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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 Okareo?

Okareo is an innovative platform designed for the advancement of AI development, enabling teams to build, test, and monitor their AI agents with confidence. The platform incorporates automated simulations that uncover edge cases, system conflicts, and potential failures before the deployment phase, thus guaranteeing the strength and dependability of AI functionalities. With features for real-time error detection and intelligent safety measures, Okareo aims to prevent hallucinations and maintain accuracy in live operational environments. It continually enhances AI performance by leveraging domain-specific data and insights derived from actual usage, which improves relevance and effectiveness, ultimately resulting in a boost in user satisfaction. By translating agent behaviors into actionable insights, Okareo empowers teams to pinpoint successful approaches, identify improvement areas, and establish future priorities, thereby significantly increasing business value beyond mere log analysis. Furthermore, Okareo facilitates collaboration and scalability, making it suitable for AI projects of varying sizes, which positions it as an essential tool for teams striving to deliver high-quality AI applications with efficiency and efficacy. This flexibility ensures that teams can adapt swiftly to evolving demands and challenges in the ever-changing AI landscape, empowering them to maintain a competitive edge.

Media

Media

Integrations Supported

Llama 3
Llama 3.1
Llama 3.2
Llama 3.3
Python
Qwen
Qwen3

Integrations Supported

Llama 3
Llama 3.1
Llama 3.2
Llama 3.3
Python
Qwen
Qwen3

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

$199 per month
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

Okareo

Date Founded

2023

Company Location

United States

Company Website

okareo.com

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