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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:Provider·OpenRouter· as of 2026-07-15

Category Rankings

Coding
#9of 33
Math
#6of 70
Reasoning
#25of 78
Agentic
#17of 45

Specifications

Vision
Audio
Reasoning
MoE
Architecture
975B
Parameters
41B
Active
524K
Context
16K
Max output

Performance

Providers

Misc

July 17, 2026
Released
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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