🔮 Advanced System Behavior and State Transitions
🎯 AI-Driven Processes · Real-Time Streaming · Predictive Analytics
📋 Document Owner: CEO | 📄 Version: 2.0 | 📅 Last Updated: 2026-02-24 (UTC)
🔄 Review Cycle: Quarterly | ⏰ Next Review: 2026-05-20
🏢 Owner: Hack23 AB (Org.nr 5595347807) | 🏷️ Classification: Public
This document outlines the future state transition models for Riksdagsmonitor over the next 3-11 years (2026-2037). Building on the current State Diagrams, this roadmap introduces AI-driven state management, real-time streaming states, predictive analytics lifecycle, and multi-parliament coordination states.
| Document | Focus | Description |
|---|---|---|
| 🏛️ Architecture | 🏗️ C4 Models | System context, containers, components |
| 📊 Data Model | 📊 Data | Entity relationships and data dictionary |
| 🔄 Flowchart | 🔄 Processes | Business and data flow diagrams |
| 📈 State Diagram | 📈 States | System state transitions and lifecycles |
| 🧠 Mindmap | 🧠 Concepts | System conceptual relationships |
| 💼 SWOT | 💼 Strategy | Strategic analysis and positioning |
| 🛡️ Security Architecture | 🔒 Security | Current security controls and design |
| 🚀 Future Security | 🔮 Security | Planned security improvements |
| 🎯 Threat Model | 🎯 Threats | STRIDE/MITRE ATT&CK analysis |
| 🚀 Future Architecture | 🔮 Evolution | Architectural evolution roadmap |
| 📊 Future Data Model | 🔮 Data | Enhanced data architecture plans |
| 🔄 Future Flowchart | 🔮 Processes | Improved process workflows |
| 📈 Future State Diagram | 🔮 States | Advanced state management |
| 🧠 Future Mindmap | 🔮 Concepts | Capability expansion plans |
| 💼 Future SWOT | 🔮 Strategy | Future strategic opportunities |
stateDiagram-v2
[*] --> EventDetected
EventDetected --> DataCollection: Riksdag Event Triggers
DataCollection --> ContentGeneration: Sufficient Data Collected
ContentGeneration --> QualityAssessment: AI Content Generated
ContentGeneration --> AIError: Generation Failed
QualityAssessment --> MultiModalGeneration: Quality Score >= 0.8
QualityAssessment --> ContentGeneration: Quality Score < 0.8 (Retry)
MultiModalGeneration --> TextComplete: Article in 14+ Languages
MultiModalGeneration --> ImageGeneration: Infographics Generated
MultiModalGeneration --> AudioGeneration: TTS Narration Created
TextComplete --> HumanReview: All Modalities Complete
ImageGeneration --> HumanReview
AudioGeneration --> HumanReview
HumanReview --> Published: Approved
HumanReview --> ContentGeneration: Rejected (Revise)
AIError --> FallbackTemplate: Max Retries Exceeded
FallbackTemplate --> HumanReview: Template Content Ready
Published --> Archived: Content Age > 90 Days
Published --> Updated: New Data Available
Updated --> QualityAssessment: Re-evaluate
Archived --> [*]
note right of ContentGeneration
GPT-5 with Swedish political context
riksdag-regering-mcp data feeds
Hallucination detection active
end note
note right of MultiModalGeneration
Text: 14+ languages
Images: Stability AI SDXL 3.0
Audio: ElevenLabs TTS
end note
stateDiagram-v2
[*] --> DataIngestion
DataIngestion --> FeatureEngineering: Raw Data Processed
FeatureEngineering --> ModelTraining: Features Extracted
ModelTraining --> Validation: Training Complete
Validation --> ShadowMode: Validation R-squared >= 0.85
Validation --> ModelTraining: Performance Below Threshold
ShadowMode --> ABTesting: 7-Day Shadow Period Complete
ShadowMode --> Rollback: Shadow Performance Degraded
ABTesting --> GradualRollout: A/B Results Positive
ABTesting --> Rollback: A/B Results Negative
GradualRollout --> state "5% Traffic" as T5
T5 --> state "25% Traffic" as T25: Metrics Stable
T25 --> state "50% Traffic" as T50: Metrics Stable
T50 --> FullDeployment: All Metrics Green
FullDeployment --> Monitoring: Model Live
Monitoring --> Retraining: Performance Drift Detected
