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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 Isle?

Isle provides specialized managed environments designed specifically for desktop applications utilized by computer-use agents, featuring integral guardrails, application oversight, and artifact checkpoints. Instead of simply offering a generic machine for the agent, Isle encapsulates each application within a framework that includes essential monitoring, containment, and recovery protocols to facilitate efficient operation. These environments come pre-configured with all necessary software readily available, and regular health checks confirm that applications are functioning properly instead of just checking for online connectivity. Developers have the flexibility to implement any computer-use model or agent loop utilizing widely adopted functionalities such as screenshots, mouse interactions, keyboard inputs, file transfers, and execution commands. In addition to this, artifact checkpoints help preserve important progress prior to major actions, allowing for restoration if problems occur, while recovery controls grant agents the ability to restart applications and return to the latest stable version. This all-encompassing methodology not only boosts productivity but also reduces interruptions, making it a highly effective solution for overseeing desktop applications. Ultimately, Isle's innovative approach ensures that user experience is optimized and operational efficiency is maintained.

Media

Media

Integrations Supported

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

Integrations Supported

Python
FreeCAD
KiCad EDA

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided
Free Version

Pricing Information

$29 per month
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
Online Training

Company Facts

Organization Name

Thinking Machines Lab

Company Location

United States

Company Website

thinkingmachines.ai/tinker/

Company Facts

Organization Name

Isle

Date Founded

2026

Company Website

www.tryisle.com

Categories and Features

Categories and Features

Agentic AI

Not specified

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