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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 Runware?

Runware delivers fast and cost-effective generative media solutions by utilizing specially designed hardware in conjunction with renewable energy sources. Their Sonic Inference Engine boasts impressive sub-second inference times with advanced models such as SD1.5, SDXL, SD3, and FLUX, making it ideal for real-time AI applications while ensuring superior quality. Capable of handling over 300,000 models, including LoRAs, ControlNets, and IP-Adapters, users can easily switch between different models as required. The platform's advanced features encompass text-to-image and image-to-image generation, inpainting, outpainting, background removal, and upscaling, along with compatibility for technologies like ControlNet and AnimateDiff. Remarkably, Runware's commitment to sustainability is reflected in its operation on renewable energy, leading to a reduction of around 60 metric tonnes of CO₂ emissions monthly. Additionally, the platform includes a flexible API that supports both WebSockets and REST, facilitating seamless integration without the need for expensive hardware or specialized AI expertise. This strategic blend of speed, efficiency, and ecological responsibility firmly establishes Runware as a frontrunner in the generative media industry, paving the way for innovative applications in various sectors.

Media

Media

Integrations Supported

Python
Civitai
JSON
JavaScript
Kling AI
Llama 3
Llama 3.1
Llama 3.2
Llama 3.3
Picsart Enterprise
Qwen
Qwen3
websockets

Integrations Supported

Python
Civitai
JSON
JavaScript
Kling AI
Llama 3
Llama 3.1
Llama 3.2
Llama 3.3
Picsart Enterprise
Qwen
Qwen3
websockets

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

$0.0006 per image
Free Trial Offered?
Free Version

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

Runware

Date Founded

2023

Company Location

United States

Company Website

runware.ai/

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