HAP Analysis: Archive docs and create implementation action plan
- Archive all existing markdown documentation files - Create comprehensive HAP_ACTION_PLAN.md with: * Analysis of current BZZZ implementation vs HAP vision * 4-phase implementation strategy * Structural reorganization approach (multi-binary) * HAP interface implementation roadmap - Preserve existing functionality while adding human agent portal - Focus on incremental migration over rewrite 🤖 Generated with [Claude Code](https://claude.ai/code) Co-Authored-By: Claude <noreply@anthropic.com>
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archive/SLURP_GO_ARCHITECTURE.md
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archive/SLURP_GO_ARCHITECTURE.md
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# SLURP Go Architecture Specification
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## Executive Summary
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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.
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**SLURP implements contextual intelligence capabilities:**
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- **Storage**: Hierarchical context metadata storage with bounded depth traversal
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- **Logic**: Decision-hop temporal analysis for tracking conceptual evolution
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- **Understanding**: Cascading context resolution with role-based encryption
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- **Retrieval**: Fast context lookup with caching and inheritance
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- **Processing**: Real-time context evolution tracking and validation
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## Architecture Overview
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### Design Principles
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1. **Native Go Integration**: Follows established BZZZ patterns for interfaces, error handling, and configuration
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2. **Distributed-First**: Designed for P2P environments with role-based access control
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3. **Bounded Operations**: Configurable limits prevent excessive resource consumption
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4. **Temporal Reasoning**: Tracks decision evolution, not just chronological time
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5. **Leader-Only Generation**: Context generation restricted to elected admin nodes
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6. **Encryption by Default**: All context data encrypted using existing `pkg/crypto` patterns
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### System Components
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```
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pkg/slurp/
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├── context/
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│ ├── resolver.go # Hierarchical context resolution
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│ ├── hierarchy.go # Bounded hierarchy traversal
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│ ├── cache.go # Context caching and invalidation
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│ └── global.go # Global context management
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├── temporal/
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│ ├── graph.go # Temporal context graph
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│ ├── evolution.go # Context evolution tracking
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│ ├── decisions.go # Decision metadata and analysis
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│ └── navigation.go # Decision-hop navigation
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├── storage/
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│ ├── distributed.go # DHT-based distributed storage
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│ ├── encrypted.go # Role-based encrypted storage
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│ ├── metadata.go # Metadata index management
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│ └── persistence.go # Local persistence layer
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├── intelligence/
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│ ├── generator.go # Context generation (admin-only)
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│ ├── analyzer.go # Context analysis and validation
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│ ├── patterns.go # Pattern detection and matching
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│ └── confidence.go # Confidence scoring system
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├── retrieval/
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│ ├── query.go # Context query interface
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│ ├── search.go # Search and filtering
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│ ├── index.go # Search indexing
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│ └── aggregation.go # Multi-source aggregation
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└── slurp.go # Main SLURP coordinator
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```
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## Core Data Types
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### Context Types
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```go
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// ContextNode represents a single context entry in the hierarchy
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type ContextNode struct {
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// Identity
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ID string `json:"id"`
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UCXLAddress string `json:"ucxl_address"`
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Path string `json:"path"`
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// Core Context
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Summary string `json:"summary"`
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Purpose string `json:"purpose"`
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Technologies []string `json:"technologies"`
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Tags []string `json:"tags"`
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Insights []string `json:"insights"`
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// Hierarchy
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Parent *string `json:"parent,omitempty"`
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Children []string `json:"children"`
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Specificity int `json:"specificity"`
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// Metadata
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FileType string `json:"file_type"`
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Language *string `json:"language,omitempty"`
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Size *int64 `json:"size,omitempty"`
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LastModified *time.Time `json:"last_modified,omitempty"`
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ContentHash *string `json:"content_hash,omitempty"`
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// Resolution
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CreatedBy string `json:"created_by"`
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CreatedAt time.Time `json:"created_at"`
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UpdatedAt time.Time `json:"updated_at"`
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Confidence float64 `json:"confidence"`
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// Cascading Rules
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AppliesTo ContextScope `json:"applies_to"`
