This document illustrates the future evolution of system state transitions and behavioral models for the Citizen Intelligence Agency platform. The roadmap progresses from practical 2026 AI-enhanced state management through visionary 2037 autonomous intelligence states, accounting for Anthropic Opus 4.6 with minor updates every ~2.3 months, annual major LLM upgrades, competitor models, and the trajectory toward AGI.
| Document | Focus | Description | Documentation Link |
|---|---|---|---|
| Architecture | 🏛️ Architecture | C4 model showing current system structure | View Source |
| Future Architecture | 🏛️ Architecture | C4 model showing future system structure | View Source |
| State Diagrams | 🔄 Behavior | Current system state transitions | View Source |
| Future State Diagrams | 🔄 Behavior | Enhanced adaptive state transitions | View Source |
| Future Mindmaps | 🧠 Concept | Future capability evolution | View Source |
| End-of-Life Strategy | 📅 Lifecycle | Maintenance and EOL planning | View Source |
| CIA Features | 🚀 Features | Platform features overview | View on hack23.com |
stateDiagram-v2
[*] --> Initialization
state Initialization {
[*] --> ConfigLoad
ConfigLoad --> SourceRegistration
SourceRegistration --> SchedulerSetup
SchedulerSetup --> [*]
}
Initialization --> DataCollection
state DataCollection {
[*] --> SourceSelection
SourceSelection --> ParliamentDataFetch: Parliament API
SourceSelection --> ElectionDataFetch: Election Authority
SourceSelection --> EconomicDataFetch: World Bank API
SourceSelection --> FinancialDataFetch: Financial Authority
ParliamentDataFetch --> DataValidation
ElectionDataFetch --> DataValidation
EconomicDataFetch --> DataValidation
FinancialDataFetch --> DataValidation
DataValidation --> [*]
}
DataCollection --> AIAnalysis
state AIAnalysis {
[*] --> TextPreprocessing
TextPreprocessing --> LLMSummarization: Anthropic Opus 4.6
TextPreprocessing --> SentimentAnalysis: Sentiment scoring
TextPreprocessing --> TopicExtraction: Key topics
TextPreprocessing --> EmbeddingGeneration: pgvector
LLMSummarization --> QualityCheck
SentimentAnalysis --> QualityCheck
TopicExtraction --> QualityCheck
EmbeddingGeneration --> QualityCheck
QualityCheck --> [*]
}
AIAnalysis --> AnalyticsProcessing
state AnalyticsProcessing {
[*] --> RiskScoring
RiskScoring --> VotingPatternAnalysis
VotingPatternAnalysis --> PerformanceMetrics
PerformanceMetrics --> AnomalyDetection: ML-enhanced
AnomalyDetection --> MaterializedViewRefresh
MaterializedViewRefresh --> [*]
}
AnalyticsProcessing --> DataDelivery
state DataDelivery {
[*] --> CacheUpdate
CacheUpdate --> DashboardRefresh
CacheUpdate --> APIResponseUpdate
DashboardRefresh --> [*]
APIResponseUpdate --> [*]
}
DataDelivery --> [*]
stateDiagram-v2
[*] --> Idle
Idle --> DocumentReceived: New document arrives
state DocumentReceived {
[*] --> DocumentClassification
DocumentClassification --> LanguageDetection
LanguageDetection --> ChunkingStrategy
ChunkingStrategy --> [*]
}
DocumentReceived --> LLMProcessing
state LLMProcessing {
[*] --> ProviderSelection
ProviderSelection --> APICallPreparation
APICallPreparation --> LLMInference: Send to Anthropic Opus 4.6
LLMInference --> ResponseParsing
ResponseParsing --> ConfidenceEvaluation
ConfidenceEvaluation --> [*]
}
LLMProcessing --> ResultValidation
state ResultValidation {
[*] --> OutputSanitization
OutputSanitization --> BiasCheck
BiasCheck --> FactualityVerification
FactualityVerification --> ModelVersionRecording
ModelVersionRecording --> [*]
}
ResultValidation --> StorageComplete: High confidence
ResultValidation --> HumanReview: Low confidence
HumanReview --> StorageComplete: Approved
HumanReview --> Rejected: Rejected
StorageComplete --> Idle
Rejected --> Idle
stateDiagram-v2
[*] --> Anonymous
Anonymous --> Authenticated: Login with MFA
Authenticated --> DashboardView: Navigate to dashboard
state DashboardView {
[*] --> PoliticianOverview
PoliticianOverview --> DetailedAnalysis: Select entity
DetailedAnalysis --> AIInsightView: View AI summary
AIInsightView --> PoliticianOverview: Back
PoliticianOverview --> VotingAnalysis: View votes
VotingAnalysis --> AIPatternView: View AI patterns
AIPatternView --> VotingAnalysis: Back
PoliticianOverview --> DocumentSearch: Search
DocumentSearch --> SemanticSearch: AI-powered search
SemanticSearch --> DocumentSearch: Refine
DocumentSearch --> PoliticianOverview: Back
}
DashboardView --> APIAccess: Switch to API
APIAccess --> DashboardView: Switch to UI
Authenticated --> SessionTimeout: Inactivity
