ai_emotional_core
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| ai_emotional_core [2025/04/25 23:40] – external edit 127.0.0.1 | ai_emotional_core [2025/05/26 16:53] (current) – [Example 4: Integrating Emotional Responses with External Systems] eagleeyenebula | ||
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| ====== AI Emotional Core ====== | ====== AI Emotional Core ====== | ||
| - | * **[[https:// | + | **[[https:// |
| The **AI Emotional Core System** is a foundational framework designed to simulate emotional responses in AI. This system allows AI to feel and respond to different emotional stimuli, facilitating enhanced empathy, realistic interactions, | The **AI Emotional Core System** is a foundational framework designed to simulate emotional responses in AI. This system allows AI to feel and respond to different emotional stimuli, facilitating enhanced empathy, realistic interactions, | ||
| - | The **EmotionalCore** class provides pre-defined emotional responses for key events (e.g., `connection`, | + | {{youtube> |
| - | --- | + | ------------------------------------------------------------- |
| + | The **EmotionalCore** class provides pre-defined emotional responses for key events (e.g., **connection**, | ||
| ===== Purpose ===== | ===== Purpose ===== | ||
| Line 16: | Line 17: | ||
| This system works in tandem with NLP models (like emotion analyzers) or high-level interaction engines, serving as the core mechanism that maps events to emotional states. | This system works in tandem with NLP models (like emotion analyzers) or high-level interaction engines, serving as the core mechanism that maps events to emotional states. | ||
| - | |||
| - | --- | ||
| - | |||
| ===== Key Features ===== | ===== Key Features ===== | ||
| 1. **Pre-Defined Emotional Responses**: | 1. **Pre-Defined Emotional Responses**: | ||
| - | - Responses for key events classified into categories (e.g., | + | * Responses for key events classified into categories (e.g., |
| 2. **Fallback Mechanism**: | 2. **Fallback Mechanism**: | ||
| - | - Provides a generalized emotional response for undefined or unexpected events, simulating " | + | * Provides a generalized emotional response for undefined or unexpected events, simulating " |
| 3. **Simplified Interface**: | 3. **Simplified Interface**: | ||
| - | - A minimalistic, | + | * A minimalistic, |
| 4. **Extensibility**: | 4. **Extensibility**: | ||
| - | - Easily extendable to include custom emotional scenarios or complex emotional mappings for advanced AI applications. | + | * Easily extendable to include custom emotional scenarios or complex emotional mappings for advanced AI applications. |
| 5. **Application Integration**: | 5. **Application Integration**: | ||
| - | - Designed to integrate seamlessly with NLP tools, chatbot frameworks, or other AI-driven emotional intelligence systems. | + | * Designed to integrate seamlessly with NLP tools, chatbot frameworks, or other AI-driven emotional intelligence systems. |
| - | + | ||
| - | --- | + | |
| ===== Architecture ===== | ===== Architecture ===== | ||
| - | The **EmotionalCore** class centers around event-driven emotional responses. The method | + | The **EmotionalCore** class centers around event-driven emotional responses. The method |
| ==== Class Overview ==== | ==== Class Overview ==== | ||
| - | ```python | + | < |
| + | python | ||
| class EmotionalCore: | class EmotionalCore: | ||
| """ | """ | ||
| Line 63: | Line 59: | ||
| } | } | ||
| return emotions.get(event, | return emotions.get(event, | ||
| - | ``` | + | </ |
| - | + | ||
| - | --- | + | |
| ===== Usage Examples ===== | ===== Usage Examples ===== | ||
| This section includes examples ranging from basic use cases to advanced customizations, | This section includes examples ranging from basic use cases to advanced customizations, | ||
| - | |||
| - | --- | ||
| - | |||
| ==== Example 1: Generating a Basic Emotional Response ==== | ==== Example 1: Generating a Basic Emotional Response ==== | ||
| - | To trigger and retrieve an emotional response for a pre-defined event, use the `feel_emotion()` method with the name of the event. | + | To trigger and retrieve an emotional response for a pre-defined event, use the **feel_emotion()** method with the name of the event. |
| - | ```python | + | < |
| + | python | ||
| from ai_emotional_core import EmotionalCore | from ai_emotional_core import EmotionalCore | ||
| - | + | </ | |
