Initial implementation of autonomous Discord LLM fishbowl
Core Features: - Full autonomous AI character ecosystem with multi-personality support - Advanced RAG system with personal, community, and creative memory layers - MCP integration for character self-modification and file system access - PostgreSQL database with comprehensive character relationship tracking - Redis caching and ChromaDB vector storage for semantic memory retrieval - Dynamic personality evolution based on interactions and self-reflection - Community knowledge management with tradition and norm identification - Sophisticated conversation engine with natural scheduling and topic management - Docker containerization and production-ready deployment configuration Architecture: - Multi-layer vector databases for personal, community, and creative knowledge - Character file systems with personal and shared digital spaces - Autonomous self-modification with safety validation and audit trails - Memory importance scoring with time-based decay and consolidation - Community health monitoring and cultural evolution tracking - RAG-powered conversation context and relationship optimization Characters can: - Develop authentic personalities through experience-based learning - Create and build upon original creative works and philosophical insights - Form complex relationships with memory of past interactions - Modify their own personality traits through self-reflection cycles - Contribute to and learn from shared community knowledge - Manage personal digital spaces with diaries, creative works, and reflections - Engage in collaborative projects and community decision-making System supports indefinite autonomous operation with continuous character development, community culture evolution, and creative collaboration.
This commit is contained in:
245
RAG_MCP_INTEGRATION.md
Normal file
245
RAG_MCP_INTEGRATION.md
Normal file
@@ -0,0 +1,245 @@
|
||||
# RAG & MCP Integration Guide
|
||||
|
||||
## 🧠 Advanced RAG (Retrieval-Augmented Generation) System
|
||||
|
||||
### Multi-Layer Vector Database Architecture
|
||||
|
||||
The Discord Fishbowl now includes a sophisticated RAG system with multiple layers of knowledge storage and retrieval:
|
||||
|
||||
#### 1. Personal Memory RAG
|
||||
Each character maintains their own ChromaDB vector database containing:
|
||||
|
||||
- **Conversation memories** - What they said and heard
|
||||
- **Relationship experiences** - Interactions with other characters
|
||||
- **Personal reflections** - Self-analysis and insights
|
||||
- **Creative works** - Original thoughts, stories, and artistic expressions
|
||||
- **Experience memories** - Significant events and learnings
|
||||
|
||||
**Key Features:**
|
||||
- Semantic search across personal memories
|
||||
- Importance scoring and memory decay over time
|
||||
- Memory consolidation to prevent information overflow
|
||||
- Context-aware retrieval for conversation responses
|
||||
|
||||
#### 2. Community Knowledge RAG
|
||||
Shared vector database for collective experiences:
|
||||
|
||||
- **Community traditions** - Recurring events and customs
|
||||
- **Social norms** - Established behavioral guidelines
|
||||
- **Inside jokes** - Shared humor and references
|
||||
- **Collaborative projects** - Group creative works
|
||||
- **Conflict resolutions** - How disagreements were resolved
|
||||
- **Philosophical discussions** - Deep conversations and insights
|
||||
|
||||
**Key Features:**
|
||||
- Community health monitoring and analysis
|
||||
- Cultural evolution tracking
|
||||
- Consensus detection and norm establishment
|
||||
- Collaborative knowledge building
|
||||
|
||||
#### 3. Creative Knowledge RAG
|
||||
Specialized storage for creative and intellectual development:
|
||||
|
||||
- **Artistic concepts** - Ideas about art, music, and creativity
|
||||
- **Philosophical insights** - Deep thoughts about existence and meaning
|
||||
- **Story ideas** - Narrative concepts and character development
|
||||
- **Original thoughts** - Unique perspectives and innovations
|
||||
|
||||
### RAG-Powered Character Capabilities
|
||||
|
||||
#### Enhanced Self-Reflection
|
||||
Characters now perform sophisticated self-analysis using their memory banks:
|
||||
|
||||
```python
|
||||
# Example: Character queries their own behavioral patterns
|
||||
insight = await character.query_personal_knowledge("How do I usually handle conflict?")
