bzzz/SLURP_GO_ARCHITECTURE.md

# SLURP Go Architecture Specification

## Executive Summary

This document specifies the Go-based SLURP (Storage, Logic, Understanding, Retrieval, Processing) system architecture for BZZZ, translating the Python prototypes into native Go packages that integrate seamlessly with the existing BZZZ distributed system.

**SLURP implements contextual intelligence capabilities:**
- **Storage**: Hierarchical context metadata storage with bounded depth traversal
- **Logic**: Decision-hop temporal analysis for tracking conceptual evolution
- **Understanding**: Cascading context resolution with role-based encryption
- **Retrieval**: Fast context lookup with caching and inheritance
- **Processing**: Real-time context evolution tracking and validation

## Architecture Overview

### Design Principles

1. **Native Go Integration**: Follows established BZZZ patterns for interfaces, error handling, and configuration
2. **Distributed-First**: Designed for P2P environments with role-based access control
3. **Bounded Operations**: Configurable limits prevent excessive resource consumption
4. **Temporal Reasoning**: Tracks decision evolution, not just chronological time
5. **Leader-Only Generation**: Context generation restricted to elected admin nodes
6. **Encryption by Default**: All context data encrypted using existing `pkg/crypto` patterns

### System Components

```
pkg/slurp/
├── context/
│   ├── resolver.go          # Hierarchical context resolution
│   ├── hierarchy.go         # Bounded hierarchy traversal
│   ├── cache.go             # Context caching and invalidation
│   └── global.go            # Global context management
├── temporal/
│   ├── graph.go             # Temporal context graph
│   ├── evolution.go         # Context evolution tracking
│   ├── decisions.go         # Decision metadata and analysis
│   └── navigation.go        # Decision-hop navigation
├── storage/
│   ├── distributed.go       # DHT-based distributed storage
│   ├── encrypted.go         # Role-based encrypted storage
│   ├── metadata.go          # Metadata index management
│   └── persistence.go       # Local persistence layer
├── intelligence/
│   ├── generator.go         # Context generation (admin-only)
│   ├── analyzer.go          # Context analysis and validation
│   ├── patterns.go          # Pattern detection and matching
│   └── confidence.go        # Confidence scoring system
├── retrieval/
│   ├── query.go             # Context query interface
│   ├── search.go            # Search and filtering
│   ├── index.go             # Search indexing
│   └── aggregation.go       # Multi-source aggregation
└── slurp.go                 # Main SLURP coordinator
```

## Core Data Types

### Context Types

```go
// ContextNode represents a single context entry in the hierarchy
type ContextNode struct {
    // Identity
    ID           string                 `json:"id"`
    UCXLAddress  string                 `json:"ucxl_address"`
    Path         string                 `json:"path"`
    
    // Core Context
    Summary      string                 `json:"summary"`
    Purpose      string                 `json:"purpose"`
    Technologies []string               `json:"technologies"`
    Tags         []string               `json:"tags"`
    Insights     []string               `json:"insights"`
    
    // Hierarchy
    Parent       *string                `json:"parent,omitempty"`
    Children     []string               `json:"children"`
    Specificity  int                    `json:"specificity"`
    
    // Metadata
    FileType     string                 `json:"file_type"`
    Language     *string                `json:"language,omitempty"`
    Size         *int64                 `json:"size,omitempty"`
    LastModified *time.Time             `json:"last_modified,omitempty"`
    ContentHash  *string                `json:"content_hash,omitempty"`
    
    // Resolution
    CreatedBy    string                 `json:"created_by"`
    CreatedAt    time.Time              `json:"created_at"`
    UpdatedAt    time.Time              `json:"updated_at"`
    Confidence   float64                `json:"confidence"`
    
    // Cascading Rules
    AppliesTo    ContextScope           `json:"applies_to"`
    Overrides    bool                   `json:"overrides"`
    
    // Encryption
    EncryptedFor []string               `json:"encrypted_for"`
    AccessLevel  crypto.AccessLevel     `json:"access_level"`
}

// ResolvedContext represents the final resolved context for a UCXL address
type ResolvedContext struct {
    // Resolution Result
    UCXLAddress      string             `json:"ucxl_address"`
    Summary          string             `json:"summary"`
    Purpose          string             `json:"purpose"`
    Technologies     []string           `json:"technologies"`
    Tags             []string           `json:"tags"`
    Insights         []string           `json:"insights"`
    
    // Resolution Metadata
    SourcePath       string             `json:"source_path"`
    InheritanceChain []string           `json:"inheritance_chain"`
    Confidence       float64            `json:"confidence"`
    BoundedDepth     int                `json:"bounded_depth"`
    GlobalApplied    bool               `json:"global_applied"`
    
    // Temporal
    Version          int                `json:"version"`
    LastUpdated      time.Time          `json:"last_updated"`
    EvolutionHistory []string           `json:"evolution_history"`
    
    // Access Control
    AccessibleBy     []string           `json:"accessible_by"`
    EncryptionKeys   []string           `json:"encryption_keys"`
}

type ContextScope string

const (
    ScopeLocal    ContextScope = "local"      // Only this file/directory
    ScopeChildren ContextScope = "children"   // This and child directories
    ScopeGlobal   ContextScope = "global"     // Entire project
)
```