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Overrides bool `json:"overrides"`
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// Encryption
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EncryptedFor []string `json:"encrypted_for"`
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AccessLevel crypto.AccessLevel `json:"access_level"`
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}
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// ResolvedContext represents the final resolved context for a UCXL address
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type ResolvedContext struct {
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// Resolution Result
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UCXLAddress string `json:"ucxl_address"`
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Summary string `json:"summary"`
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Purpose string `json:"purpose"`
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Technologies []string `json:"technologies"`
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Tags []string `json:"tags"`
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Insights []string `json:"insights"`
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// Resolution Metadata
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SourcePath string `json:"source_path"`
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InheritanceChain []string `json:"inheritance_chain"`
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Confidence float64 `json:"confidence"`
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BoundedDepth int `json:"bounded_depth"`
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GlobalApplied bool `json:"global_applied"`
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// Temporal
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Version int `json:"version"`
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LastUpdated time.Time `json:"last_updated"`
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EvolutionHistory []string `json:"evolution_history"`
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// Access Control
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AccessibleBy []string `json:"accessible_by"`
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EncryptionKeys []string `json:"encryption_keys"`
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}
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type ContextScope string
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const (
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ScopeLocal ContextScope = "local" // Only this file/directory
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ScopeChildren ContextScope = "children" // This and child directories
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ScopeGlobal ContextScope = "global" // Entire project
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)
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```
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### Temporal Types
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```go
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// TemporalNode represents context at a specific decision point
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type TemporalNode struct {
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// Identity
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ID string `json:"id"`
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UCXLAddress string `json:"ucxl_address"`
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Version int `json:"version"`
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// Context Data
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Context ContextNode `json:"context"`
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// Temporal Metadata
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Timestamp time.Time `json:"timestamp"`
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DecisionID string `json:"decision_id"`
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ChangeReason ChangeReason `json:"change_reason"`
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ParentNode *string `json:"parent_node,omitempty"`
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// Evolution Tracking
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ContextHash string `json:"context_hash"`
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Confidence float64 `json:"confidence"`
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Staleness float64 `json:"staleness"`
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// Decision Graph
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Influences []string `json:"influences"`
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InfluencedBy []string `json:"influenced_by"`
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// Validation
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ValidatedBy []string `json:"validated_by"`
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LastValidated time.Time `json:"last_validated"`
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}
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// DecisionMetadata represents metadata about a decision that changed context
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type DecisionMetadata struct {
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// Decision Identity
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ID string `json:"id"`
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Maker string `json:"maker"`
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Rationale string `json:"rationale"`
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// Impact Analysis
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Scope ImpactScope `json:"scope"`
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ConfidenceLevel float64 `json:"confidence_level"`
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// References
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ExternalRefs []string `json:"external_refs"`
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GitCommit *string `json:"git_commit,omitempty"`
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IssueNumber *int `json:"issue_number,omitempty"`
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// Timing
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CreatedAt time.Time `json:"created_at"`
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EffectiveAt *time.Time `json:"effective_at,omitempty"`
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}
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type ChangeReason string
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const (
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ReasonInitialCreation ChangeReason = "initial_creation"
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ReasonCodeChange ChangeReason = "code_change"
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ReasonDesignDecision ChangeReason = "design_decision"
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ReasonRefactoring ChangeReason = "refactoring"
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ReasonArchitectureChange ChangeReason = "architecture_change"
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ReasonRequirementsChange ChangeReason = "requirements_change"
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ReasonLearningEvolution ChangeReason = "learning_evolution"
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ReasonRAGEnhancement ChangeReason = "rag_enhancement"
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ReasonTeamInput ChangeReason = "team_input"
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ReasonBugDiscovery ChangeReason = "bug_discovery"
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ReasonPerformanceInsight ChangeReason = "performance_insight"