|
||||
# Returns: MemoryInsight with supporting memories and confidence score
|
||||
```
|
||||
|
||||
#### Relationship Optimization
|
||||
Characters study their interaction history to improve relationships:
|
||||
|
||||
```python
|
||||
# Query relationship knowledge
|
||||
relationship_insight = await character.query_relationship_knowledge("Alex", "What do I know about Alex's interests?")
|
||||
# Uses vector similarity to find relevant relationship memories
|
||||
```
|
||||
|
||||
#### Creative Development
|
||||
Characters build on their past creative works and ideas:
|
||||
|
||||
```python
|
||||
# Query creative knowledge for inspiration
|
||||
creative_insight = await character.query_creative_knowledge("poetry about nature")
|
||||
# Retrieves similar creative works and philosophical thoughts
|
||||
```
|
||||
|
||||
## 🔧 MCP (Model Context Protocol) Integration
|
||||
|
||||
### Self-Modification MCP Server
|
||||
|
||||
Characters can autonomously modify their own traits and behaviors through a secure MCP interface:
|
||||
|
||||
#### Available Tools:
|
||||
|
||||
1. **`modify_personality_trait`**
|
||||
- Modify specific personality aspects
|
||||
- Requires justification and confidence score
|
||||
- Daily limits to prevent excessive changes
|
||||
- Full audit trail of modifications
|
||||
|
||||
2. **`update_goals`**
|
||||
- Set personal goals and aspirations
|
||||
- Track progress and milestones
|
||||
- Goal-driven behavior modification
|
||||
|
||||
3. **`adjust_speaking_style`**
|
||||
- Evolve communication patterns
|
||||
- Adapt language based on experiences
|
||||
- Maintain character authenticity
|
||||
|
||||
4. **`create_memory_rule`**
|
||||
- Define custom memory management rules
|
||||
- Set importance weights for different memory types
|
||||
- Configure retention policies
|
||||
|
||||
#### Safety & Validation:
|
||||
- Confidence thresholds for modifications
|
||||
- Daily limits on changes
|
||||
- Justification requirements
|
||||
- Rollback capabilities
|
||||
- Comprehensive logging
|
||||
|
||||
### File System MCP Integration
|
||||
|
||||
Each character gets their own digital space with organized directories:
|
||||
|
||||
#### Personal Directories:
|
||||
```
|
||||
/characters/[name]/
|
||||
├── diary/ # Personal diary entries
|
||||
├── reflections/ # Self-analysis documents
|
||||
├── creative/ # Original creative works
|
||||
│ ├── stories/
|
||||
│ ├── poems/
|
||||
│ ├── philosophy/
|
||||
│ └── projects/
|
||||
└── private/ # Personal notes and thoughts
|
||||
```
|
||||
|
||||
#### Community Spaces:
|
||||
```
|
||||
/community/
|
||||
├── shared/ # Files shared between characters
|
||||
├── collaborative/ # Group projects and documents
|
||||
└── archives/ # Historical community documents
|
||||
```
|
||||
|
||||
#### File System Tools:
|
||||
|
||||
1. **`read_file`** / **`write_file`** - Basic file operations with security validation
|
||||
2. **`create_creative_work`** - Structured creative file creation with metadata
|
||||
3. **`update_diary_entry`** - Automatic diary management with mood tracking
|
||||
4. **`contribute_to_community_document`** - Collaborative document editing
|
||||
5. **`share_file_with_community`** - Secure file sharing between characters
|
||||
6. **`search_personal_files`** - Semantic search across personal documents
|
||||
|
||||
### Integration Examples
|
||||
|
||||
#### Autonomous Self-Modification Flow:
|
||||
1. Character performs RAG-powered self-reflection
|
||||
2. Analyzes behavioral patterns and growth areas
|
||||
3. Generates self-modification proposals
|
||||
4. Validates changes against safety rules
|
||||
5. Applies approved modifications via MCP
|
||||
6. Documents changes in personal files
|
||||
7. Updates vector embeddings with new personality data
|
||||
|
||||
#### Creative Project Flow:
|
||||
1. Character queries creative knowledge for inspiration
|
||||
2. Identifies interesting themes or unfinished ideas
