universal-ai-brain
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🧠UNIVERSAL AI BRAIN 3.3 - The world's most advanced cognitive architecture with 24 specialized systems, MongoDB 8.1 $rankFusion hybrid search, latest Voyage 3.5 embeddings, and framework-agnostic design. Works with Mastra, Vercel AI, LangChain, OpenAI A
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JSON
{
"$schema": "http://json-schema.org/draft-07/schema#",
"title": "Vector Embeddings",
"description": "Schema for the 'vector_embeddings' collection",
"type": "object",
"properties": {
"_id": {
"type": "string",
"pattern": "^[0-9a-fA-F]{24}$"
},
"embedding_id": {
"type": "string"
},
"source_type": {
"type": "string"
},
"source_id": {
"type": "string"
},
"agent_id": {
"type": "string"
},
"created_at": {
"type": "string",
"format": "date-time"
},
"embedding": {
"type": "array",
"items": {
"type": "number"
}
},
"embedding_model": {
"type": "string"
},
"embedding_version": {
"type": "string"
},
"content": {
"type": "object"
},
"metadata": {
"type": "object"
},
"usage_stats": {
"type": "object"
}
},
"required": ["embedding_id", "source_type", "source_id", "created_at", "embedding", "embedding_model", "content"]
}