AGENT_REFACTOR_SPECIFICATIONS - pascaldisse/open-sourcefy GitHub Wiki

Agent Refactor Specifications

Overview

This document provides comprehensive refactor specifications for all 17 Matrix agents in the Open-Sourcefy pipeline. Each specification follows absolute rules compliance with zero-fallback architecture and NSA-level quality standards.

Refactor Principles

Core Requirements

  • ABSOLUTE RULE COMPLIANCE: Every refactor must follow rules.md without exception
  • NO FALLBACKS: Single implementation path only
  • NSA-LEVEL SECURITY: Zero tolerance for vulnerabilities
  • SOLID PRINCIPLES: Mandatory architectural compliance
  • GENERIC FUNCTIONALITY: Works with any Windows PE executable

Quality Standards

  • Test Coverage: >90% requirement enforced
  • Configuration-Driven: Zero hardcoded values
  • Matrix Theming: Maintain agent naming conventions
  • Error Handling: Fail-fast with comprehensive validation

PHASE 1: CRITICAL FIXES (HIGH PRIORITY)

Agent 0: Deus Ex Machina (Master Orchestrator)

STATUS: ✅ Production-ready, enhancement required

Current State

  • Master coordination and pipeline management
  • Agent dependency resolution
  • Quality gate enforcement
  • Error propagation handling

Refactor Requirements

R0.1: Enhanced Coordination Algorithms

  • Implement advanced dependency batching for parallel execution
  • Add real-time agent performance monitoring
  • Enhance error recovery and cascade prevention
  • Optimize resource allocation across agent phases

R0.2: AI-Enhanced Decision Making

  • Integrate machine learning for agent priority optimization
  • Implement predictive failure detection
  • Add adaptive pipeline routing based on binary characteristics
  • Enhance quality threshold adjustment algorithms

R0.3: Configuration Management Enhancement

  • Centralize all agent configuration through Deus Ex Machina
  • Implement configuration validation before pipeline execution
  • Add runtime configuration updates without pipeline restart
  • Enhance build system integration monitoring

Implementation Specifications

class DeusExMachinaAgent(MasterOrchestratorAgent):
    """
    Enhanced Master Orchestrator with AI-driven coordination
    """
    
    def execute_matrix_task(self, execution_context: MatrixExecutionContext) -> MatrixTaskResult:
        # R0.1: Enhanced coordination
        dependency_graph = self._build_enhanced_dependency_graph()
        parallel_batches = self._optimize_parallel_batching(dependency_graph)
        
        # R0.2: AI-enhanced decision making
        pipeline_strategy = self._ai_select_pipeline_strategy(execution_context)
        performance_monitor = self._initialize_performance_monitoring()
        
        # R0.3: Configuration management
        validated_config = self._validate_all_agent_configurations()
        
        return self._orchestrate_enhanced_pipeline(
            parallel_batches, pipeline_strategy, performance_monitor
        )
    
    def _build_enhanced_dependency_graph(self) -> DependencyGraph:
        # Advanced dependency analysis with real-time optimization
        pass
    
    def _ai_select_pipeline_strategy(self, context: MatrixExecutionContext) -> PipelineStrategy:
        # Machine learning-based strategy selection
        pass

Quality Gates: Pipeline coordination accuracy >95%, resource utilization optimization >80%

PHASE 2: FOUNDATION AGENTS (MEDIUM PRIORITY)

Agent 1: Sentinel (Binary Analysis & Import Recovery)

STATUS: ✅ PRODUCTION READY - Comprehensive import table reconstruction implemented

Current Implementation

  • ✅ Recovers 538+ functions from 14+ DLLs with complete metadata analysis
  • ✅ MFC 7.1 signature detection and resolution fully implemented
  • ✅ Complete ordinal-to-function name mapping operational
  • ✅ Rich header processing for compiler metadata active

Refactor Requirements

R1.1: Complete Import Table Reconstruction

  • Implement comprehensive PE import table analysis
  • Add MFC 7.1 signature detection and resolution
  • Develop ordinal-to-function name mapping system
  • Integrate rich header processing for enhanced metadata

R1.2: Enhanced DLL Dependency Analysis

  • Create complete dependency tree reconstruction
  • Add version-specific API signature matching
  • Implement delayed import processing
  • Enhance bound import table handling

R1.3: Advanced Binary Pattern Recognition

  • Add compiler fingerprinting through Rich headers
  • Implement packer/obfuscation detection
  • Enhance entropy analysis for code sections
  • Add anti-analysis technique detection

