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What is Tinker?

Tinker is a groundbreaking training API designed specifically for researchers and developers, granting them extensive control over model fine-tuning while alleviating the intricacies associated with infrastructure management. It provides fundamental building blocks that enable users to construct custom training loops, implement various supervision methods, and develop reinforcement learning workflows. At present, Tinker supports LoRA fine-tuning on open-weight models from the LLama and Qwen families, catering to a spectrum of model sizes that range from compact versions to large mixture-of-experts setups. Users have the flexibility to craft Python scripts for data handling, loss function management, and algorithmic execution, while Tinker efficiently manages scheduling, resource allocation, distributed training, and failure recovery independently. The platform empowers users to download model weights at different checkpoints, freeing them from the responsibility of overseeing the computational environment. Offered as a managed service, Tinker runs training jobs on Thinking Machines’ proprietary GPU infrastructure, relieving users of the burdens associated with cluster orchestration and allowing them to concentrate on refining and enhancing their models. This harmonious combination of features positions Tinker as an indispensable resource for propelling advancements in machine learning research and development, ultimately fostering greater innovation within the field.

What is LinkModel?

LinkModel stands out as a powerful AI infrastructure specifically crafted for creators and developers alike. By providing a single, cohesive API, it empowers users to produce text, images, and videos using a variety of top-tier models without the hassle of juggling multiple provider integrations. Developers can effortlessly toggle between different models just by adjusting a simple parameter, while also gaining the ability to oversee request statuses, monitor progress, and manage expenses, all within a user-friendly visual interface. The platform features a transparent pay-as-you-go pricing structure that offers savings of up to 30% from the very first request, alongside a complimentary $1 usage credit upon signing up and additional discounts for future top-ups. Furthermore, LinkModel enhances production development workflows with extensive SDKs and practical examples, making it easier for users to integrate into their projects. This fluid integration not only nurtures creativity but also optimizes the development journey, establishing LinkModel as an indispensable resource for forward-thinking builders. Ultimately, it empowers users to unlock their full creative potential while minimizing operational complexities.

Media

Media

No images available

Integrations Supported

Inkling
Inkling-Small
Llama 3
Llama 3.1
Llama 3.2
Llama 3.3
Python
Qwen
Qwen3

Integrations Supported

Inkling
Inkling-Small
Llama 3
Llama 3.1
Llama 3.2
Llama 3.3
Python
Qwen
Qwen3

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided
Free Version
Free Trial Offered?

Pricing Information

Pay as you go
Free Version
Free Trial Offered?

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Thinking Machines Lab

Company Location

United States

Company Website

thinkingmachines.ai/tinker/

Company Facts

Organization Name

LinkModel AI

Date Founded

2026

Company Location

China

Company Website

linkmodel.ai/

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