning it can process approximately 393,216 words of context at once.

Is Inkling open source?

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Inkling is a proprietary model developed by Thinking Machines Lab. The model weights and training data are not publicly available.

How does Inkling perform on coding?

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Inkling resolves 78% of SWE-bench Verified tasks — real GitHub issues fixed end-to-end, the strongest single signal for agentic software engineering.

What is Inkling good at?

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Based on benchmark data, Inkling excels at: software development and coding tasks, mathematical problem solving, visual analysis and image understanding. It is Thinking Machines Lab's capable model suitable for a wide range of tasks.

Where can I use Inkling?

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You can chat with Inkling on idapt.app — no separate API key required. idapt is an AI workspace with 200+ models, agents, computers, and tasks. You can also access Inkling through Thinking Machines Lab's own API or platform.

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