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ReasonSecurityReview ChangeReason = "security_review"
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)
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type ImpactScope string
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const (
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ImpactLocal ImpactScope = "local"
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ImpactModule ImpactScope = "module"
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ImpactProject ImpactScope = "project"
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ImpactSystem ImpactScope = "system"
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)
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```
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## Core Interfaces
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### Context Resolution Interface
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```go
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// ContextResolver defines the interface for hierarchical context resolution
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type ContextResolver interface {
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// Resolve resolves context for a UCXL address using cascading inheritance
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Resolve(ctx context.Context, ucxlAddress string) (*ResolvedContext, error)
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// ResolveWithDepth resolves context with bounded depth limit
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ResolveWithDepth(ctx context.Context, ucxlAddress string, maxDepth int) (*ResolvedContext, error)
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// BatchResolve efficiently resolves multiple UCXL addresses
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BatchResolve(ctx context.Context, addresses []string) (map[string]*ResolvedContext, error)
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// InvalidateCache invalidates cached resolution for an address
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InvalidateCache(ucxlAddress string) error
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// GetStatistics returns resolver statistics
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GetStatistics() ResolverStatistics
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}
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// HierarchyManager manages the context hierarchy with bounded traversal
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type HierarchyManager interface {
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// LoadHierarchy loads the context hierarchy from storage
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LoadHierarchy(ctx context.Context) error
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// AddNode adds a context node to the hierarchy
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AddNode(ctx context.Context, node *ContextNode) error
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// UpdateNode updates an existing context node
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UpdateNode(ctx context.Context, node *ContextNode) error
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// RemoveNode removes a context node and handles children
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RemoveNode(ctx context.Context, nodeID string) error
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// TraverseUp traverses up the hierarchy with bounded depth
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TraverseUp(ctx context.Context, startPath string, maxDepth int) ([]*ContextNode, error)
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// GetChildren gets immediate children of a node
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GetChildren(ctx context.Context, nodeID string) ([]*ContextNode, error)
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// ValidateHierarchy validates hierarchy integrity
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ValidateHierarchy(ctx context.Context) error
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}
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// GlobalContextManager manages global contexts that apply everywhere
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type GlobalContextManager interface {
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// AddGlobalContext adds a context that applies globally
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AddGlobalContext(ctx context.Context, context *ContextNode) error
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// RemoveGlobalContext removes a global context
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RemoveGlobalContext(ctx context.Context, contextID string) error
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// ListGlobalContexts lists all global contexts
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ListGlobalContexts(ctx context.Context) ([]*ContextNode, error)
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// ApplyGlobalContexts applies global contexts to a resolution
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ApplyGlobalContexts(ctx context.Context, resolved *ResolvedContext) error
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}
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```
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### Temporal Analysis Interface
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```go
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// TemporalGraph manages the temporal evolution of context
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type TemporalGraph interface {
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// CreateInitialContext creates the first version of context
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CreateInitialContext(ctx context.Context, ucxlAddress string,
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contextData *ContextNode, creator string) (*TemporalNode, error)
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// EvolveContext creates a new temporal version due to a decision
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EvolveContext(ctx context.Context, ucxlAddress string,
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newContext *ContextNode, reason ChangeReason,
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decision *DecisionMetadata) (*TemporalNode, error)
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// GetLatestVersion gets the most recent temporal node
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GetLatestVersion(ctx context.Context, ucxlAddress string) (*TemporalNode, error)
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// GetVersionAtDecision gets context as it was at a specific decision point
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GetVersionAtDecision(ctx context.Context, ucxlAddress string,
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decisionHop int) (*TemporalNode, error)
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// GetEvolutionHistory gets complete evolution history
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GetEvolutionHistory(ctx context.Context, ucxlAddress string) ([]*TemporalNode, error)
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// AddInfluenceRelationship adds influence between contexts
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AddInfluenceRelationship(ctx context.Context, influencer, influenced string) error
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// FindRelatedDecisions finds decisions within N decision hops
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FindRelatedDecisions(ctx context.Context, ucxlAddress string,
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maxHops int) ([]*DecisionPath, error)
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// FindDecisionPath finds shortest decision path between addresses
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FindDecisionPath(ctx context.Context, from, to string) ([]*DecisionStep, error)