Monitoring --> FullDeployment: Performance Stable
Retraining --> DataIngestion: New Training Cycle
Rollback --> FullDeployment: Revert to Previous Model
note right of ModelTraining
TensorFlow.js for client-side inference
XGBoost/Random Forest for training
50+ years historical data
end note
note right of ABTesting
Statistical significance: p < 0.05
Minimum sample: 1,000 users
Key metric: prediction accuracy
end note
stateDiagram-v2
[*] --> Idle
Idle --> Connecting: Parliamentary Session Starts
Connecting --> Streaming: WebSocket Connected
Streaming --> Processing: Event Received
Processing --> Enrichment: Event Parsed
Enrichment --> Broadcasting: Context Added
Broadcasting --> Streaming: Push to Clients
Streaming --> Buffering: High Volume Burst
Buffering --> Processing: Buffer Flushed
Streaming --> Reconnecting: Connection Lost
Reconnecting --> Streaming: Reconnected
Reconnecting --> Degraded: Max Retries Exceeded
Degraded --> PollingFallback: Switch to REST Polling
PollingFallback --> Streaming: WebSocket Restored
Streaming --> SessionEnd: Parliamentary Session Ends
SessionEnd --> Archiving: Archive Stream Data
Archiving --> Idle: Archive Complete
Processing --> ErrorState: Processing Failure
ErrorState --> DeadLetterQueue: Event Quarantined
DeadLetterQueue --> Processing: Manual Retry
note right of Streaming
Apache Kafka topics
Sub-second latency target
10K events/second peak
end note
note right of Degraded
Graceful degradation
REST polling every 30s
User notification displayed
end note
stateDiagram-v2
[*] --> PreElection
PreElection --> DataCollection: Election Cycle Begins
DataCollection --> ModelCalibration: Polls + Historical Data
ModelCalibration --> WeeklyPrediction: > 30 Days to Election
ModelCalibration --> DailyPrediction: <= 30 Days to Election
WeeklyPrediction --> DataCollection: New Week
DailyPrediction --> DataCollection: New Day
DailyPrediction --> ElectionDay: Election Date Reached
ElectionDay --> LiveTracking: Polls Close
LiveTracking --> ResultComparison: Results Coming In
ResultComparison --> PostElection: Final Results Published
PostElection --> AccuracyAnalysis: Compare Predictions vs Results
AccuracyAnalysis --> ModelRetraining: Lessons Learned
ModelRetraining --> Archived: Model Updated for Next Cycle
Archived --> [*]
note right of WeeklyPrediction
Monte Carlo: 10,000 simulations
Confidence intervals: 90% and 95%
Coalition probability matrix
end note
note right of ElectionDay
No predictions published
Avoid voter influence
Ethical commitment
end note
stateDiagram-v2
[*] --> Initialization
Initialization --> SwedishRiksdag: Configure Sweden
Initialization --> DanishFolketing: Configure Denmark
Initialization --> NorwegianStorting: Configure Norway
Initialization --> FinnishEduskunta: Configure Finland
SwedishRiksdag --> DataSync: API Connected
DanishFolketing --> DataSync: API Connected
NorwegianStorting --> DataSync: API Connected
FinnishEduskunta --> DataSync: API Connected
DataSync --> SchemaNormalization: Raw Data Collected
SchemaNormalization --> EntityResolution: Unified Schema
EntityResolution --> CrossCountryAnalysis: Entities Matched
CrossCountryAnalysis --> ComparativeDashboard: Analysis Complete
ComparativeDashboard --> Monitoring: Dashboard Live
Monitoring --> DataSync: Refresh Cycle
DataSync --> APIError: API Unavailable
APIError --> CachedData: Serve Stale Data
CachedData --> DataSync: API Restored
note right of SchemaNormalization
4 different API formats
XML, JSON, HTML, PDF
Language normalization
end note
note right of CrossCountryAnalysis
Voting pattern comparison
Legislative productivity
Gender/age diversity
Budget priorities
end note
stateDiagram-v2
[*] --> CurrentModel
CurrentModel --> MinorUpdate: Every ~2.3 Months
MinorUpdate --> Evaluation: Opus 4.8, 4.9, 5.0...
