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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 Intel Tiber AI Cloud?

The Intel® Tiber™ AI Cloud is a powerful platform designed to effectively scale artificial intelligence tasks by leveraging advanced computing technologies. It incorporates specialized AI hardware, featuring products like the Intel Gaudi AI Processor and Max Series GPUs, which optimize model training, inference, and deployment processes. This cloud solution is specifically crafted for enterprise applications, enabling developers to build and enhance their models utilizing popular libraries such as PyTorch. Furthermore, it offers a range of deployment options and secure private cloud solutions, along with expert support, ensuring seamless integration and swift deployment that significantly improves model performance. By providing such a comprehensive package, Intel Tiber™ empowers organizations to fully exploit the capabilities of AI technologies and remain competitive in an evolving digital landscape. Ultimately, it stands as an essential resource for businesses aiming to drive innovation and efficiency through artificial intelligence.

Media

Media

Integrations Supported

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

Integrations Supported

Advantech Intelligent Kitchen Display System
Arm DDT
BCM One
BeyondTrust Cloud Privilege Broker
DeepSeek R1
HP Advance
Intel Gaudi Software
Intel Open Edge Platform
Jupyter Notebook
JupyterLab
PyTorch

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided
Free Version

Pricing Information

Free
Free Version

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Standard Support
Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub
On-Site Training

Company Facts

Organization Name

Thinking Machines Lab

Company Location

United States

Company Website

thinkingmachines.ai/tinker/

Company Facts

Organization Name

Intel

Date Founded

1968

Company Location

United States

Company Website

ai.cloud.intel.com

Categories and Features

Categories and Features

AI Cloud Providers

Not specified

AI Fine-Tuning

Not specified

AI Inference

Not specified

AI Infrastructure

Not specified

AI/ML Model Training

Not specified

Cloud GPU

Not specified

HPC

Not specified

ML Model Deployment

Not specified

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