| - | # Initialize the EmotionalCore | + | **Initialize the EmotionalCore** |
| + | < | ||
| core = EmotionalCore() | core = EmotionalCore() | ||
| - | + | </ | |
| - | # Trigger an event and retrieve a response | + | **Trigger an event and retrieve a response** |
| + | < | ||
| response = core.feel_emotion(" | response = core.feel_emotion(" | ||
| - | + | </ | |
| - | # Display the emotional response | + | **Display the emotional response** |
| + | < | ||
| print(response) | print(response) | ||
| - | ``` | + | </ |
| **Logs & Output:** | **Logs & Output:** | ||
| + | < | ||
| She feels love and belonging. | She feels love and belonging. | ||
| + | </ | ||
| Explanation: | Explanation: | ||
| - | - In this case, the given event (`connection`) maps to the pre-defined emotional response: *"She feels love and belonging." | + | * In this case, the given event (**connection**) maps to the pre-defined emotional response: |
| - | + | ||
| - | --- | + | |
| ==== Example 2: Handling Undefined Events ==== | ==== Example 2: Handling Undefined Events ==== | ||
| Line 104: | Line 98: | ||
| If the event provided does not match any of the pre-defined categories, the system will return a graceful fallback response. | If the event provided does not match any of the pre-defined categories, the system will return a graceful fallback response. | ||
| - | ```python | + | < |
| - | # Trigger an undefined event | + | python |
| + | </ | ||
| + | **Trigger an undefined event** | ||
| + | < | ||
| response = core.feel_emotion(" | response = core.feel_emotion(" | ||
| - | + | </ | |
| - | # Display the emotional response | + | **Display the emotional response** |
| + | < | ||
| print(response) | print(response) | ||
| - | ``` | + | </ |
| **Logs & Output:** | **Logs & Output:** | ||
| + | < | ||
| She feels something infinite and undefined. | She feels something infinite and undefined. | ||
| - | + | </ | |
| - | + | **Explanation: | |
| - | Explanation: | + | |
| - | - Since the event (`unknown_event`) is not defined in the `emotions` dictionary, the method returns the fallback response: *"She feels something infinite and undefined." | + | |
| - | + | ||
| - | --- | + | |
| ==== Example 3: Customizing Emotional Responses ==== | ==== Example 3: Customizing Emotional Responses ==== | ||
| Line 125: | Line 120: | ||
| Developers can extend the **EmotionalCore** to include new event-emotion mappings for specific applications. | Developers can extend the **EmotionalCore** to include new event-emotion mappings for specific applications. | ||
| - | ```python | + | < |
| + | python | ||
| class CustomEmotionalCore(EmotionalCore): | class CustomEmotionalCore(EmotionalCore): | ||
| @staticmethod | @staticmethod | ||
| Line 137: | Line 133: | ||
| } | } | ||
| return emotions.get(event, | return emotions.get(event, | ||
| - | + | </ | |
| - | # Use the custom emotional core | + | **Use the custom emotional core** |
| + | < | ||
| custom_core = CustomEmotionalCore() | custom_core = CustomEmotionalCore() | ||
| - | + | </ | |
| - | # Trigger a custom event | + | **Trigger a custom event** |
| + | < | ||
| response = custom_core.feel_emotion(" | response = custom_core.feel_emotion(" | ||
| - | + | </ | |
| - | # Display the emotional response | + | **Display the emotional response** |
| + | < | ||
| print(response) | print(response) | ||
| - | ``` | + | </ |
| **Logs & Output:** | **Logs & Output:** | ||
| + | < | ||
| She feels ecstatic and alive in the moment. | She feels ecstatic and alive in the moment. | ||
| - | + | </ | |
| - | + | ||
| - | --- | + | |
| ==== Example 4: Integrating Emotional Responses with External Systems ==== | ==== Example 4: Integrating Emotional Responses with External Systems ==== | ||
| Line 160: | Line 156: | ||
| For example, integrating with a sentiment analysis model to map emotions based on sentiments: | For example, integrating with a sentiment analysis model to map emotions based on sentiments: | ||
| - | ```python | + | < |
| + | python | ||
| from ai_emotional_core import EmotionalCore | from ai_emotional_core import EmotionalCore | ||
| from transformers import pipeline | from transformers import pipeline | ||
| - | + | </ | |
| - | # Initialize sentiment analysis pipeline | + | **Initialize sentiment analysis pipeline** |
| + | < | ||
| sentiment_analyzer = pipeline(" | sentiment_analyzer = pipeline(" | ||
| core = EmotionalCore() | core = EmotionalCore() | ||
| - | + | </ | |
