subThought
AI Studio

The SubThought AI Studio is an innovative artificial intelligence software product workspace built on the foundation of the “Premise” programming language, invented by Michael S.P. Miller. This cutting-edge platform is designed to simplify and streamline the process of building artificial intelligence applets, or “minds,” from a practical and computational perspective.

SubThought AI was intended to be an artificial intelligence software product based on the “Premise” programming language. Premise was designed to make building a “mind” easier from a very practical computational standpoint.

There may be philosophical debates about what constitutes a mind and whether specific attempts at building a mind have biological or psychological validity. In this context, a “mind” is simply a process that receives stimuli and produces actions. There are some interesting design patterns, data structures, and algorithms that are explored along with this definition. (For example, the sensory perception module is involved in accepting external stimuli and coping with emotions.)

In the context of SubThought AI Studio, a “mind” is defined as a process that receives stimuli and produces actions. This pragmatic approach sidesteps philosophical debates about consciousness or biological validity, focusing instead on functional AI that can interact with its environment in meaningful ways.

To build a mind, the Premise language and SubThought AI software product place diversity first. Assumed is that the mind is composed of distinct phenomena such as daydreaming, deliberation, and learning, which can be replicated to some extent by cognitive system design patterns composed of diverse specialized modules. Ultimately, some modules may be designed to fulfill a particular purpose, while some of these modules may be common to multiple phenomena.

This project was the initial user interface design of the SubThought AI workspace (based on the Premise Programming language) as well as a related marketplace website that would allow developers to exchange their AI ideas and sell their AI products.

Premise Language Integration
• Intuitive Syntax: Designed specifically for AI development, making it accessible to both novices and experts.
• Built-in AI Constructs: Pre-defined structures for common AI elements like neural networks, decision trees, and genetic algorithms.
• Extensibility: Easy integration with existing code bases and libraries in other languages.

Modular Mind Design
• Drag-and-Drop Interface: Visually construct AI minds by combining different modules.
• Customizable Modules: Create, modify, and save reusable AI components.
• Module Marketplace: Access a library of pre-built modules created by the community.

Cognitive System Design Patterns
• Template Library: Access to proven design patterns for various AI functionalities.
• Pattern Visualization: Graphical representation of how different patterns interact within a mind.
• Pattern Customization: Adapt existing patterns or create new ones to suit specific needs.

Sensory Perception Simulator
• Multi-modal Input: Simulate various types of sensory inputs (visual, auditory, tactile, etc.).
• Emotion Modeling: Tools for incorporating emotional responses into AI minds.
• Environmental Interaction: Test AI minds in simulated environments with adjustable parameters.

Learning and Adaption Tools
• Machine Learning Integration: Easily incorporate various ML algorithms into mind designs.
• Real-time Learning Visualization: Observe how AI minds adapt and learn during runtime.
• Training Data Management: Tools for creating, importing, and managing training datasets.

Debug and Analysis Suite
• Step-by-Step Mind Execution: Observe the internal processes of AI minds in slow motion.
• Performance Metrics: Monitor and analyze efficiency, response times, and resource usage.
• Decision Tree Visualization: Understand the logic behind AI decision-making processes.

Collaboration Tools
• Version Control: Built-in system for tracking changes and managing different versions of AI minds.
• Team Workspaces: Shared environments for collaborative AI development.
• Code Review System: Tools for peer review and feedback on AI mind designs.

Deployment and Integration
• One-Click Deployment: Easily package and deploy AI minds to various platforms.
• API Generation: Automatically create APIs for developed AI minds for easy integration with other systems.
• Cross-platform Compatibility: Deploy to web, mobile, desktop, or IoT devices.

By combining the powerful SubThought AI Studio with a vibrant community platform, we can create an unparalleled ecosystem for AI development, fostering innovation, collaboration, and the rapid advancement of artificial intelligence technology.