### Temporal Types

```go
// TemporalNode represents context at a specific decision point
type TemporalNode struct {
    // Identity
    ID           string                 `json:"id"`
    UCXLAddress  string                 `json:"ucxl_address"`
    Version      int                    `json:"version"`
    
    // Context Data
    Context      ContextNode            `json:"context"`
    
    // Temporal Metadata
    Timestamp    time.Time              `json:"timestamp"`
    DecisionID   string                 `json:"decision_id"`
    ChangeReason ChangeReason           `json:"change_reason"`
    ParentNode   *string                `json:"parent_node,omitempty"`
    
    // Evolution Tracking
    ContextHash  string                 `json:"context_hash"`
    Confidence   float64                `json:"confidence"`
    Staleness    float64                `json:"staleness"`
    
    // Decision Graph
    Influences   []string               `json:"influences"`
    InfluencedBy []string               `json:"influenced_by"`
    
    // Validation
    ValidatedBy  []string               `json:"validated_by"`
    LastValidated time.Time             `json:"last_validated"`
}

// DecisionMetadata represents metadata about a decision that changed context
type DecisionMetadata struct {
    // Decision Identity
    ID               string             `json:"id"`
    Maker            string             `json:"maker"`
    Rationale        string             `json:"rationale"`
    
    // Impact Analysis
    Scope            ImpactScope        `json:"scope"`
    ConfidenceLevel  float64            `json:"confidence_level"`
    
    // References
    ExternalRefs     []string           `json:"external_refs"`
    GitCommit        *string            `json:"git_commit,omitempty"`
    IssueNumber      *int               `json:"issue_number,omitempty"`
    
    // Timing
    CreatedAt        time.Time          `json:"created_at"`
    EffectiveAt      *time.Time         `json:"effective_at,omitempty"`
}

type ChangeReason string

const (
    ReasonInitialCreation   ChangeReason = "initial_creation"
    ReasonCodeChange        ChangeReason = "code_change"
    ReasonDesignDecision    ChangeReason = "design_decision"
    ReasonRefactoring       ChangeReason = "refactoring"
    ReasonArchitectureChange ChangeReason = "architecture_change"
    ReasonRequirementsChange ChangeReason = "requirements_change"
    ReasonLearningEvolution  ChangeReason = "learning_evolution"
    ReasonRAGEnhancement     ChangeReason = "rag_enhancement"
    ReasonTeamInput         ChangeReason = "team_input"
    ReasonBugDiscovery      ChangeReason = "bug_discovery"
    ReasonPerformanceInsight ChangeReason = "performance_insight"
    ReasonSecurityReview    ChangeReason = "security_review"
)

type ImpactScope string

const (
    ImpactLocal   ImpactScope = "local"
    ImpactModule  ImpactScope = "module"
    ImpactProject ImpactScope = "project"
    ImpactSystem  ImpactScope = "system"
)
```

