AI Intelligence Features

1const memory =
2  "Sarah from Marketing works on the Dashboard project with React and TypeScript";
3
4// Automatically extracts:
5// - People: ["Sarah"]
6// - Organizations: ["Marketing"]
7// - Projects: ["Dashboard"]
8// - Technologies: ["React", "TypeScript"]
9// - Relationships: [
10//     { from: "Sarah", to: "Marketing", type: "WORKS_FOR" },
11//     { from: "Dashboard", to: "React", type: "USES" }
12//   ]

1// Final score calculation
2const relevanceScore =
3  semanticSimilarity * 0.5 + // Meaning-based matching
4  keywordOverlap * 0.2 + // Traditional text matching
5  entityOverlap * 0.15 + // Shared entities
6  recencyBonus * 0.1 + // Prefer recent memories
7  accessFrequency * 0.05; // Popular memories rank higher

1// Semantic search finds related concepts
2const results = await recall.search({
3  query: "machine learning and AI",
4  limit: 5,
5});
6
7// Will find memories about:
8// - "neural networks and deep learning"
9// - "artificial intelligence applications"
10// - "ML models and training data"
11// Even without exact keyword matches!

1interface KnowledgeGraph {
2  nodes: Array<{
3    id: string;
4    type: "person" | "organization" | "technology" | "project";
5    name: string;
6    mentions: number;
7  }>;
8
9  edges: Array<{
10    from: string;
11    to: string;
12    type: RelationshipType;
13    confidence: number;
14  }>;
15}

1# Extract entities from text
2extract_entities(text: string)
3
4# Query knowledge graph
5get_knowledge_graph(
6  entity_type?: string,
7  entity_name?: string,
8  relationship_type?: string,
9  limit?: number
10)
11
12# Find connections between entities
13find_connections(
14  from_entity: string,
15  to_entity?: string,
16  max_depth?: number
17)

1// AI features are enabled by default
2const recall = new Recall();
3
4// Or explicitly
5const recall = new Recall({
6  intelligenceMode: "enhanced",
7});

1// Disable AI features if needed
2const recall = new Recall({
3  intelligenceMode: 'basic'
4});
5
6// Or via environment variable
7INTELLIGENCE_MODE=basic npx r3
8
9// Or via CLI flag
10npx r3 --basic

1// Store memories with automatic intelligence
2await recall.add({
3  content:
4    "Met with Dr. Chen about the AI research project. She suggested using transformer models for better accuracy.",
5  userId: "researcher",
6});
7
8// Later, find connections
9const connections = await recall.findConnections({
10  from: "Dr. Chen",
11  to: "transformer models",
12});
13// Returns: Dr. Chen -> AI research project -> transformer models

1// Store project context
2await recall.add({
3  content:
4    "Dashboard project uses React v18, TypeScript v5, and connects to PostgreSQL database on AWS RDS.",
5  userId: "project-dashboard",
6});
7
8// Query technology stack
9const techStack = await recall.getKnowledgeGraph({
10  entityType: "technology",
11  userId: "project-dashboard",
12});

1// Store team information
2await recall.add({
3  content:
4    "Sarah leads the frontend team and reports to Mike. She specializes in React and accessibility.",
5  userId: "team",
6});
7
8// Find team relationships
9const teamGraph = await recall.getKnowledgeGraph({
10  relationshipType: "REPORTS_TO",
11  userId: "team",
12});

1// Use basic mode for low-memory environments
2const recall = new Recall({
3  intelligenceMode: "basic",
4});