Evaluation --> Integration: Performance Improved
Evaluation --> CurrentModel: No Significant Gain
Integration --> ShadowTesting: Deploy Shadow Mode
ShadowTesting --> GradualRollout: Quality Verified
ShadowTesting --> Rollback: Quality Degraded
GradualRollout --> CurrentModel: New Model Active
Rollback --> CurrentModel: Revert to Previous
CurrentModel --> MajorUpgrade: Annual Major Version
MajorUpgrade --> ArchitectureReview: Opus 5.0, 6.0, 7.0...
ArchitectureReview --> CapabilityAssessment: Architecture Compatible
ArchitectureReview --> PlatformRedesign: Breaking Changes
CapabilityAssessment --> FeatureExpansion: New Capabilities Available
FeatureExpansion --> Integration: Enable New Features
PlatformRedesign --> MigrationPlanning: Plan Architecture Update
MigrationPlanning --> Integration: Migration Complete
CurrentModel --> CompetitorEvaluation: Quarterly Review
CompetitorEvaluation --> ModelSwitch: Competitor Superior
CompetitorEvaluation --> CurrentModel: Current Model Best
ModelSwitch --> Integration: Multi-Model via Bedrock
CurrentModel --> AGITransition: 2033-2037
AGITransition --> AutonomousMode: AGI Capabilities Confirmed
AGITransition --> EnhancedMode: Pre-AGI Improvements
AutonomousMode --> GlobalPlatform: 195 Parliaments
EnhancedMode --> CurrentModel: Incremental Enhancement
GlobalPlatform --> [*]
note right of MinorUpdate
Anthropic minor releases
~2.3 month cadence
Backward compatible
end note
note right of MajorUpgrade
Annual major versions
Opus 5.0 (2027)
Opus 6.0 (2028)
Through 2037 or successor
end note
note right of AGITransition
Scenario planning for
transformative AI capabilities
Human oversight maintained
end note
| # | State Model | Timeline | Key Technology | Status |
|---|---|---|---|---|
| 1 | AI Content Generation | 2026-2028 | Opus 4.7-6.x, Stability AI, ElevenLabs | 🟡 Planned |
| 2 | Predictive Model Lifecycle | 2027-2028 | TensorFlow.js, XGBoost | 🔴 Research |
| 3 | Real-Time Streaming | 2028+ | Kafka, Flink, WebSocket | 🔴 Research |
| 4 | Election Forecast | 2026-2028 | Monte Carlo, Statistical Models | 🟡 Planned |
| 5 | Multi-Parliament | 2028+ | Multi-API Integration | 🔴 Research |
| 6 | AI/LLM Model Evolution | 2026-2037 | Opus 4.7→AGI, Multi-Model Strategy | 🟡 Planned |
| Document | Focus | Description |
|---|---|---|
| 🏛️ Architecture | 🏗️ C4 Models | System context, containers, components |
| 📊 Data Model | 📊 Data | Entity relationships and data dictionary |
| 🔄 Flowchart | 🔄 Processes | Business and data flow diagrams |
| 📈 State Diagram | 📈 States | System state transitions and lifecycles |
| 🧠 Mindmap | 🧠 Concepts | System conceptual relationships |
| 💼 SWOT | 💼 Strategy | Strategic analysis and positioning |
| 🛡️ Security Architecture | 🔒 Security | Current security controls and design |
| 🚀 Future Security | 🔮 Security | Planned security improvements |
| 🎯 Threat Model | 🎯 Threats | STRIDE/MITRE ATT&CK analysis |
| 🚀 Future Architecture | 🔮 Evolution | Architectural evolution roadmap |
| 📊 Future Data Model | 🔮 Data | Enhanced data architecture plans |
| 🔄 Future Flowchart | 🔮 Processes | Improved process workflows |
| 📈 Future State Diagram | 🔮 States | Advanced state management |
| 🧠 Future Mindmap | 🔮 Concepts | Capability expansion plans |
| 💼 Future SWOT | 🔮 Strategy | Future strategic opportunities |
stateDiagram-v2
[*] --> Draft
Draft --> PendingValidation : Submit for Validation
Draft --> Abandoned : Author Cancels
PendingValidation --> SchemaValidation : Validation Started
