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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 JigsawStack?

JigsawStack is dedicated to democratizing access to AI APIs for every user. We focus on developing customized models designed to reduce your workload, enabling you to focus on your primary goals. Our APIs are engineered for seamless integration with any technology stack, which helps you expedite your development process while emphasizing product innovation. One of our flagship offerings is the AI Scraper API, which skillfully pulls data from websites without the need for complicated CSS selectors, simplifying your tasks and boosting efficiency. This functionality not only conserves valuable time but also provides enhanced flexibility in how you gather data. By utilizing our services, you can elevate your project’s potential and achieve your objectives more effectively.

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

Workers by Delos

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided
Free Version

Pricing Information

$27/month/user
Free Version

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

Thinking Machines Lab

Company Location

United States

Company Website

thinkingmachines.ai/tinker/

Company Facts

Organization Name

JigsawStack

Date Founded

2024

Company Location

Singapore

Company Website

jigsawstack.com

Categories and Features

Categories and Features

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