Authenticated --> Logout: User logout
SessionTimeout --> Anonymous
Logout --> Anonymous
stateDiagram-v2
[*] --> AgentCreation
state AgentCreation {
[*] --> TaskDefinition
TaskDefinition --> ModelSelection: Choose LLM provider
ModelSelection --> ContextInitialization
ContextInitialization --> [*]
}
AgentCreation --> AgentActive
state AgentActive {
[*] --> Monitoring
Monitoring --> DataDetected: New political event
DataDetected --> Analysis: Process event
Analysis --> InsightGenerated: Analysis complete
InsightGenerated --> Monitoring: Resume monitoring
Monitoring --> HealthCheck: Periodic self-check
HealthCheck --> Monitoring: Healthy
HealthCheck --> ErrorRecovery: Issue detected
ErrorRecovery --> Monitoring: Recovered
}
AgentActive --> AgentSuspended: Low priority / Resource constraint
AgentSuspended --> AgentActive: Priority restored
AgentActive --> AgentRetired: Task complete / Model deprecated
AgentRetired --> [*]
stateDiagram-v2
[*] --> QueryReceived
state QueryReceived {
[*] --> IntentClassification
IntentClassification --> EntityExtraction
EntityExtraction --> TemporalRangeIdentification
TemporalRangeIdentification --> [*]
}
QueryReceived --> QueryPlanning
state QueryPlanning {
[*] --> DataSourceIdentification
DataSourceIdentification --> QueryStrategySelection
QueryStrategySelection --> MCPServerRouting: Route to appropriate MCP server
MCPServerRouting --> [*]
}
QueryPlanning --> QueryExecution
state QueryExecution {
[*] --> DatabaseQuery
DatabaseQuery --> AIEnrichment: Add AI analysis context
AIEnrichment --> ResultAggregation
ResultAggregation --> [*]
}
QueryExecution --> ResponseGeneration
state ResponseGeneration {
[*] --> NaturalLanguageResponse
NaturalLanguageResponse --> VisualizationGeneration
VisualizationGeneration --> SourceAttribution
SourceAttribution --> ConfidenceAnnotation
ConfidenceAnnotation --> [*]
}
ResponseGeneration --> [*]
stateDiagram-v2
[*] --> DiscoveryPhase
state DiscoveryPhase {
[*] --> ScanNordicAPIs
ScanNordicAPIs --> ScanEUAPIs
ScanEUAPIs --> APICapabilityAssessment
APICapabilityAssessment --> [*]
}
DiscoveryPhase --> HarmonizationPhase
state HarmonizationPhase {
[*] --> SchemaMapping
SchemaMapping --> EntityResolution
EntityResolution --> LanguageNormalization
LanguageNormalization --> QualityAssurance
QualityAssurance --> [*]
}
HarmonizationPhase --> SynchronizationPhase
state SynchronizationPhase {
[*] --> IncrementalSync
IncrementalSync --> ConflictDetection
ConflictDetection --> AutoResolution: Resolvable
ConflictDetection --> ManualReview: Ambiguous
AutoResolution --> DataMerge
ManualReview --> DataMerge
DataMerge --> VerificationCheck
VerificationCheck --> [*]
}
SynchronizationPhase --> AnalysisReady
AnalysisReady --> [*]
stateDiagram-v2
[*] --> IntelligencePlanning
state IntelligencePlanning {
[*] --> PriorityAssessment
PriorityAssessment --> SourceInventory
SourceInventory --> CollectionStrategy
CollectionStrategy --> ResourceAllocation
ResourceAllocation --> [*]
}
IntelligencePlanning --> AutonomousCollection
state AutonomousCollection {
[*] --> SourceDiscovery
SourceDiscovery --> CredibilityEvaluation
CredibilityEvaluation --> DataAcquisition: Credible source
CredibilityEvaluation --> SourceRejection: Not credible
DataAcquisition --> CrossVerification
CrossVerification --> DataIntegration: Verified
CrossVerification --> FlagForReview: Unverified
DataIntegration --> SourceDiscovery: Continue scanning
}
AutonomousCollection --> AnalysisGeneration
state AnalysisGeneration {
[*] --> CausalReasoning
CausalReasoning --> PredictiveModeling
PredictiveModeling --> NarrativeConstruction
NarrativeConstruction --> BiasAudit
BiasAudit --> ConfidenceScoring
ConfidenceScoring --> [*]
}
AnalysisGeneration --> QualityGate
state QualityGate {
[*] --> AutomatedVerification
AutomatedVerification --> PublishReady: High confidence
AutomatedVerification --> HumanReview: Medium confidence
AutomatedVerification --> Discard: Low confidence
HumanReview --> PublishReady: Approved
HumanReview --> Discard: Rejected
}
QualityGate --> IntelligenceDistribution
IntelligenceDistribution --> [*]
stateDiagram-v2
[*] --> SimulationSetup
state SimulationSetup {
[*] --> PolicyDefinition
PolicyDefinition --> ParameterConfiguration
ParameterConfiguration --> HistoricalDataLoading
HistoricalDataLoading --> ModelCalibration
ModelCalibration --> [*]
}
SimulationSetup --> SimulationExecution
state SimulationExecution {
[*] --> MonteCarloRun
MonteCarloRun --> AgentBasedModeling
AgentBasedModeling --> SensitivityAnalysis
