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 $rankFusion hybrid search, latest Voyage 3.5 embeddings, and framework-agnostic design. Works with Mastra, Vercel AI, LangChain, OpenAI A
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{
"$schema": "http://json-schema.org/draft-07/schema#",
"$id": "agent_attention_states.schema.json",
"title": "Agent Attention States Schema",
"description": "Schema for real-time attention management with change streams and cognitive load balancing",
"type": "object",
"required": [
"agentId",
"timestamp",
"attention",
"cognitiveLoad",
"priorityQueue",
"distractions",
"contextSwitching",
"analytics",
"monitoring",
"metadata"
],
"properties": {
"_id": {
"type": "string",
"description": "MongoDB ObjectId"
},
"agentId": {
"type": "string",
"description": "Unique identifier for the agent",
"minLength": 1,
"maxLength": 100
},
"sessionId": {
"type": "string",
"description": "Session identifier for attention tracking",
"minLength": 1,
"maxLength": 100
},
"timestamp": {
"type": "string",
"format": "date-time",
"description": "When this attention state was recorded"
},
"attention": {
"type": "object",
"description": "Current attention allocation",
"required": ["primary", "secondary", "totalAllocation", "efficiency"],
"properties": {
"primary": {
"type": "object",
"description": "Primary attention focus",
"required": ["taskId", "taskType", "focus", "priority", "startTime", "estimatedDuration"],
"properties": {
"taskId": {
"type": "string",
"maxLength": 100
},
"taskType": {
"type": "string",
"enum": ["conversation", "analysis", "planning", "execution", "monitoring"]
},
"focus": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"priority": {
"type": "string",
"enum": ["critical", "high", "medium", "low"]
},
"startTime": {
"type": "string",
"format": "date-time"
},
"estimatedDuration": {
"type": "number",
"minimum": 0
}
},
"additionalProperties": false
},
"secondary": {
"type": "array",
"description": "Secondary attention allocations",
"items": {
"type": "object",
"required": ["taskId", "taskType", "focus", "priority", "backgroundProcessing"],
"properties": {
"taskId": {
"type": "string",
"maxLength": 100
},
"taskType": {
"type": "string",
"maxLength": 50
},
"focus": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"priority": {
"type": "string",
"maxLength": 20
},
"backgroundProcessing": {
"type": "boolean"
}
}
},
"maxItems": 5
},
"totalAllocation": {
"type": "number",
"description": "Total attention allocation",
"minimum": 0,
"maximum": 1
},
"efficiency": {
"type": "object",
"description": "Attention efficiency metrics",
"required": ["focusQuality", "taskSwitchingCost", "distractionLevel", "attentionStability"],
"properties": {
"focusQuality": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"taskSwitchingCost": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"distractionLevel": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"attentionStability": {
"type": "number",
"minimum": 0,
"maximum": 1
}
},
"additionalProperties": false
}
},
"additionalProperties": false
},
"cognitiveLoad": {
"type": "object",
"description": "Cognitive load monitoring",
"required": ["current", "capacity", "utilization", "overload", "breakdown", "management"],
"properties": {
"current": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"capacity": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"utilization": {
"type": "number",
"minimum": 0,
"maximum": 2
},
"overload": {
"type": "boolean"
},
"breakdown": {
"type": "object",
"required": ["working_memory", "processing", "decision_making", "communication", "monitoring"],
"properties": {