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// AnalyzeDecisionPatterns analyzes decision-making patterns
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AnalyzeDecisionPatterns(ctx context.Context) (*DecisionAnalysis, error)
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}
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// DecisionNavigator handles decision-hop based navigation
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type DecisionNavigator interface {
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// NavigateDecisionHops navigates by decision distance, not time
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NavigateDecisionHops(ctx context.Context, ucxlAddress string,
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hops int, direction NavigationDirection) (*TemporalNode, error)
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// GetDecisionTimeline gets timeline ordered by decision sequence
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GetDecisionTimeline(ctx context.Context, ucxlAddress string,
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includeRelated bool, maxHops int) (*DecisionTimeline, error)
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// FindStaleContexts finds contexts that may be outdated
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FindStaleContexts(ctx context.Context, stalenessThreshold float64) ([]*StaleContext, error)
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// ValidateDecisionPath validates a decision path is reachable
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ValidateDecisionPath(ctx context.Context, path []*DecisionStep) error
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}
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```
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### Storage Interface
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```go
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// DistributedStorage handles distributed storage of context data
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type DistributedStorage interface {
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// Store stores context data in the DHT with encryption
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Store(ctx context.Context, key string, data interface{},
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accessLevel crypto.AccessLevel) error
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// Retrieve retrieves and decrypts context data
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Retrieve(ctx context.Context, key string) (interface{}, error)
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// Delete removes context data from storage
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Delete(ctx context.Context, key string) error
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// Index creates searchable indexes for context data
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Index(ctx context.Context, key string, metadata *IndexMetadata) error
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// Search searches indexed context data
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Search(ctx context.Context, query *SearchQuery) ([]*SearchResult, error)
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// Sync synchronizes with other nodes
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Sync(ctx context.Context) error
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}
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// EncryptedStorage provides role-based encrypted storage
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type EncryptedStorage interface {
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// StoreEncrypted stores data encrypted for specific roles
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StoreEncrypted(ctx context.Context, key string, data interface{},
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roles []string) error
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// RetrieveDecrypted retrieves and decrypts data using current role
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RetrieveDecrypted(ctx context.Context, key string) (interface{}, error)
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// CanAccess checks if current role can access data
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CanAccess(ctx context.Context, key string) (bool, error)
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// ListAccessibleKeys lists keys accessible to current role
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ListAccessibleKeys(ctx context.Context) ([]string, error)
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// ReEncryptForRoles re-encrypts data for different roles
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ReEncryptForRoles(ctx context.Context, key string, newRoles []string) error
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}
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```
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### Intelligence Interface
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```go
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// ContextGenerator generates context metadata (admin-only)
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type ContextGenerator interface {
|
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// GenerateContext generates context for a path (requires admin role)
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GenerateContext(ctx context.Context, path string,
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options *GenerationOptions) (*ContextNode, error)
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// RegenerateHierarchy regenerates entire hierarchy (admin-only)
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RegenerateHierarchy(ctx context.Context, rootPath string,
|
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options *GenerationOptions) (*HierarchyStats, error)
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// ValidateGeneration validates generated context quality
|
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ValidateGeneration(ctx context.Context, context *ContextNode) (*ValidationResult, error)
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|
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// EstimateGenerationCost estimates resource cost of generation
|
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EstimateGenerationCost(ctx context.Context, scope string) (*CostEstimate, error)
|
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}
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// ContextAnalyzer analyzes context data for patterns and quality
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type ContextAnalyzer interface {
|
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// AnalyzeContext analyzes context quality and consistency
|
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AnalyzeContext(ctx context.Context, context *ContextNode) (*AnalysisResult, error)
|
||||
|
||||
// DetectPatterns detects patterns across contexts
|
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DetectPatterns(ctx context.Context, contexts []*ContextNode) ([]*Pattern, error)
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||||
|
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// SuggestImprovements suggests context improvements
|
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SuggestImprovements(ctx context.Context, context *ContextNode) ([]*Suggestion, error)
|
||||
|
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// 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
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||||
// SLURPDHTStorage integrates SLURP with existing DHT
|
||||
type SLURPDHTStorage struct {
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||||
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.
|
||||
Reference in New Issue
Block a user