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": "Human Feedback",
"description": "Schema for the 'human_feedback' collection",
"type": "object",
"properties": {
"_id": {
"type": "string",
"pattern": "^[0-9a-fA-F]{24}$"
},
"feedback_id": {
"type": "string"
},
"workflow_id": {
"type": "string"
},
"trace_id": {
"type": "string"
},
"user_id": {
"type": "string"
},
"timestamp": {
"type": "string",
"format": "date-time"
},
"feedback_type": {
"type": "string",
"enum": ["correction", "reinforcement"]
},
"target_trace_step": {
"type": "number"
},
"correction": {
"type": "object"
},
"status": {
"type": "string",
"enum": ["pending", "processed"]
}
},
"required": ["feedback_id", "user_id", "timestamp", "feedback_type", "status"]
}