"working_memory": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"processing": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"decision_making": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"communication": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"monitoring": {
"type": "number",
"minimum": 0,
"maximum": 1
}
},
"additionalProperties": false
},
"management": {
"type": "object",
"required": ["loadShedding", "priorityFiltering", "batchProcessing", "deferredProcessing"],
"properties": {
"loadShedding": {
"type": "boolean"
},
"priorityFiltering": {
"type": "boolean"
},
"batchProcessing": {
"type": "boolean"
},
"deferredProcessing": {
"type": "array",
"items": {
"type": "string",
"maxLength": 100
},
"maxItems": 10
}
},
"additionalProperties": false
}
},
"additionalProperties": false
},
"priorityQueue": {
"type": "object",
"description": "Priority queue management",
"required": ["critical", "high", "medium", "low"],
"properties": {
"critical": {
"type": "array",
"items": {
"type": "object",
"required": ["taskId", "description", "arrivalTime", "estimatedProcessingTime", "dependencies"],
"properties": {
"taskId": {
"type": "string",
"maxLength": 100
},
"description": {
"type": "string",
"maxLength": 500
},
"arrivalTime": {
"type": "string",
"format": "date-time"
},
"deadline": {
"type": "string",
"format": "date-time"
},
"estimatedProcessingTime": {
"type": "number",
"minimum": 0
},
"dependencies": {
"type": "array",
"items": {
"type": "string",
"maxLength": 100
},
"maxItems": 5
}
}
},
"maxItems": 10
},
"high": {
"type": "array",
"items": {
"type": "object",
"required": ["taskId", "description", "arrivalTime", "estimatedProcessingTime"],
"properties": {
"taskId": {
"type": "string",
"maxLength": 100
},
"description": {
"type": "string",
"maxLength": 500
},
"arrivalTime": {
"type": "string",
"format": "date-time"
},
"deadline": {
"type": "string",
"format": "date-time"
},
"estimatedProcessingTime": {
"type": "number",
"minimum": 0
}
}
},
"maxItems": 20
},
"medium": {
"type": "array",
"items": {
"type": "object",
"required": ["taskId", "description", "arrivalTime", "estimatedProcessingTime"],
"properties": {
"taskId": {
"type": "string",
"maxLength": 100
},
"description": {
"type": "string",
"maxLength": 500
},
"arrivalTime": {
"type": "string",
"format": "date-time"
},
"estimatedProcessingTime": {
"type": "number",
"minimum": 0
}
}
},
"maxItems": 50
},
"low": {
"type": "array",
"items": {
"type": "object",
"required": ["taskId", "description", "arrivalTime", "estimatedProcessingTime"],
"properties": {
"taskId": {
"type": "string",
"maxLength": 100
},
"description": {
"type": "string",
"maxLength": 500
},
"arrivalTime": {
"type": "string",
"format": "date-time"
},
"estimatedProcessingTime": {
"type": "number",
"minimum": 0
}
}
},
"maxItems": 100
}
},
"additionalProperties": false
},
"distractions": {
"type": "object",
"description": "Distraction management",
"required": ["active", "filtering", "protection"],
"properties": {
"active": {
"type": "array",
"items": {
"type": "object",
"required": ["source", "type", "intensity", "duration", "impact", "filtered"],
"properties": {
"source": {
"type": "string",
"maxLength": 100
},
"type": {
"type": "string",
"enum": ["internal", "external", "system"]
},
"intensity": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"duration": {
"type": "number",
"minimum": 0
},
"impact": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"filtered": {
"type": "boolean"
}
}
},
"maxItems": 20
},
"filtering": {
"type": "object",
"required": ["enabled", "threshold", "whitelist", "blacklist", "adaptiveFiltering"],
"properties": {
"enabled": {
"type": "boolean"
},
"threshold": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"whitelist": {
"type": "array",
"items": {
"type": "string",
"maxLength": 100
},
"maxItems": 20
},
"blacklist": {