SchemaValidation --> QualityCheck : Schema OK
SchemaValidation --> Draft : Schema Errors Found
QualityCheck --> TranslationCheck : Quality Score OK
QualityCheck --> Draft : Quality Below Threshold
TranslationCheck --> IntegrityCheck : All 14 Languages Valid
TranslationCheck --> Draft : Translation Errors
IntegrityCheck --> ReadyForReview : Integrity Hash OK
IntegrityCheck --> Draft : Hash Mismatch
ReadyForReview --> UnderReview : Reviewer Assigned
UnderReview --> Approved : Review Passed
UnderReview --> Draft : Changes Requested
UnderReview --> Rejected : Critical Issues Found
Approved --> Published : Deploy Pipeline Complete
Published --> Active : CDN Cache Warm
Active --> Stale : Data Age More Than 7 Days
Active --> Updated : New Data Available
Updated --> Active : Update Published
Stale --> Refreshing : Refresh Triggered
Refreshing --> Active : Refresh Complete
Refreshing --> Expired : Refresh Failed
Expired --> Archived : Manual Archive Decision
Active --> Archived : Content Age More Than 90 Days
Archived --> [*]
Rejected --> [*]
Abandoned --> [*]
note right of QualityCheck
Quality score computed by
LLM self-evaluation
Threshold: 0.8 of 1.0
end note
note right of Published
Content live in 14 languages
SHA-256 hash recorded
Git commit signed
end note
stateDiagram-v2
[*] --> Idle
Idle --> Scheduled : Cron Trigger Fires
Idle --> ManualTrigger : Manual Dispatch
Scheduled --> Initializing : Pipeline Starts
ManualTrigger --> Initializing
Initializing --> MCPHandshake : Runtime Ready
MCPHandshake --> ToolDiscovery : MCP Server Connected
MCPHandshake --> InitError : Connection Failed
ToolDiscovery --> Fetching : 32 Tools Discovered
ToolDiscovery --> InitError : Tool Discovery Fails
Fetching --> FetchingPropositions : Parallel Fetch Starts
Fetching --> FetchingMotions : Parallel
Fetching --> FetchingCommittee : Parallel
Fetching --> FetchingVoting : Parallel
FetchingPropositions --> Aggregating : Propositions Ready
FetchingMotions --> Aggregating : Motions Ready
FetchingCommittee --> Aggregating : Committee Data Ready
FetchingVoting --> Aggregating : Voting Data Ready
Aggregating --> Validating : All Data Collected
Aggregating --> PartialData : Some Fetches Failed
PartialData --> Validating : Minimum Threshold Met
PartialData --> FetchError : Below Minimum
Validating --> Processing : Validation Passed
Validating --> ValidationError : Data Invalid
Processing --> Generating : Context Built
Generating --> LLMCall : Prompt Ready
LLMCall --> ResponseReceived : LLM Responded
LLMCall --> LLMTimeout : API Timeout
LLMTimeout --> LLMRetry : Retry Available
LLMRetry --> LLMCall : Retry Attempt
LLMRetry --> LLMFailed : Max Retries
ResponseReceived --> QualityEval : Response Parsed
QualityEval --> Translating : Quality OK
QualityEval --> Generating : Quality Low Retry
Translating --> TranslationComplete : 13 Languages Done
TranslationComplete --> Publishing : PR Created
Publishing --> Complete : Merged and Deployed
Publishing --> PublishError : Deploy Failed
InitError --> ErrorRecovery : Error Handler
FetchError --> ErrorRecovery
ValidationError --> ErrorRecovery
LLMFailed --> ErrorRecovery
PublishError --> ErrorRecovery
ErrorRecovery --> ErrorLog : Log Error Details
ErrorLog --> Notification : Alert Owner
Notification --> Idle : Reset for Next Run
Complete --> Idle : Pipeline Done
note right of LLMCall
Amazon Bedrock API
Claude Opus model
30s timeout per call
Max 3 retries
end note
note right of ErrorRecovery
