Agent Frameworks

Maze

Deep reinforcement learning framework for real-world decision problems.

Status
Generally available
Last checked
Checked · Oct 12, 2026
License
Open source
Pricing
Free tier · from $0

What it is

Maze is an application-oriented deep reinforcement learning framework designed to address complex real-world decision-making challenges. It provides a robust platform for developers and researchers to implement, test, and deploy reinforcement learning models in practical scenarios.

Maze stands out as an open-source, application-oriented framework that focuses on deep reinforcement learning, offering flexibility and extensibility to tackle complex real-world decision problems.

When it fits — and when it doesn’t

A good fit for

  • Researchers working on deep reinforcement learning projects who need a flexible framework to implement custom algorithms.

  • Developers building autonomous systems that require advanced decision-making capabilities.

Look elsewhere if

  • Projects requiring real-time streaming data processing (Maze is not optimized for this).

  • Teams looking for a cloud-based managed service without the need for self-hosting.

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Limited documentation for advanced features

    Advanced use cases and customization options are not well-documented in the official guide

  2. 02

    Performance issues with large-scale models

    Training complex reinforcement learning models can lead to significant slowdowns, especially on smaller hardware setups

What it does well

  • Application-oriented design for real-world problems

  • Deep reinforcement learning algorithms implementation

  • Flexible and extensible architecture

  • Supports a wide range of RL tasks

Pricing

Free tier
YesOpen source — free to use
Paid from
$0
Model
Flat rate
Enterprise plan
No

Pricing not independently confirmed — check the vendor’s page.

Performance benchmarks

How Fast Is It?

Set up Maze

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →
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Maze — tracked on AI Navigator

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