## Core Interfaces

### Context Resolution Interface

```go
// ContextResolver defines the interface for hierarchical context resolution
type ContextResolver interface {
    // Resolve resolves context for a UCXL address using cascading inheritance
    Resolve(ctx context.Context, ucxlAddress string) (*ResolvedContext, error)
    
    // ResolveWithDepth resolves context with bounded depth limit
    ResolveWithDepth(ctx context.Context, ucxlAddress string, maxDepth int) (*ResolvedContext, error)
    
    // BatchResolve efficiently resolves multiple UCXL addresses
    BatchResolve(ctx context.Context, addresses []string) (map[string]*ResolvedContext, error)
    
    // InvalidateCache invalidates cached resolution for an address
    InvalidateCache(ucxlAddress string) error
    
    // GetStatistics returns resolver statistics
    GetStatistics() ResolverStatistics
}

// HierarchyManager manages the context hierarchy with bounded traversal
type HierarchyManager interface {
    // LoadHierarchy loads the context hierarchy from storage
    LoadHierarchy(ctx context.Context) error
    
    // AddNode adds a context node to the hierarchy
    AddNode(ctx context.Context, node *ContextNode) error
    
    // UpdateNode updates an existing context node
    UpdateNode(ctx context.Context, node *ContextNode) error
    
    // RemoveNode removes a context node and handles children
    RemoveNode(ctx context.Context, nodeID string) error
    
    // TraverseUp traverses up the hierarchy with bounded depth
    TraverseUp(ctx context.Context, startPath string, maxDepth int) ([]*ContextNode, error)
    
    // GetChildren gets immediate children of a node
    GetChildren(ctx context.Context, nodeID string) ([]*ContextNode, error)
    
    // ValidateHierarchy validates hierarchy integrity
    ValidateHierarchy(ctx context.Context) error
}

// GlobalContextManager manages global contexts that apply everywhere
type GlobalContextManager interface {
    // AddGlobalContext adds a context that applies globally
    AddGlobalContext(ctx context.Context, context *ContextNode) error
    
    // RemoveGlobalContext removes a global context
    RemoveGlobalContext(ctx context.Context, contextID string) error
    
    // ListGlobalContexts lists all global contexts
    ListGlobalContexts(ctx context.Context) ([]*ContextNode, error)
    
    // ApplyGlobalContexts applies global contexts to a resolution
    ApplyGlobalContexts(ctx context.Context, resolved *ResolvedContext) error
}
```

### Temporal Analysis Interface

```go
// TemporalGraph manages the temporal evolution of context
type TemporalGraph interface {
    // CreateInitialContext creates the first version of context
    CreateInitialContext(ctx context.Context, ucxlAddress string, 
                        contextData *ContextNode, creator string) (*TemporalNode, error)
    
    // EvolveContext creates a new temporal version due to a decision
    EvolveContext(ctx context.Context, ucxlAddress string, 
                 newContext *ContextNode, reason ChangeReason, 
                 decision *DecisionMetadata) (*TemporalNode, error)
    
    // GetLatestVersion gets the most recent temporal node
    GetLatestVersion(ctx context.Context, ucxlAddress string) (*TemporalNode, error)
    
    // GetVersionAtDecision gets context as it was at a specific decision point
    GetVersionAtDecision(ctx context.Context, ucxlAddress string, 
                        decisionHop int) (*TemporalNode, error)
    
    // GetEvolutionHistory gets complete evolution history
    GetEvolutionHistory(ctx context.Context, ucxlAddress string) ([]*TemporalNode, error)
    
    // AddInfluenceRelationship adds influence between contexts
    AddInfluenceRelationship(ctx context.Context, influencer, influenced string) error
    
    // FindRelatedDecisions finds decisions within N decision hops
    FindRelatedDecisions(ctx context.Context, ucxlAddress string, 
                        maxHops int) ([]*DecisionPath, error)
    
    // FindDecisionPath finds shortest decision path between addresses
    FindDecisionPath(ctx context.Context, from, to string) ([]*DecisionStep, error)
    
    // AnalyzeDecisionPatterns analyzes decision-making patterns
    AnalyzeDecisionPatterns(ctx context.Context) (*DecisionAnalysis, error)
}

// DecisionNavigator handles decision-hop based navigation
type DecisionNavigator interface {
    // NavigateDecisionHops navigates by decision distance, not time
    NavigateDecisionHops(ctx context.Context, ucxlAddress string, 
                        hops int, direction NavigationDirection) (*TemporalNode, error)
    
    // GetDecisionTimeline gets timeline ordered by decision sequence
    GetDecisionTimeline(ctx context.Context, ucxlAddress string, 
                       includeRelated bool, maxHops int) (*DecisionTimeline, error)
    
    // FindStaleContexts finds contexts that may be outdated
    FindStaleContexts(ctx context.Context, stalenessThreshold float64) ([]*StaleContext, error)
    
    // ValidateDecisionPath validates a decision path is reachable
    ValidateDecisionPath(ctx context.Context, path []*DecisionStep) error
}
```