All errors route here
Log to GitHub Actions
No silent failures
end note
stateDiagram-v2
[*] --> Fresh
Fresh --> SlightlyStale : Data Age 1-3 Days
SlightlyStale --> Fresh : Refresh Successful
SlightlyStale --> Stale : Age Exceeds 3 Days
Stale --> Critical : Age Exceeds 7 Days
Stale --> Refreshing : Refresh Triggered
Critical --> Expired : Age Exceeds 14 Days
Critical --> Refreshing : Emergency Refresh
Refreshing --> FetchingData : Fetch in Progress
FetchingData --> Validating : Data Received
FetchingData --> RefreshFailed : Network Error
Validating --> Fresh : Validation Passed
Validating --> RefreshFailed : Validation Failed
RefreshFailed --> CacheAvailable : Check Cache
CacheAvailable --> ServingCache : Cache Valid
CacheAvailable --> Expired : No Valid Cache
ServingCache --> Stale : Cache Served
Expired --> ManualIntervention : Operator Alert
ManualIntervention --> Refreshing : Manual Retry
ManualIntervention --> [*] : Service Degraded
note right of Fresh
Fresh = data less than 24h old
Normal operational state
Banner: Data current
end note
note right of Expired
Expired = data more than 14 days old
Show prominent stale banner
Trigger PagerDuty alert
end note
stateDiagram-v2
[*] --> Monitoring
Monitoring --> AlertReceived : Security Alert Fired
AlertReceived --> Triaging : On-Call Notified
Triaging --> P1Critical : CVSS 9.0+
Triaging --> P2High : CVSS 7.0-8.9
Triaging --> P3Medium : CVSS 4.0-6.9
Triaging --> P4Low : CVSS Less Than 4.0
Triaging --> FalsePositive : Not a Real Incident
FalsePositive --> Monitoring : Close and Tune Alert
P1Critical --> ImmediateContainment : Within 15 Minutes
P2High --> Containment : Within 1 Hour
P3Medium --> Containment : Within 4 Hours
P4Low --> Remediation : Within 7 Days
ImmediateContainment --> TakeOffline : Disable Affected Service
TakeOffline --> EvidenceCollection : Preserve Logs
Containment --> IsolateComponent : Limit Blast Radius
IsolateComponent --> EvidenceCollection
EvidenceCollection --> RootCauseAnalysis : Evidence Preserved
RootCauseAnalysis --> Eradication : Root Cause Found
RootCauseAnalysis --> EscalateUnknown : Root Cause Unknown
EscalateUnknown --> ExternalSupport : Need Expert Help
ExternalSupport --> RootCauseAnalysis : Analysis Resumed
Eradication --> PatchApplied : Fix Developed
PatchApplied --> Testing : Fix Verified
Testing --> Recovery : Tests Pass
Testing --> Eradication : Tests Fail
Recovery --> ServiceRestored : Deploy to Production
ServiceRestored --> PostIncident : Service Healthy
PostIncident --> LessonsLearned : 72h Post-Incident Review
LessonsLearned --> ControlUpdate : Update Security Controls
ControlUpdate --> Documentation : Document Changes
Documentation --> Monitoring : Return to Normal
Remediation --> ControlUpdate
note right of P1Critical
Examples:
Credential exposure
Content tampering
Data breach
Response: 15 min SLA
end note
note right of PostIncident
Required within 72 hours:
Timeline reconstruction
Impact assessment
Control improvements
NIS2 notification if required
end note
stateDiagram-v2
[*] --> CodeCommitted
CodeCommitted --> PRCreated : Developer Opens PR
PRCreated --> AutomatedChecks : CI Pipeline Starts
AutomatedChecks --> Linting : ESLint HTMLHint
AutomatedChecks --> UnitTests : Vitest Suite
AutomatedChecks --> SecurityScan : CodeQL Dependabot
AutomatedChecks --> BuildCheck : Vite Build
Linting --> LintGate : Results
UnitTests --> TestGate : Results
SecurityScan --> SecurityGate : Results
BuildCheck --> BuildGate : Results