SensitivityAnalysis --> ConvergenceCheck
ConvergenceCheck --> MonteCarloRun: Not converged
ConvergenceCheck --> ResultsReady: Converged
}
SimulationExecution --> ResultAnalysis
state ResultAnalysis {
[*] --> OutcomeDistribution
OutcomeDistribution --> RiskAssessment
RiskAssessment --> StakeholderImpact
StakeholderImpact --> RecommendationGeneration
RecommendationGeneration --> [*]
}
ResultAnalysis --> [*]
stateDiagram-v2
[*] --> ContinuousMonitoring
state ContinuousMonitoring {
[*] --> GlobalScan
GlobalScan --> PatternDetection
PatternDetection --> SignificanceAssessment
SignificanceAssessment --> GlobalScan: Below threshold
SignificanceAssessment --> DeepAnalysis: Above threshold
}
ContinuousMonitoring --> DeepAnalysis
state DeepAnalysis {
[*] --> MultiPerspectiveReasoning
MultiPerspectiveReasoning --> HistoricalContextIntegration
HistoricalContextIntegration --> CausalChainMapping
CausalChainMapping --> FutureTrajectoryModeling
FutureTrajectoryModeling --> [*]
}
DeepAnalysis --> VerificationCycle
state VerificationCycle {
[*] --> CryptographicProvenance
CryptographicProvenance --> BiasDetection
BiasDetection --> MultiSourceCorroboration
MultiSourceCorroboration --> EthicsCompliance
EthicsCompliance --> ConfidenceAssignment
ConfidenceAssignment --> [*]
}
VerificationCycle --> IntelligenceDelivery
state IntelligenceDelivery {
[*] --> PersonalizationEngine
PersonalizationEngine --> CitizenBriefingGeneration
PersonalizationEngine --> InstitutionalReporting
PersonalizationEngine --> ResearchDataExport
PersonalizationEngine --> DemocraticHealthDashboard
CitizenBriefingGeneration --> FeedbackCollection
InstitutionalReporting --> FeedbackCollection
ResearchDataExport --> FeedbackCollection
DemocraticHealthDashboard --> FeedbackCollection
FeedbackCollection --> [*]
}
IntelligenceDelivery --> ContinuousMonitoring: Feedback loop
timeline
title CIA State Diagram Evolution: 2026–2037
section 2026 — AI-Enhanced States
AI analysis states added to data pipeline : LLM summarization, sentiment, embedding
LLM processing state machine : Provider selection, validation, audit
Enhanced user session with AI views : Semantic search, AI insights
section 2027–2028 — Agent-Based States
AI agent lifecycle management : Creation, monitoring, retirement
Natural language query processing : Intent, planning, execution, response
Multi-modal content processing states : Video, audio, text analysis
section 2029–2030 — Autonomous States
Cross-national data synchronization : Discovery, harmonization, sync
Autonomous source management : Discovery, credibility, integration
Self-healing error recovery states : Automatic diagnosis and remediation
section 2031–2033 — Proto-AGI States
Autonomous intelligence gathering : Planning, collection, analysis, distribution
Policy simulation state machine : Setup, execution, analysis
Adaptive learning states : Model retraining, capability assessment
section 2034–2037 — AGI-Era States
Continuous global monitoring : Scan, detect, analyze, verify, deliver
AGI-managed democratic intelligence : Multi-perspective reasoning, causal chains
Federated intelligence exchange states : Cross-border intelligence sharing
| State Concern | Design Approach |
|---|---|
| Model Version Transitions | Graceful migration states when LLM providers release updates every ~2.3 months; parallel model evaluation before cutover |
| Provider Failover | Automatic fallback to alternative LLM providers (Anthropic → OpenAI → open-source) with state preservation |
| Capability Discovery | Dynamic state expansion when new LLM capabilities become available with annual major upgrades |
| Graceful Degradation | All AI-enhanced states have non-AI fallback paths ensuring platform functionality without AI services |
| Cost State Management | LLM usage tracking states with budget limits, smart caching to avoid redundant API calls |
| AGI Readiness | State architecture designed to accommodate AGI services as drop-in replacements for narrow AI states |
- Current State Diagrams — Review current system state transitions
- Current Architecture — System architecture context
- Future Architecture — Platform evolution roadmap
- Future Mindmaps — Future capability evolution
- End-of-Life Strategy — Technology maintenance planning
- CIA Features — Current feature showcase
📋 Document Control:
✅ Approved by: James Pether Sörling, CEO - Hack23 AB
📤 Distribution: Public
🏷️ Classification: 
📅 Effective Date: 2025-09-18
⏰ Next Review: 2026-09-18
🎯 Framework Compliance: 