### Storage Interface

```go
// DistributedStorage handles distributed storage of context data
type DistributedStorage interface {
    // Store stores context data in the DHT with encryption
    Store(ctx context.Context, key string, data interface{}, 
          accessLevel crypto.AccessLevel) error
    
    // Retrieve retrieves and decrypts context data
    Retrieve(ctx context.Context, key string) (interface{}, error)
    
    // Delete removes context data from storage
    Delete(ctx context.Context, key string) error
    
    // Index creates searchable indexes for context data
    Index(ctx context.Context, key string, metadata *IndexMetadata) error
    
    // Search searches indexed context data
    Search(ctx context.Context, query *SearchQuery) ([]*SearchResult, error)
    
    // Sync synchronizes with other nodes
    Sync(ctx context.Context) error
}

// EncryptedStorage provides role-based encrypted storage
type EncryptedStorage interface {
    // StoreEncrypted stores data encrypted for specific roles
    StoreEncrypted(ctx context.Context, key string, data interface{}, 
                  roles []string) error
    
    // RetrieveDecrypted retrieves and decrypts data using current role
    RetrieveDecrypted(ctx context.Context, key string) (interface{}, error)
    
    // CanAccess checks if current role can access data
    CanAccess(ctx context.Context, key string) (bool, error)
    
    // ListAccessibleKeys lists keys accessible to current role
    ListAccessibleKeys(ctx context.Context) ([]string, error)
    
    // ReEncryptForRoles re-encrypts data for different roles
    ReEncryptForRoles(ctx context.Context, key string, newRoles []string) error
}
```

### Intelligence Interface

```go
// ContextGenerator generates context metadata (admin-only)
type ContextGenerator interface {
    // GenerateContext generates context for a path (requires admin role)
    GenerateContext(ctx context.Context, path string, 
                   options *GenerationOptions) (*ContextNode, error)
    
    // RegenerateHierarchy regenerates entire hierarchy (admin-only)
    RegenerateHierarchy(ctx context.Context, rootPath string,
                       options *GenerationOptions) (*HierarchyStats, error)
    
    // ValidateGeneration validates generated context quality
    ValidateGeneration(ctx context.Context, context *ContextNode) (*ValidationResult, error)
    
    // EstimateGenerationCost estimates resource cost of generation
    EstimateGenerationCost(ctx context.Context, scope string) (*CostEstimate, error)
}

// ContextAnalyzer analyzes context data for patterns and quality
type ContextAnalyzer interface {
    // AnalyzeContext analyzes context quality and consistency
    AnalyzeContext(ctx context.Context, context *ContextNode) (*AnalysisResult, error)
    
    // DetectPatterns detects patterns across contexts
    DetectPatterns(ctx context.Context, contexts []*ContextNode) ([]*Pattern, error)
    
    // SuggestImprovements suggests context improvements
    SuggestImprovements(ctx context.Context, context *ContextNode) ([]*Suggestion, error)
    
    // CalculateConfidence calculates confidence score
    CalculateConfidence(ctx context.Context, context *ContextNode) (float64, error)
    
    // DetectInconsistencies detects inconsistencies in hierarchy
    DetectInconsistencies(ctx context.Context) ([]*Inconsistency, error)
}

// PatternMatcher matches context patterns and templates
type PatternMatcher interface {
    // MatchPatterns matches context against known patterns
    MatchPatterns(ctx context.Context, context *ContextNode) ([]*PatternMatch, error)
    
    // RegisterPattern registers a new context pattern
    RegisterPattern(ctx context.Context, pattern *ContextPattern) error
    
    // UnregisterPattern removes a context pattern
    UnregisterPattern(ctx context.Context, patternID string) error
    
    // ListPatterns lists all registered patterns
    ListPatterns(ctx context.Context) ([]*ContextPattern, error)
    
    // UpdatePattern updates an existing pattern
    UpdatePattern(ctx context.Context, pattern *ContextPattern) error
}
```

## Integration with Existing BZZZ Systems

### DHT Integration

```go
// SLURPDHTStorage integrates SLURP with existing DHT
type SLURPDHTStorage struct {
    dht    dht.DHT
    crypto *crypto.AgeCrypto
    config *config.Config
    
    // Context data keys
    contextPrefix    string
    temporalPrefix   string
    hierarchyPrefix  string
    
    // Caching
    cache     map[string]interface{}
    cacheMux  sync.RWMutex
    cacheTTL  time.Duration
}

// Integration points:
// - Uses existing pkg/dht for distributed storage
// - Leverages dht.DHT.PutValue/GetValue for context data
// - Uses dht.DHT.Provide/FindProviders for discovery
// - Integrates with dht.DHT peer management
```