LintGate --> AutomatedChecksFailed : Lint Errors
TestGate --> AutomatedChecksFailed : Test Failures
SecurityGate --> AutomatedChecksFailed : Security Issues
BuildGate --> AutomatedChecksFailed : Build Error
LintGate --> AllChecksPass : Lint Clean
TestGate --> AllChecksPass : Tests Pass
SecurityGate --> AllChecksPass : Security OK
BuildGate --> AllChecksPass : Build OK
AutomatedChecksFailed --> CodeCommitted : Fix Required
AllChecksPass --> E2ETests : Deploy to Staging
E2ETests --> E2EGate : Cypress Complete
E2EGate --> E2EFailed : E2E Failures
E2EFailed --> CodeCommitted : Fix Required
E2EGate --> AwaitingApproval : E2E Passed
AwaitingApproval --> UnderReview : Reviewer Assigned
UnderReview --> ChangesRequested : Review Feedback
ChangesRequested --> CodeCommitted : Author Updates
UnderReview --> Approved : LGTM
Approved --> MergeTrigger : Merge to Main
MergeTrigger --> DeploymentBuild : Build Release
DeploymentBuild --> SLSAAttestation : Sign Provenance
SLSAAttestation --> DeployToGHPages : Push to gh-pages
DeployToGHPages --> CDNInvalidation : CloudFront Invalidate
CDNInvalidation --> SmokeTest : Verify Live
SmokeTest --> SmokeGate : Check Results
SmokeGate --> DeployFailed : Smoke Failed
SmokeGate --> DeploymentComplete : Smoke Passed
DeployFailed --> Rollback : Auto Revert
Rollback --> PreviousVersion : Restore Prior
PreviousVersion --> PostMortem : Investigate Failure
PostMortem --> CodeCommitted : Fix and Redeploy
DeploymentComplete --> [*]
note right of AwaitingApproval
Required approvers:
James Pether Sorling (CEO)
Branch protection enforced
No force push allowed
end note
note right of SLSAAttestation
SLSA Level 2+
Sigstore signing
Build provenance
Tamper-evident log
end note
stateDiagram-v2
[*] --> Available
Available --> Requesting : API Call Made
Requesting --> BudgetCheck : Check Rate Budget
BudgetCheck --> WithinBudget : Tokens Available
BudgetCheck --> BudgetExceeded : No Tokens
WithinBudget --> DeductToken : Consume Token
DeductToken --> ExecuteCall : Token Deducted
ExecuteCall --> SuccessResponse : 200 OK
ExecuteCall --> ThrottledResponse : 429 Too Many Requests
ExecuteCall --> ErrorResponse : 5xx Error
SuccessResponse --> Available : Call Complete
ThrottledResponse --> BackoffWait : Exponential Backoff
BackoffWait --> BackoffCheck : Wait Complete
BackoffCheck --> Requesting : Retry Available
BackoffCheck --> MaxRetries : Retries Exhausted
ErrorResponse --> RetryEligible : Retryable Error
RetryEligible --> BackoffWait
ErrorResponse --> FatalError : Non-Retryable
BudgetExceeded --> QuotaWindow : Next Window
QuotaWindow --> Available : Window Resets
QuotaWindow --> AlertLow : Budget Critical
AlertLow --> Available : Continue with Warning
MaxRetries --> FallbackCache : Use Cached Data
FallbackCache --> Available : Served from Cache
FatalError --> ErrorLog : Log Failure
ErrorLog --> Available : Reset
note right of BackoffWait
Exponential backoff:
1s, 2s, 4s, 8s, 16s
Max 5 retries per request
end note
note right of BudgetExceeded
Riksdag API rate limits:
Respect Retry-After header
Daily quota tracking
end note
stateDiagram-v2
[*] --> Active
Active --> MonitorAge : Daily Age Check
MonitorAge --> StillValid : Age Less Than 60 Days
MonitorAge --> ApproachingExpiry : Age 60-89 Days
MonitorAge --> ExpiryCritical : Age 90+ Days
MonitorAge --> Expired : Age 120+ Days
StillValid --> Active : Continue Normal Operation
ApproachingExpiry --> RotationScheduled : Schedule Rotation
RotationScheduled --> AwaitingRotation : 7-Day Notice Sent
