Tinker

Tinker

Thinking Machines Lab
+
+

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About

CometAPI is a one-stop large-model API aggregation platform that provides convenient and efficient API service integration and management. It is a complete set of tools that connects the entire API lifecycle, helping R&D teams implement best practices for API Design-first development., and helps make AI development easier.

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

CometAPI is designed for developers, businesses, and enterprises looking to integrate a variety of AI models into their applications with ease, flexibility, and cost-effectiveness

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

No images available

Screenshots and Videos

Pricing

$0
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

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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

CometAPI
Founded: 2023
Hong Kong
www.cometapi.com

Company Information

Thinking Machines Lab
United States
thinkingmachines.ai/tinker/

Alternatives

Alternatives

Inkling

Inkling

Thinking Machines Lab
YandexGPT

YandexGPT

Yandex
LLaMA-Factory

LLaMA-Factory

hoshi-hiyouga

Categories

Categories

Integrations

Axis LMS
Claude Sonnet 3.7
DeepSeek R1
FLUX1.1 Pro
GPT-4.5
Gemini 2.5 Pro Preview (I/O Edition)
Gemini 3 Pro
Gemini 3.1 Flash-Lite
Gemini 3.1 Pro
Grok 3
Inkling
Kling AI
Llama 3
Llama 3.3
Llama 4 Behemoth
Llama 4 Maverick
Llama 4 Scout
Python
Qwen
Qwen3

Integrations

Axis LMS
Claude Sonnet 3.7
DeepSeek R1
FLUX1.1 Pro
GPT-4.5
Gemini 2.5 Pro Preview (I/O Edition)
Gemini 3 Pro
Gemini 3.1 Flash-Lite
Gemini 3.1 Pro
Grok 3
Inkling
Kling AI
Llama 3
Llama 3.3
Llama 4 Behemoth
Llama 4 Maverick
Llama 4 Scout
Python
Qwen
Qwen3
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