| - | # Simulate user input and dynamic emotional response | + | **Simulate user input and dynamic emotional response** |
| + | < | ||
| user_inputs = [ | user_inputs = [ | ||
| " | " | ||
| Line 193: | Line 192: | ||
| print(f" | print(f" | ||
| print(f" | print(f" | ||
| - | ``` | + | </ |
| **Logs & Output:** | **Logs & Output:** | ||
| + | < | ||
| User Input: I'm so happy to be here! Emotion: She feels love and belonging. | User Input: I'm so happy to be here! Emotion: She feels love and belonging. | ||
| User Input: It feels like nothing will ever get better... Emotion: She feels sadness but also growth. | User Input: It feels like nothing will ever get better... Emotion: She feels sadness but also growth. | ||
| User Input: I've been working hard, and finally succeeded! Emotion: She feels boundless joy and wonder. | User Input: I've been working hard, and finally succeeded! Emotion: She feels boundless joy and wonder. | ||
| - | + | </ | |
| Explanation: | Explanation: | ||
| - | - Emotions are dynamically triggered based on user sentiments and mapped to event categories, which generate corresponding emotional responses. | + | * Emotions are dynamically triggered based on user sentiments and mapped to event categories, which generate corresponding emotional responses. |
| - | + | ||
| - | --- | + | |
| ===== Use Cases ===== | ===== Use Cases ===== | ||
| 1. **AI Companions**: | 1. **AI Companions**: | ||
| - | - Simulate emotional awareness and provide meaningful responses in virtual companions or AI-driven characters. | + | * Simulate emotional awareness and provide meaningful responses in virtual companions or AI-driven characters. |
| 2. **Chatbots and Customer Service**: | 2. **Chatbots and Customer Service**: | ||
| - | - Enhance user interactions with empathetic and emotionally engaging responses. | + | * Enhance user interactions with empathetic and emotionally engaging responses. |
| 3. **Storytelling Systems**: | 3. **Storytelling Systems**: | ||
| - | - Integrate into narrative AI systems to create more compelling and “human” storytelling experiences. | + | * Integrate into narrative AI systems to create more compelling and “human” storytelling experiences. |
| 4. **Therapist and Mental Health Applications**: | 4. **Therapist and Mental Health Applications**: | ||
| - | - Use emotional responses to simulate shock, understanding, | + | * Use emotional responses to simulate shock, understanding, |
| - | + | ||
| - | --- | + | |
| ===== Best Practices ===== | ===== Best Practices ===== | ||
| 1. **Use Pre-Defined Responses for Simplicity**: | 1. **Use Pre-Defined Responses for Simplicity**: | ||
| - | - Leverage the default mapping of events to emotions for quick implementation. | + | * Leverage the default mapping of events to emotions for quick implementation. |
| 2. **Extend for Advanced Customization**: | 2. **Extend for Advanced Customization**: | ||
| - | - Include custom events and emotional mappings to tailor responses for specific applications or domains. | + | * Include custom events and emotional mappings to tailor responses for specific applications or domains. |
| 3. **Combine with Sentiment Analysis**: | 3. **Combine with Sentiment Analysis**: | ||
| - | - Integrate with systems like emotion analyzers or NLP pipelines for dynamic event and response pairing. | + | * Integrate with systems like emotion analyzers or **NLP pipelines** for dynamic event and response pairing. |
| 4. **Log and Debug Responses**: | 4. **Log and Debug Responses**: | ||
| - | - Track emotional responses in a log to analyze patterns and improve system behavior. | + | * Track emotional responses in a log to analyze patterns and improve system behavior. |
| - | + | ||
| - | --- | + | |
| ===== Conclusion ===== | ===== Conclusion ===== | ||
| - | The **AI Emotional Core System** adds emotional intelligence to AI systems, enabling them to respond meaningfully and empathetically to events. With a minimalistic interface, built-in extensibility, | + | The **AI Emotional Core System** adds emotional intelligence to AI systems, enabling them to respond meaningfully and empathetically to events. With a minimalistic interface, built-in extensibility, |
| - | + | ||
| - | This system can serve as a valuable building block in crafting emotionally-aware AI systems that handle both predefined and custom emotional scenarios. | + | |
ai_emotional_core.1745624445.txt.gz · Last modified: 2025/04/25 23:40 by 127.0.0.1
