Analyzing Project89: A New Generation Modular High-Performance AI Agent Framework

Project89 has proposed a brand new AI agent framework design concept, primarily aimed at game development, which offers higher modularity and performance advantages compared to traditional solutions.

Core Framework: Based on ECS Architecture

Project89 adopts the Entity Component System (ECS) architecture, breaking down the agent into three parts: entities, components, and systems.

• Entity (: exists only as an ID, does not contain any data or logic
• Component ): Stores specific data and status of entities
• System(: Responsible for executing logic related to specific components.

This design enables a complete separation of data and logic, facilitating efficient management in large-scale scenarios.

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Innovative Points of the Framework

1. Independent system operation: There is no direct call relationship between each System, and they can operate independently.

2. Flexible combination capability: By registering different components and systems, the capabilities of the agent can be easily customized.

3. Layered System Design: The system is divided into three levels: conscious, subconscious, and unconscious, corresponding to different execution frequencies.

4. High Performance: The ECS architecture is more suitable for concurrent processing and has performance advantages in complex scenarios.

5. Highly modular: facilitates the addition of new features without affecting the existing system.

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Core System Introduction

• PerceptionSystem: Perception of external stimuli
• ExperienceSystem: Convert stimulation into experience
• ThinkingSystem: Think and make decisions
• ActionSystem: Execute specific actions
• GoalPlanningSystem: Evaluate and generate goals
• PlanningSystem: Develop an execution plan for the goals
• RoomSystem: Handle environment-related updates
• CleanupSystem: Clean up useless entities

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Architecture Layering

1. Component ) Component ( Category
   • Core Identity Class
   • Behavior and Status Category
   • Perception and Memory
   • Environmental and Spatial Categories
   • Appearance and Interaction
   • Auxiliary or operation and maintenance type

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2. System ) architecture
   • Classified by levels of consciousness
   • Define execution cycle

3. Manager ( Manager ) architecture
   • Provide system-level functional support
   • Responsible for data persistence, etc.

4. Interacting with the Database
   • Unified management through StateManager
   • Supports periodic or event-driven persistence

Project89 provides a completely new architectural approach for the development of AI agents, which is expected to play an important role in complex scenarios such as gaming and quantitative trading.