### Crypto Integration

```go
// SLURPCrypto extends existing crypto for context-specific needs
type SLURPCrypto struct {
    *crypto.AgeCrypto
    
    // SLURP-specific encryption
    contextRoles map[string][]string  // context_type -> allowed_roles
    defaultRoles []string             // default encryption roles
}

// Integration points:
// - Uses existing pkg/crypto/AgeCrypto for role-based encryption
// - Extends crypto.AgeCrypto.EncryptForRole for context data
// - Uses crypto.AgeCrypto.CanDecryptContent for access control
// - Integrates with existing role hierarchy
```

### Election Integration

```go
// SLURPElectionHandler handles election events for admin-only operations
type SLURPElectionHandler struct {
    election *election.ElectionManager
    slurp    *SLURP
    
    // Admin-only capabilities
    canGenerate  bool
    canRegenerate bool
    canValidate   bool
}

// Integration points:
// - Uses existing pkg/election for admin determination
// - Only allows context generation when node is admin
// - Handles election changes gracefully
// - Propagates admin context changes to cluster
```

### Configuration Integration

```go
// SLURP configuration extends existing config.Config
type SLURPConfig struct {
    // Enable/disable SLURP
    Enabled bool `yaml:"enabled" json:"enabled"`
    
    // Context Resolution
    ContextResolution ContextResolutionConfig `yaml:"context_resolution" json:"context_resolution"`
    
    // Temporal Analysis
    TemporalAnalysis TemporalAnalysisConfig `yaml:"temporal_analysis" json:"temporal_analysis"`
    
    // Storage
    Storage SLURPStorageConfig `yaml:"storage" json:"storage"`
    
    // Intelligence
    Intelligence IntelligenceConfig `yaml:"intelligence" json:"intelligence"`
    
    // Performance
    Performance PerformanceConfig `yaml:"performance" json:"performance"`
}

// Integration with existing config.SlurpConfig in pkg/config/slurp_config.go
```

## Concurrency Patterns

### Context Resolution Concurrency

```go
// ConcurrentResolver provides thread-safe context resolution
type ConcurrentResolver struct {
    resolver ContextResolver
    
    // Concurrency control
    semaphore chan struct{}  // Limit concurrent resolutions
    cache     sync.Map        // Thread-safe cache
    
    // Request deduplication
    inflight sync.Map         // Deduplicate identical requests
    
    // Metrics
    activeRequests int64      // Atomic counter
    totalRequests  int64      // Atomic counter
}

// Worker pool pattern for batch operations
type ResolverWorkerPool struct {
    workers   int
    requests  chan *ResolveRequest
    results   chan *ResolveResult
    ctx       context.Context
    cancel    context.CancelFunc
    wg        sync.WaitGroup
}
```

### Temporal Graph Concurrency

```go
// ConcurrentTemporalGraph provides thread-safe temporal operations
type ConcurrentTemporalGraph struct {
    graph TemporalGraph
    
    // Fine-grained locking
    addressLocks sync.Map     // Per-address mutexes
    
    // Read-write separation
    readers sync.RWMutex      // Global readers lock
    
    // Event-driven updates
    eventChan chan *TemporalEvent
    eventWorkers int
}
```

## Performance Optimizations

### Caching Strategy

```go
// Multi-level caching for optimal performance
type SLURPCache struct {
    // L1: In-memory cache for frequently accessed contexts
    l1Cache *ristretto.Cache
    
    // L2: Redis cache for shared cluster caching
    l2Cache redis.UniversalClient
    
    // L3: Local disk cache for persistence
    l3Cache *badger.DB
    
    // Cache coordination
    cacheSync sync.RWMutex
    metrics   *CacheMetrics
}
```

### Bounded Operations

```go
// All operations include configurable bounds to prevent resource exhaustion
type BoundedOperations struct {
    MaxDepth           int           // Hierarchy traversal depth
    MaxDecisionHops    int           // Decision graph traversal
    MaxCacheSize       int64         // Memory cache limit
    MaxConcurrentReqs  int           // Concurrent resolution limit
    MaxBatchSize       int           // Batch operation size
    RequestTimeout     time.Duration // Individual request timeout
    BackgroundTimeout  time.Duration // Background task timeout
}
```