AwaitingRotation --> RotationInitiated : Rotation Window Opens
ExpiryCritical --> ImmediateRotation : Emergency Rotation
ImmediateRotation --> RotationInitiated
RotationInitiated --> NewCredentialCreated : New Credential Generated
NewCredentialCreated --> DualActive : Both Old and New Active
DualActive --> NewCredentialTested : Test New Credential
NewCredentialTested --> TestPassed : Validation OK
NewCredentialTested --> TestFailed : Validation Failed
TestPassed --> MigrateServices : Update All References
MigrateServices --> GHSecretUpdated : GitHub Secret Updated
GHSecretUpdated --> OldRevoked : Revoke Old Credential
OldRevoked --> Active : Rotation Complete
TestFailed --> NewCredentialRevoked : Revoke Failed Credential
NewCredentialRevoked --> RotationInitiated : Retry Rotation
Expired --> EmergencyRevoke : Immediate Revoke
EmergencyRevoke --> ServiceDegradation : Service Impact
ServiceDegradation --> EmergencyNew : Create Emergency Cred
EmergencyNew --> Active : Emergency Restore
Active --> Compromised : Security Alert
Compromised --> ImmediateRevoke : Revoke Now
ImmediateRevoke --> IncidentResponse : Trigger IR
IncidentResponse --> EmergencyNew
note right of Active
Credentials in scope:
Amazon Bedrock API key
GitHub PAT tokens
MCP server keys
Rotation policy: 90 days
end note
note right of DualActive
Zero-downtime rotation
Old credential still valid
during migration window
(max 24 hour overlap)
end note
stateDiagram-v2
[*] --> v1Created
v1Created --> v1Active : First Publish
v1Active --> v1Updated : Minor Edit
v1Updated --> v1Active : Edit Published
v1Active --> v2Draft : Major Revision Started
v2Draft --> v2Review : v2 Content Ready
v2Review --> v2Approved : Review Passed
v2Review --> v2Draft : Changes Requested
v2Approved --> MigrationCheck : Check Compatibility
MigrationCheck --> BreakingChange : Schema Changed
MigrationCheck --> NonBreaking : Compatible
NonBreaking --> v2Deploy : Deploy v2
BreakingChange --> RedirectSetup : Create Redirects
RedirectSetup --> v2Deploy
v2Deploy --> v1Archived : Archive v1
v2Deploy --> v2Active : v2 Live
v1Archived --> v1Restorable : Keep for 90 Days
v2Active --> v2Updated : Minor Edit
v2Updated --> v2Active : Published
v2Active --> v3Draft : Next Major Version
v1Restorable --> v1Restored : Rollback Decision
v1Restored --> v1Active : Emergency Rollback
v1Restorable --> v1Deleted : Retention Expired
v1Deleted --> [*]
note right of v1Active
All versions stored in Git
Full history preserved
Rollback possible at any time
Git tag per release
end note
note right of BreakingChange
Breaking changes require:
URL redirect mapping
SEO impact assessment
Hreflang updates for 14 langs
end note
| # | State Model | Timeline | Key Technology | Status |
|---|---|---|---|---|
| 1 | AI Content Generation | 2026-2028 | Opus 4.7-6.x, Stability AI, ElevenLabs | Planned |
| 2 | Predictive Model Lifecycle | 2027-2028 | TensorFlow.js, XGBoost | Research |
| 3 | Real-Time Streaming | 2028+ | Kafka, Flink, WebSocket | Research |
| 4 | Election Forecast | 2026-2028 | Monte Carlo, Statistical Models | Planned |
| 5 | Multi-Parliament | 2028+ | Multi-API Integration | Research |
| 6 | AI/LLM Model Evolution | 2026-2037 | Opus 4.7 to AGI, Multi-Model Strategy | Planned |
| 7 | Content Lifecycle | 2026 | Git, SHA-256, HTMLHint | Active |
| 8 | MCP Pipeline Orchestration | 2026 | riksdag-regering-mcp, Amazon Bedrock | Active |
| 9 | Data Freshness | 2026 | Cache layer, staleness detection | Active |
