An Ever Expanding Suite that Just Makes Sense.
The easy to use QUBESHIFT AI Suite is a modular collection of tools designed for developing intelligent agents in real-time simulated environments. Whether you're building decision-making characters, training reinforcement learning models, or enabling dynamic conversations, each component is engineered to plug directly into your Unity projects — seamlessly and securely.
From the CRONUS series, which focuses on structured state-based and visual reinforcement learning, to the TALQ series, which enables natural language understanding, every tool in the suite works together to form a flexible and extensible AI pipeline. You can train offline, run models live over sockets, or explore standalone tools with built-in visualizations — all from a system designed for creators, researchers, and developers alike.
CRONUS-SS
CRONUS: Socket Server.
Runs as a Python socket server, processing observations from Unity and returning learned actions. Uses PyTorch with PPO-like architecture.
Trains multiple agents in real-time
Saves models to downloadable ONNX file for use in Unity, with Barracuda.
Handles rewards, batching, and dynamic config
Ideal for networked learning environments.
Each CRONUS-SS installation includes the Unity-compatible DLL for agent communication, and example scenes within the QUBESHIFT-AI project to help you get started fast. Everything is ready to connect out of the box — just add your agents, configure observations, and begin training.
CRONUS-SA
CRONUS: Standalone
Standalone Trainer with Visual Interface
Offline version of CRONUS-SS
visualizer and PyQt UI for inspecting models, stats, and rewards.
No internet/server required
Supports local config files and dynamic agent spawning.
QUBESHIFT-AI Unity packages are included to demonstrate live communication with CRONUS-SA, using provided DLLs for streamlined local training. It's perfect for creators who want to experiment offline without a server — simply open, connect, and explore.
TALQ-SA
TALQ: Standalone
Allows Unity characters or simulations to send natural language observations
(like player speech or environment text) to an AI language processor.
Ideal for dialogue agents or character interaction
Text input → AI response → triggers Unity behavior
Designed to integrate with CRONUS.
TALQ-SA includes the Unity DLL needed to send text-based observations and receive generated responses. It's fully compatible with QUBESHIFT-AI’s agent setup, allowing developers to test conversational behaviors right inside their scenes.
