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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 Astra Platform?

Elevate your LLM's integration capabilities with a simple line of code, bypassing the complexities of JSON schemas altogether. This breakthrough approach saves you from spending endless hours, allowing you to connect your LLM to various applications in just minutes. With a few concise lines of code, your LLM can perform actions across multiple platforms on behalf of users, offering an extensive range of 2,200 pre-configured integrations, including well-known services such as Google Calendar, Gmail, Hubspot, and Salesforce. You can also manage authentication profiles effectively, enabling seamless operation for your LLM. Whether you prefer to create REST integrations or import from an OpenAPI specification, the flexibility to tailor your setup is at your fingertips. Unlike traditional function calling that may necessitate costly adjustments to the foundation model, which can degrade output quality, Astra lets you enable function calling with any LLM, independent of its native capabilities. This cutting-edge solution helps establish an integrated layer of functionalities that enhances your LLM without sacrificing its core architecture. Additionally, it automatically generates field descriptions that are fine-tuned for LLMs, further simplifying the integration process and making it more user-friendly. With these advancements, integrating and optimizing your LLM has never been easier or more efficient.

Media

Media

Integrations Supported

Gmail
Google Calendar
HubSpot CRM
HubSpot Customer Platform
JSON
Jira
Llama 3
Llama 3.1
Llama 3.2
Llama 3.3
Microsoft Excel
Notion
Python
Qwen
Qwen3
Salesforce
Shopify
Slack

Integrations Supported

Gmail
Google Calendar
HubSpot CRM
HubSpot Customer Platform
JSON
Jira
Llama 3
Llama 3.1
Llama 3.2
Llama 3.3
Microsoft Excel
Notion
Python
Qwen
Qwen3
Salesforce
Shopify
Slack

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
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

Astra Platform

Company Website

www.tryastra.io

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