Average Ratings 0 Ratings

Total
ease
features
design
support

No User Reviews. Be the first to provide a review:

Write a Review

Average Ratings 0 Ratings

Total
ease
features
design
support

No User Reviews. Be the first to provide a review:

Write a Review

Description

Gymnasium serves as a well-maintained alternative to OpenAI’s Gym library, offering a standardized API for reinforcement learning alongside a wide variety of reference environments. Its interface is designed to be user-friendly and pythonic, effectively accommodating a range of general RL challenges while also providing a compatibility layer for older Gym environments. Central to Gymnasium is the Env class, a robust Python construct that embodies the principles of a Markov Decision Process (MDP) as described in reinforcement learning theory. This essential class equips users with the capability to generate an initial state, transition through various states in response to actions, and visualize the environment effectively. In addition to the Env class, Gymnasium offers Wrapper classes that enhance or modify the environment, specifically targeting aspects like agent observations, rewards, and actions taken. With a collection of built-in environments and tools designed to ease the workload for researchers, Gymnasium is also widely supported by numerous training libraries, making it a versatile choice for those in the field. Its ongoing development ensures that it remains relevant and useful for evolving reinforcement learning applications.

Description

Frontier AI labs use Patronus AI to train models and agents on realistic, multi-step work. The company designs reinforcement learning environments modeled on everyday digital tasks, from writing and shipping code to operating websites, resolving customer support requests, and completing financial workflows. Every environment combines replicas of real software with task definitions and reward signals, and it introduces the friction agents meet in practice, including slow responses, changing interfaces, and interruptions. Alongside these environments, Patronus AI researches Digital World Models: AI models that learn how software environments respond to an agent’s actions, making it possible to create new training environments automatically and keep them challenging as model capabilities grow. Labs apply this work across post-training, benchmarking, and evaluation.

API Access

Has API Yes 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

OpenAI Yes 
Python Yes 

Integrations

OpenAI No 
Python No 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Pricing Details

Custom pricing based on project scope. Contact Patronus AI to discuss.
Free Trial No 
Free Version No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises Yes 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

Gymnasium

Country

United States

Website

gymnasium.farama.org

Vendor Details

Company Name

Patronus AI

Founded

2023

Country

United States

Website

www.patronus.ai/

Product Features

Product Features

Artificial Intelligence

Chatbot No 
For Healthcare No 
For Sales No 
For eCommerce No 
Image Recognition No 
Machine Learning Yes 
Multi-Language No 
Natural Language Processing Yes 
Predictive Analytics No 
Process/Workflow Automation No 
Rules-Based Automation No 
Virtual Personal Assistant (VPA) No 

Alternatives

Alternatives

GLM-5 Reviews

GLM-5

Z.ai
TF-Agents Reviews

TF-Agents

Tensorflow
GLM-5.3 Reviews

GLM-5.3

Z.ai
Mistral Forge Reviews

Mistral Forge

Mistral AI
LongCat-2.0 Reviews

LongCat-2.0

LongCat