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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 Overmind?

Overmind is an all-encompassing platform designed for both the training and deployment of AI agents, tailored specifically for teams active in this domain. It utilizes OpenTelemetry to process production traces, creating datasets from a variety of sources such as trace data, file uploads, and integrations with platforms like Langfuse, LangSmith, Braintrust, and Galileo. Teams can monitor agent context and performance in real-time, while also preparing and evaluating datasets and testing prompts and models against their customized examples, continuously improving agent behavior through evaluated adjustments. The platform supports both LoRA and full fine-tuning of open-weight models, providing benchmarking with custom evaluators and deployment options via an OpenAI-compatible endpoint; users can also download trained weights as needed. Additionally, users may choose to utilize the hosted console or implement the platform within their own infrastructure using Docker Compose. Specifically crafted for AI engineering and product teams managing agents in active environments, Overmind enables users to rigorously experiment, enhance, and tailor models with their unique data to achieve the best results. This versatility allows teams to modify their workflows to align with their individual requirements and preferences, fostering a more personalized approach to AI agent management. Ultimately, Overmind stands out as a vital tool for teams looking to maximize the potential of their AI initiatives.

Media

Media

Integrations Supported

Inkling
Inkling-Small
Llama 3
Llama 3.1
Llama 3.2
Llama 3.3
Python
Qwen
Qwen3

Integrations Supported

Braintrust
Claude Code
Cursor
Galileo
LangSmith
Langfuse
Model Context Protocol (MCP)
OpenAI Codex

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided
Free Version

Pricing Information

Free
Free plan: $0/month, with fair-use OTLP ingest, up to 10 optimization runs, 5 evaluation runs, 2 training jobs, and 2 deployment jobs per month, plus 5 projects and a $40 one-time credit. Pro: $120/month with higher limits, unlimited projects, optimization runs, evaluation runs, training jobs, and deployment jobs. Enterprise pricing is custom.
Free Version

Supported Platforms

SaaS

Supported Platforms

SaaS
On-Prem

Customer Service / Support

Web-Based Support

Customer Service / Support

Not specified

Training Options

Documentation Hub

Training Options

Not specified

Company Facts

Organization Name

Thinking Machines Lab

Company Location

United States

Company Website

thinkingmachines.ai/tinker/

Company Facts

Organization Name

Overmind

Date Founded

2025

Company Location

United Kingdom

Company Website

www.overmindlab.ai

Categories and Features

Categories and Features

AI Fine-Tuning

Not specified

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