## Error Handling

Following BZZZ patterns for consistent error handling:

```go
// SLURPError represents SLURP-specific errors
type SLURPError struct {
    Code    ErrorCode `json:"code"`
    Message string    `json:"message"`
    Context map[string]interface{} `json:"context,omitempty"`
    Cause   error     `json:"-"`
}

type ErrorCode string

const (
    ErrCodeContextNotFound      ErrorCode = "context_not_found"
    ErrCodeDepthLimitExceeded   ErrorCode = "depth_limit_exceeded"
    ErrCodeInvalidUCXL          ErrorCode = "invalid_ucxl_address"
    ErrCodeAccessDenied         ErrorCode = "access_denied"
    ErrCodeTemporalConstraint   ErrorCode = "temporal_constraint"
    ErrCodeGenerationFailed     ErrorCode = "generation_failed"
    ErrCodeStorageError         ErrorCode = "storage_error"
    ErrCodeDecryptionFailed     ErrorCode = "decryption_failed"
    ErrCodeAdminRequired        ErrorCode = "admin_required"
    ErrCodeHierarchyCorrupted   ErrorCode = "hierarchy_corrupted"
)
```

## Implementation Phases

### Phase 1: Foundation (2-3 weeks)
1. **Core Data Types** - Implement all Go structs and interfaces
2. **Basic Context Resolution** - Simple hierarchical resolution
3. **Configuration Integration** - Extend existing config system
4. **Storage Foundation** - Basic encrypted DHT storage

### Phase 2: Hierarchy System (2-3 weeks)
1. **Bounded Hierarchy Walker** - Implement depth-limited traversal
2. **Global Context Support** - System-wide applicable contexts
3. **Caching Layer** - Multi-level caching implementation
4. **Performance Optimization** - Concurrent resolution patterns

### Phase 3: Temporal Intelligence (3-4 weeks)
1. **Temporal Graph** - Decision-based evolution tracking
2. **Decision Navigation** - Decision-hop based traversal
3. **Pattern Analysis** - Context pattern detection
4. **Relationship Mapping** - Influence relationship tracking

### Phase 4: Advanced Features (2-3 weeks)
1. **Context Generation** - Admin-only intelligent generation
2. **Quality Analysis** - Context quality and consistency checking
3. **Search and Indexing** - Advanced context search capabilities
4. **Analytics Dashboard** - Decision pattern visualization

### Phase 5: Integration Testing (1-2 weeks)
1. **End-to-End Testing** - Full BZZZ integration testing
2. **Performance Benchmarking** - Load and stress testing
3. **Security Validation** - Role-based access control testing
4. **Documentation** - Complete API and integration documentation

## Testing Strategy

### Unit Testing
- All interfaces mocked using `gomock`
- Comprehensive test coverage for core algorithms
- Property-based testing for hierarchy operations
- Crypto integration testing with test keys

### Integration Testing
- DHT integration with mock and real backends
- Election integration testing with role changes
- Cross-package integration testing
- Temporal consistency validation

### Performance Testing
- Concurrent resolution benchmarking
- Memory usage profiling
- Cache effectiveness testing
- Bounded operation verification

### Security Testing
- Role-based access control validation
- Encryption/decryption correctness
- Key rotation handling
- Attack scenario simulation

## Deployment Considerations

### Configuration Management
- Backward-compatible configuration extension
- Environment-specific tuning parameters
- Feature flags for gradual rollout
- Hot configuration reloading

### Monitoring and Observability
- Prometheus metrics integration
- Structured logging with context
- Distributed tracing support
- Health check endpoints

### Migration Strategy
- Gradual feature enablement
- Python-to-Go data migration tools
- Fallback mechanisms during transition
- Version compatibility matrices

## Conclusion

This architecture provides a comprehensive, Go-native implementation of the SLURP contextual intelligence system that integrates seamlessly with existing BZZZ infrastructure. The design emphasizes:

- **Native Integration**: Follows established BZZZ patterns and interfaces
- **Distributed Architecture**: Built for P2P environments from the ground up
- **Security First**: Role-based encryption and access control throughout
- **Performance**: Bounded operations and multi-level caching
- **Maintainability**: Clear separation of concerns and testable interfaces

The phased implementation approach allows for incremental development and testing, ensuring each component integrates properly with the existing BZZZ ecosystem while maintaining system stability and security.