Tinker

Tinker

Thinking Machines Lab
+
+

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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.

About

micro1 Intelligence is an AI data research company that develops high-quality human data, evaluation platforms, and training environments to advance frontier AI models and autonomous agents. The company builds infrastructure that combines expert human knowledge with realistic scenarios to improve reasoning, decision-making, and real-world AI performance. Its platform includes Realm for reinforcement learning environments, Cortex for contextual AI agent evaluation, and Robotics for collecting high-fidelity real-world robotics data. micro1 also conducts research into human data markets, AI benchmarking, extraction systems, and model evaluation methodologies. Through expert networks and data partnerships, the company generates specialized datasets that help train and validate advanced AI systems. micro1 Intelligence helps AI organizations build more capable, reliable, and production-ready intelligent systems through expert-driven data and research.

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

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

Audience

micro1 Intelligence is ideal for frontier AI companies, AI research labs, robotics developers, enterprises building AI agents, and organizations seeking expert human data, advanced evaluation platforms, and real-world AI training infrastructure

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

No information available.
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

Thinking Machines Lab
United States
thinkingmachines.ai/tinker/

Company Information

micro1
United States
www.micro1.ai/

Alternatives

Alternatives

Mistral Forge

Mistral Forge

Mistral AI
LLaMA-Factory

LLaMA-Factory

hoshi-hiyouga

Categories

Categories

Integrations

Llama 3
Llama 3.1
Llama 3.2
Llama 3.3
Python
Qwen
Qwen3

Integrations

Llama 3
Llama 3.1
Llama 3.2
Llama 3.3
Python
Qwen
Qwen3
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