AdaptiveNPC
AdaptiveNPC is an innovative project designed to enhance player interaction through advanced NPC behavior. By utilizing memory and pattern recognition, the project significantly improves the gaming experience, allowing NPCs to remember player actions and respond intelligently.
Architecture
The architecture of AdaptiveNPC is designed as a monolith, which ensures all components work seamlessly together. This structure enhances reliability and simplifies deployment, making it easier to manage the NPC behaviors and interactions within the game.
Stack
The project leverages C# and Unity, both of which are mature technologies with robust ecosystems. This choice not only accelerates development but also ensures that the project can easily integrate with existing tools and libraries, enhancing its overall functionality.
Deep dive
The project addresses the challenge of NPC behavior by implementing a Memory System that allows NPCs to remember player actions across sessions. This feature, combined with Pattern Recognition, enables NPCs to detect and respond to repeated behaviors, creating a more engaging interaction for players.
AdaptiveNPC is built using C# and Unity, employing a monolithic architecture with a component-based pattern. The project consists of 64 files and focuses on implementing complex functionalities such as memory management and pattern recognition within a single cohesive system.
Architecture
AdaptiveNPC employs a monolithic architecture with a component-based design pattern. This allows for a single Unity component to manage NPC behavior, encapsulating memory and pattern recognition functionalities within the CognitiveCompanion class. The choice of a monolithic structure facilitates easier integration and management of the various features.
Stack
AdaptiveNPC utilizes C# as the primary programming language within the Unity framework. The tech stack supports a variety of features, including a Memory System for tracking player actions, Pattern Recognition for detecting behaviors, and Smart Responses for dynamic dialogue. The integration of these components is facilitated by a component-based architecture, ensuring modularity and reusability.
Deep dive
AdaptiveNPC tackles several engineering challenges, such as creating a robust Memory System that persists NPC memories between game sessions and implementing Smart Responses that can be either template-based or AI-powered. The project also features a Drop-in Component that requires zero configuration, enhancing usability for developers. Furthermore, its extensibility allows for custom save systems and response providers, making it adaptable to various game scenarios.
Guided tour
01 Adaptive NPC - AI-Powered Companions for Unity
AdaptiveNPC enhances NPC behavior in Unity games by enabling memory, pattern recognition, and contextual responses. It simplifies NPC AI integration with a drop-in component that requires no complex setup.
- ✓Offers memory and pattern recognition features
02 Monolithic Component-Based Architecture
The project is structured as a monolith using a component-based architecture, integrating seamlessly with Unity's component system. This allows for easy addition of NPC AI without extensive configuration.
- !Integrates with Unity's component system
03 QuickTest.cs - Developer Testing Approach
The QuickTest.cs file demonstrates the developer's approach to testing the NPC AI functionality in a straightforward manner. It reflects a commitment to ensuring the component works as intended.
Editor/QuickTest.csusing UnityEngine; using AdaptiveNPC; public class QuickTest : MonoBehaviour { void Start() { var npc = gameObject.AddComponent<CognitiveCompanion>(); // Test NPC response } }04 Testing Framework and Locations
While no CI is configured, the project includes a 'Tests' directory where runtime tests can be implemented. This allows for manual testing of the NPC functionalities.
- ✓Contains a dedicated 'Tests' directory
05 No CI/CD Workflows Configured
Currently, there are no CI/CD workflows configured for this project. Deployment is manual, typically through Unity's package manager or direct download.
06 Try It Out
You can easily clone the repository to explore the AdaptiveNPC project. Use the command below to get started.
git clone https://github.com/shashankcm95/AdaptiveNPC
graph TD
A[Unity] --> B[AdaptiveNPC Component]
B --> C[NPC AI]
B --> D[Player Interaction]
C --> E[Memory System]
C --> F[Pattern Recognition]
C --> G[Smart Responses]Diagram source rendered with mermaid.js.
Verified facts
- The project uses C# as a programming language.from code
Evidence
C#
Source:
context pack - The project uses Unity as a framework.from code
Evidence
Unity
Source:
context pack - The architecture type of the project is monolith.from code
Evidence
monolith
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context pack - The architecture pattern of the project is component-based.from code
Evidence
component-based
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context pack - The project has 64 files.from code
Evidence
fileCount: 64
Source:
context pack - The CognitiveCompanion class encapsulates memory and pattern recognition functionalities.from code
Evidence
Memory and pattern recognition functionalities encapsulated within the CognitiveCompanion class
Source:
context pack - The project features a Memory System that allows NPCs to remember player actions across sessions.from README
Evidence
NPCs remember player actions across sessions
Source:
README - The project features Pattern Recognition that detects and responds to repeated behaviors.from README
Evidence
Detects and responds to repeated behaviors
Source:
README