Inkling-Small Reviews & Ratings

Inkling-Small

5.0 out of 5 stars

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features 0 out of 5 stars
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Total 5 out of 5 stars
features 4 out of 5 stars

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What is Ling Studio?

Ling Studio is an online platform established by Ant Ling that enables users to explore the extensive possibilities of AI while evaluating the core functionalities of the Ling model series. This platform provides a smooth avenue for individuals to experiment with Ant Ling's models before accessing them through API connections, thereby improving the user experience in areas such as multi-turn reasoning, managing extensive contexts, generating multimodal content, and examining model behaviors in an interactive chat format. It is closely linked to Ant Ling's comprehensive array of models crafted for text generation, coding, reasoning, and various multimodal applications. The Ling models are adaptable large language models (LLMs) that utilize a Mixture of Experts architecture, striking a balance between high parameter counts and low activation expenses, which supports conversation, text production, and a wide range of content creation. Furthermore, the Ling models are designed to perform exceptionally well in deep reasoning and cognitive tasks, showcasing remarkable skills in mathematics, programming, and achieving outstanding results on extensive reasoning assessments, making them essential resources for users in search of advanced AI solutions. This pioneering strategy not only boosts user engagement but also paves the way for innovative applications within the AI domain, ultimately transforming how people interact with intelligent systems. Additionally, the platform encourages collaboration and knowledge sharing among users, fostering a vibrant community focused on the future of AI technology.

What is Inkling-Small?

Inkling-Small is an efficient multimodal AI model built to deliver strong reasoning and coding performance at a fraction of Inkling’s size. It is a Mixture-of-Experts transformer with 276 billion total parameters and 12 billion active parameters. The model was trained on NVIDIA GB300 NVL72 systems and is designed to combine high capability with more efficient inference. Inkling-Small supports native reasoning across text, images, and audio, allowing it to work across multimodal tasks without relying on separate encoders. Its context window supports up to one million tokens, making it useful for long-form reasoning, large-scale code understanding, document analysis, and agentic workflows. Users can adjust reasoning effort from minimal to extra high depending on whether they need faster responses or deeper computation. The model’s training process includes improved pre-training data, post-training with on-policy distillation from Inkling, and extended agentic coding reinforcement learning. These techniques helped Inkling-Small outperform its larger counterpart on reasoning and coding benchmarks. The model performs well in coding and tool-use harnesses and exceeds 80% on SWE-bench Verified. Its encoder-free architecture processes audio as dMel spectrograms and images as 40-by-40-pixel patches alongside text tokens. By combining efficient MoE design, one-million-token context, adjustable reasoning effort, multimodal processing, coding strength, and tool-use performance, Inkling-Small is designed for developers and teams that need capable AI with lower active compute requirements.

Media

Media

Integrations Supported

Integrations Supported

Model Context Protocol (MCP)
Tinker

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided

Pricing Information

$0.30 per million input tokens
$0.30 per million input tokens and $1.20 per million output tokens

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

Ant Group

Date Founded

2014

Company Location

China

Company Website

chat.ant-ling.com/chat

Company Facts

Organization Name

Thinking Machines Lab

Date Founded

2025

Company Location

United States

Company Website

thinkingmachines.ai/news/inkling-small/

Categories and Features

AI Tools

Not specified

Categories and Features

AI Coding Models

Not specified

AI Models

Not specified

AI Reasoning Models

Not specified

AI Vision Models

Not specified

Open-Weight AI Models

Not specified

Small Language Models

Not specified

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