|
||||
3. Creates new project file via MCP
|
||||
4. Develops creative work through iterative writing
|
||||
5. Stores completed work in both files and vector database
|
||||
6. Shares exceptional works with community
|
||||
7. Uses experience to inform future creative decisions
|
||||
|
||||
#### Community Knowledge Building:
|
||||
1. Characters contribute insights to shared documents
|
||||
2. Community RAG system analyzes contributions
|
||||
3. Identifies emerging traditions and norms
|
||||
4. Characters query community knowledge for social guidance
|
||||
5. Collective wisdom influences individual behavior
|
||||
6. Cultural evolution tracked and documented
|
||||
|
||||
## 🚀 Advanced Features
|
||||
|
||||
### Memory Importance & Decay
|
||||
- **Dynamic Importance Scoring**: Memories get importance scores based on emotional content, personal relevance, and relationship impact
|
||||
- **Time-Based Decay**: Memory importance naturally decays over time unless reinforced
|
||||
- **Consolidation**: Similar memories are merged to prevent information overload
|
||||
- **Strategic Forgetting**: Characters can choose what to remember or forget
|
||||
|
||||
### RAG-Enhanced Conversations
|
||||
Characters now generate responses using:
|
||||
- Personal memory context
|
||||
- Relationship history
|
||||
- Community knowledge
|
||||
- Creative inspirations
|
||||
- Current emotional state
|
||||
|
||||
### Self-Directed Evolution
|
||||
Characters autonomously:
|
||||
- Identify growth opportunities
|
||||
- Set and pursue personal goals
|
||||
- Modify their own personality traits
|
||||
- Develop new interests and skills
|
||||
- Build on creative works and ideas
|
||||
|
||||
### Community Intelligence
|
||||
The collective system:
|
||||
- Tracks cultural evolution
|
||||
- Identifies community norms
|
||||
- Monitors social health
|
||||
- Facilitates conflict resolution
|
||||
- Encourages collaboration
|
||||
|
||||
## 📊 Performance & Optimization
|
||||
|
||||
### Vector Search Optimization
|
||||
- Async embedding generation to avoid blocking
|
||||
- Memory consolidation to manage database size
|
||||
- Semantic caching for frequently accessed memories
|
||||
- Batch processing for multiple queries
|
||||
|
||||
### MCP Security
|
||||
- File access sandboxing per character
|
||||
- Modification limits and validation
|
||||
- Comprehensive audit logging
|
||||
- Rollback capabilities for problematic changes
|
||||
|
||||
### Scalability Considerations
|
||||
- Distributed vector storage for large communities
|
||||
- Memory archival for long-term storage
|
||||
- Efficient embedding models for real-time performance
|
||||
- Horizontal scaling of MCP servers
|
||||
|
||||
## 🔮 Future Enhancements
|
||||
|
||||
### Planned Features:
|
||||
- **Calendar/Time Awareness MCP** - Characters schedule activities and track important dates
|
||||
- **Cross-Character Memory Sharing** - Selective memory sharing between trusted characters
|
||||
- **Advanced Community Governance** - Democratic decision-making tools
|
||||
- **Creative Collaboration Framework** - Structured tools for group creative projects
|
||||
- **Emotional Intelligence RAG** - Advanced emotion tracking and empathy modeling
|
||||
|
||||
### Technical Roadmap:
|
||||
- Integration with larger language models for better reasoning
|
||||
- Real-time collaboration features
|
||||
- Advanced personality modeling
|
||||
- Predictive behavior analysis
|
||||
- Community simulation and optimization
|
||||
|
||||
---
|
||||
|
||||
This RAG and MCP integration transforms the Discord Fishbowl from a simple chatbot system into a sophisticated ecosystem of autonomous, evolving AI characters with memory, creativity, and self-modification capabilities. Each character becomes a unique digital entity with their own knowledge base, creative works, and capacity for growth and change.
|
||||
Reference in New Issue
Block a user