Tinker

Tinker

Thinking Machines Lab
+
+

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About

​Runware provides ultra-fast, cost-effective generative media solutions powered by custom hardware and renewable energy. Their Sonic Inference Engine delivers sub-second inference times across models like SD1.5, SDXL, SD3, and FLUX, enabling real-time AI applications without compromising quality. It supports over 300,000 models, including LoRAs, ControlNets, and IP-Adapters, allowing seamless integration and instant model switching. Advanced features include text-to-image and image-to-image generation, inpainting, outpainting, background removal, upscaling, and integration with technologies like ControlNet and AnimateDiff. Runware's infrastructure is powered entirely by renewable energy, saving approximately 60 metric tonnes of CO₂ monthly. The flexible API supports both WebSockets and REST, facilitating easy integration without the need for expensive hardware or AI expertise.

About

Tinker is a training API designed for researchers and developers that allows full control over model fine-tuning while abstracting away the infrastructure complexity. It supports primitives and enables users to build custom training loops, supervision logic, and reinforcement learning flows. It currently supports LoRA fine-tuning on open-weight models across both LLama and Qwen families, ranging from small models to large mixture-of-experts architectures. Users write Python code to handle data, loss functions, and algorithmic logic; Tinker handles scheduling, resource allocation, distributed training, and failure recovery behind the scenes. The service lets users download model weights at different checkpoints and doesn’t force them to manage the compute environment. Tinker is delivered as a managed offering; training jobs run on Thinking Machines’ internal GPU infrastructure, freeing users from cluster orchestration.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Any user seeking a solution to integrate high-speed, scalable AI-powered image generation and manipulation capabilities into their applications

Audience

AI researchers and ML engineers requiring a solution to experiment with fine-tuning open source language models while outsourcing infrastructure complexity

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

$0.0006 per image
Free Version
Free Trial

Pricing

No information available.
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

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Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Runware
Founded: 2023
United States
runware.ai/

Company Information

Thinking Machines Lab
United States
thinkingmachines.ai/tinker/

Alternatives

Alternatives

Fooocus

Fooocus

lllyasviel
FLUX.2 [klein]

FLUX.2 [klein]

Black Forest Labs
LLaMA-Factory

LLaMA-Factory

hoshi-hiyouga

Categories

Categories

Integrations

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

Integrations

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