| 10 | Security Incident Response | 2026 | GitHub Security, ISMS playbooks | Active |
| 11 | Deployment Pipeline | 2026 | GitHub Actions, SLSA, Sigstore | Active |
| 12 | API Rate Limiting | 2026 | Exponential backoff, quota tracking | Active |
| 13 | Credential Rotation | 2026 | GitHub Secrets, 90-day policy | Active |
| 14 | Content Versioning | 2026 | Git tags, redirects, archiving | Active |
| Document | Focus | Description |
|---|---|---|
| 🏛️ Architecture | 🏗️ C4 Models | System context, containers, components |
| 📊 Data Model | 📊 Data | Entity relationships and data dictionary |
| 🔄 Flowchart | 🔄 Processes | Business and data flow diagrams |
| 📈 State Diagram | 📈 States | Current system state transitions |
| 📈 Future State Diagram | 🔮 States | Advanced state management (this document) |
| 🧠 Mindmap | 🧠 Concepts | System conceptual relationships |
| 💼 SWOT | 💼 Strategy | Strategic analysis and positioning |
| 🛡️ Security Architecture | 🔒 Security | Current security controls and design |
| 🎯 Threat Model | 🎯 Threats | STRIDE/MITRE ATT&CK analysis |
| 🚀 Future Architecture | 🔮 Evolution | Architectural evolution roadmap |
- 🛡️ Secure Development Policy — Architecture documentation requirements
- 🏷️ Classification Framework — CIA triad classification
📋 Document Control:
✅ Approved by: James Pether Sörling, CEO
📤 Distribution: Public
🏷️ Classification:
📅 Effective Date: 2026-02-25
⏰ Next Review: 2026-05-25
🎯 Framework Compliance:
Baseline: the already-implemented IMF cache lifecycle (vintage-tagged, SHA-256 pinned, supersedes-chain) is documented in STATEDIAGRAM.md §IMF. The state diagram below preserves that semantics and adds Aurora-specific transitions (row-level locks, replica lag) as the runtime migrates.
Authoritative hub:
analysis/imf/README.md·analysis/imf/agentic-integration.md·analysis/imf/indicators-inventory.json·analysis/imf/data-dictionary.md·.github/aw/ECONOMIC_DATA_CONTRACT.md
stateDiagram-v2
[*] --> Empty: imf_cache row absent
Empty --> Fetching: news-* worker requests dataflow/indicator/country
Fetching --> Fresh: payload ≤6 months old · SHA-256 pinned
Fetching --> Stale: payload >6 months old
Fetching --> RateLimited: HTTP 429
Fetching --> Failed: HTTP 5xx / timeout
Fresh --> Used: article cites with full confidence
Stale --> Annotated: staleness_annotated=true required
Annotated --> Used: article cites with downgraded confidence
RateLimited --> Backoff: exponential 2^n seconds
Backoff --> Fetching: retry
Failed --> CacheFallback: serve last known vintage
CacheFallback --> Used: article cites with cache-fallback annotation
Used --> [*]
state Used {
[*] --> ProvenanceLogged: article_economic_provenance row inserted
ProvenanceLogged --> [*]
}
stateDiagram-v2
[*] --> WEO_2026_04: April WEO published
WEO_2026_04 --> WEO_2026_10: October WEO published (supersedes)
WEO_2026_04 --> Archived: superseded; preserved for audit-trail
WEO_2026_10 --> WEO_2027_04: April 2027 WEO publishes
WEO_2026_10 --> Archived
Archived --> [*]: never deleted (provenance integrity)
Canonical rule. Every economic claim in a Riksdagsmonitor article cites an IMF dataflow first; World Bank citations are reserved for governance, environment and social residue (the classes IMF does not publish). SCB is the Swedish-specific ground truth layer. See ECONOMIC_DATA_CONTRACT.md v2.1 for the banned-phrase list and vintage discipline (>6 mo → annotation).
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