"type": "array",
"items": {
"type": "string",
"maxLength": 100
},
"maxItems": 50
},
"adaptiveFiltering": {
"type": "boolean"
}
},
"additionalProperties": false
},
"protection": {
"type": "object",
"required": ["deepFocusMode", "focusTimeRemaining", "interruptionCost"],
"properties": {
"deepFocusMode": {
"type": "boolean"
},
"focusTimeRemaining": {
"type": "number",
"minimum": 0
},
"interruptionCost": {
"type": "number",
"minimum": 0,
"maximum": 1
}
},
"additionalProperties": false
}
},
"additionalProperties": false
},
"contextSwitching": {
"type": "object",
"description": "Context switching management",
"required": ["lastSwitch", "switchCount", "avgSwitchTime", "switchCost", "patterns", "optimization"],
"properties": {
"lastSwitch": {
"type": "string",
"format": "date-time"
},
"switchCount": {
"type": "integer",
"minimum": 0
},
"avgSwitchTime": {
"type": "number",
"minimum": 0
},
"switchCost": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"patterns": {
"type": "array",
"items": {
"type": "object",
"required": ["fromTask", "toTask", "frequency", "avgCost"],
"properties": {
"fromTask": {
"type": "string",
"maxLength": 100
},
"toTask": {
"type": "string",
"maxLength": 100
},
"frequency": {
"type": "number",
"minimum": 0
},
"avgCost": {
"type": "number",
"minimum": 0,
"maximum": 1
}
}
},
"maxItems": 50
},
"optimization": {
"type": "object",
"required": ["batchSimilarTasks", "minimizeHighCostSwitches", "scheduleBreaks", "groupByContext"],
"properties": {
"batchSimilarTasks": {
"type": "boolean"
},
"minimizeHighCostSwitches": {
"type": "boolean"
},
"scheduleBreaks": {
"type": "boolean"
},
"groupByContext": {
"type": "boolean"
}
},
"additionalProperties": false
}
},
"additionalProperties": false
},
"analytics": {
"type": "object",
"description": "Attention analytics",
"required": ["session", "trends", "recommendations"],
"properties": {
"session": {
"type": "object",
"required": ["totalFocusTime", "taskCompletionRate", "attentionEfficiency", "distractionRate"],
"properties": {
"totalFocusTime": {
"type": "number",
"minimum": 0
},
"taskCompletionRate": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"attentionEfficiency": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"distractionRate": {
"type": "number",
"minimum": 0
}
},
"additionalProperties": false
},
"trends": {
"type": "object",
"required": ["focusImprovement", "loadManagement", "efficiencyTrend"],
"properties": {
"focusImprovement": {
"type": "number",
"minimum": -1,
"maximum": 1
},
"loadManagement": {
"type": "number",
"minimum": -1,
"maximum": 1
},
"efficiencyTrend": {
"type": "number",
"minimum": -1,
"maximum": 1
}
},
"additionalProperties": false
},
"recommendations": {
"type": "array",
"items": {
"type": "string",
"maxLength": 300
},
"maxItems": 10
}
},
"additionalProperties": false
},
"monitoring": {
"type": "object",
"description": "Real-time monitoring",
"required": ["alertsEnabled", "thresholds", "lastAlert", "alertHistory"],
"properties": {
"alertsEnabled": {
"type": "boolean"
},
"thresholds": {
"type": "object",
"required": ["overloadWarning", "focusDegradation", "distractionAlert"],
"properties": {
"overloadWarning": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"focusDegradation": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"distractionAlert": {
"type": "number",
"minimum": 0,
"maximum": 1
}
},
"additionalProperties": false
},
"lastAlert": {
"type": "string",
"format": "date-time"
},
"alertHistory": {
"type": "array",
"items": {
"type": "object",
"required": ["type", "timestamp", "severity", "resolved"],
"properties": {
"type": {
"type": "string",
"enum": ["overload", "focus_degradation", "high_distraction"]
},
"timestamp": {
"type": "string",
"format": "date-time"
},
"severity": {
"type": "string",
"enum": ["low", "medium", "high", "critical"]
},
"resolved": {
"type": "boolean"
}
}
},
"maxItems": 100
}
},
"additionalProperties": false
},
"metadata": {
"type": "object",
"description": "Attention state metadata",
"required": ["framework", "version", "updateTrigger", "computationTime"],
"properties": {
"framework": {
"type": "string",
"enum": ["mastra", "vercel-ai", "langchain", "openai-agents", "custom"]
},
"version": {
"type": "string",
"pattern": "^\\d+\\.\\d+\\.\\d+$"
},
"updateTrigger": {
"type": "string",
"enum": ["manual", "automatic", "change_stream", "scheduled"]
},
"computationTime": {
"type": "number",
"minimum": 0
}
},
"additionalProperties": false
},
"createdAt": {
"type": "string",
"format": "date-time",
"description": "When this document was created"
},
"updatedAt": {
"type": "string",
"format": "date-time",
"description": "When this document was last updated"
}
},
"additionalProperties": false,
"examples": [
{
"agentId": "customer-support-agent-001",
"sessionId": "session_attention_123",
"timestamp": "2024-01-15T10:30:00Z",
"attention": {
"primary": {
"taskId": "customer_conversation_456",
"taskType": "conversation",
"focus": 0.8,
"priority": "high",
"startTime": "2024-01-15T10:25:00Z",
"estimatedDuration": 15
},
"secondary": [
{
"taskId": "background_monitoring",
"taskType": "monitoring",
"focus": 0.15,
"priority": "medium",
"backgroundProcessing": true
}
],
"totalAllocation": 0.95,
"efficiency": {
"focusQuality": 0.85,
"taskSwitchingCost": 0.2,
"distractionLevel": 0.1,
"attentionStability": 0.9
}
},
"cognitiveLoad": {
"current": 0.7,
"capacity": 1.0,
"utilization": 0.7,
"overload": false,
"breakdown": {
"working_memory": 0.6,
"processing": 0.8,
"decision_making": 0.5,
"communication": 0.9,
"monitoring": 0.3
},
"management": {
"loadShedding": false,
"priorityFiltering": true,
"batchProcessing": false,
"deferredProcessing": []
}
},
"priorityQueue": {
"critical": [],
"high": [
{
"taskId": "urgent_escalation",
"description": "Handle urgent customer escalation",
"arrivalTime": "2024-01-15T10:32:00Z",
"deadline": "2024-01-15T11:00:00Z",
"estimatedProcessingTime": 20,
"dependencies": []
}
],
"medium": [],
"low": []
},
"distractions": {
"active": [
{
"source": "notification_system",
"type": "system",
"intensity": 0.3,
"duration": 2,
"impact": 0.1,
"filtered": true
}
],
"filtering": {
"enabled": true,
"threshold": 0.4,
"whitelist": ["critical_alerts"],
"blacklist": ["social_media", "non_work_notifications"],
"adaptiveFiltering": true
},
"protection": {
"deepFocusMode": false,
"focusTimeRemaining": 10,
"interruptionCost": 0.2
}
},
"contextSwitching": {
"lastSwitch": "2024-01-15T10:25:00Z",
"switchCount": 3,
"avgSwitchTime": 5.5,
"switchCost": 0.15,
"patterns": [
{
"fromTask": "email_processing",
"toTask": "customer_conversation",
"frequency": 5,
"avgCost": 0.2
}
],
"optimization": {
"batchSimilarTasks": true,
"minimizeHighCostSwitches": true,
"scheduleBreaks": false,
"groupByContext": true
}
},
"analytics": {
"session": {
"totalFocusTime": 45,
"taskCompletionRate": 0.8,
"attentionEfficiency": 0.85,
"distractionRate": 2.5
},
"trends": {
"focusImprovement": 0.1,
"loadManagement": 0.05,
"efficiencyTrend": 0.15
},
"recommendations": [
"Consider batching similar communication tasks",
"Current attention allocation is well-balanced"
]
},
"monitoring": {
"alertsEnabled": true,
"thresholds": {
"overloadWarning": 0.85,
"focusDegradation": 0.6,
"distractionAlert": 0.4
},
"lastAlert": "2024-01-15T09:45:00Z",
"alertHistory": [
{
"type": "focus_degradation",
"timestamp": "2024-01-15T09:45:00Z",
"severity": "medium",
"resolved": true
}
]
},
"metadata": {
"framework": "mastra",
"version": "1.0.0",
"updateTrigger": "automatic",
"computationTime": 25
}
}
]
}