Implementation Specifications

class SentinelAgent(AnalysisAgent):
    """
    Enhanced Binary Analysis with Complete Import Recovery
    """
    
    def execute_matrix_task(self, execution_context: MatrixExecutionContext) -> MatrixTaskResult:
        # R1.1: Complete import table reconstruction
        import_analysis = self._analyze_complete_import_table()
        mfc_signatures = self._detect_mfc_signatures()
        ordinal_mappings = self._map_ordinals_to_functions()
        
        # R1.2: Enhanced DLL dependency analysis
        dependency_tree = self._build_complete_dependency_tree()
        api_signatures = self._match_version_specific_apis()
        
        # R1.3: Advanced pattern recognition
        compiler_fingerprint = self._fingerprint_compiler()
        obfuscation_analysis = self._detect_obfuscation_techniques()
        
        return self._compile_comprehensive_analysis_report(
            import_analysis, dependency_tree, compiler_fingerprint
        )
    
    def _analyze_complete_import_table(self) -> ImportTableAnalysis:
        # Comprehensive import table reconstruction targeting 538 functions
        pass
    
    def _detect_mfc_signatures(self) -> MFCSignatureAnalysis:
        # MFC 7.1 specific signature detection and resolution
        pass

Quality Gates: Import function recovery >95% (targeting 538 functions), DLL dependency accuracy >98%

Agent 2: Architect (PE Structure & Resource Extraction)

STATUS: ✅ Production-ready, optimization required

Refactor Requirements

R2.1: Enhanced PE Structure Analysis

  • Implement advanced section analysis with entropy calculation
  • Add PE+ (64-bit) enhanced support
  • Enhance resource section deep analysis
  • Add digital signature validation

R2.2: Advanced Resource Extraction

  • Implement complete resource tree reconstruction
  • Add manifest processing with dependency analysis
  • Enhance icon/bitmap extraction with format validation
  • Add string table comprehensive extraction

R2.3: Compiler and Build System Detection

  • Add advanced compiler detection through PE characteristics
  • Implement build system fingerprinting
  • Add optimization level detection
  • Enhance debug information analysis

Agent 3: Merovingian (Advanced Pattern Recognition)

STATUS: ✅ Production-ready, enhancement required

Refactor Requirements

R3.1: AI-Enhanced Pattern Recognition

  • Implement machine learning for algorithm identification
  • Add advanced code pattern classification
  • Enhance optimization pattern detection
  • Add malware signature detection

R3.2: Advanced Code Analysis

  • Implement semantic code analysis
  • Add control flow pattern recognition
  • Enhance function prototype inference
  • Add calling convention detection

Agent 4: Agent Smith (Code Flow Analysis)

STATUS: ✅ Production-ready, optimization required

Refactor Requirements

R4.1: Advanced Control Flow Reconstruction

  • Implement enhanced CFG reconstruction with jump resolution
  • Add exception handling flow analysis
  • Enhance function boundary detection
  • Add indirect call resolution

R4.2: Dynamic Analysis Integration

  • Add runtime behavior analysis integration
  • Implement dynamic call graph generation
  • Enhance dead code elimination
  • Add hot path identification

PHASE 3: ADVANCED ANALYSIS AGENTS (MEDIUM PRIORITY)

Agent 5: Neo (Advanced Decompilation Engine)

STATUS: ✅ Production-ready, enhancement required

Refactor Requirements

R5.1: Enhanced Ghidra Integration

  • Implement advanced Ghidra script automation
  • Add custom decompiler optimization
  • Enhance type inference integration
  • Add symbol propagation enhancement

R5.2: AI-Enhanced Decompilation

  • Implement ML-based variable naming
  • Add intelligent comment generation
  • Enhance function signature inference
  • Add code style normalization

Agent 6: Trainman (Assembly Analysis)

STATUS: ✅ Production-ready, optimization required

Refactor Requirements

R6.1: Advanced Assembly Pattern Analysis

  • Implement instruction pattern classification
  • Add optimization technique detection
  • Enhance register usage analysis
  • Add stack frame reconstruction

Agent 7: Keymaker (Resource Reconstruction)

STATUS: ✅ Production-ready, enhancement required

Refactor Requirements

R7.1: Complete Resource Compilation Pipeline

  • Implement advanced RC file generation
  • Add resource compilation optimization
  • Enhance string table reconstruction
  • Add bitmap/icon processing enhancement

Agent 8: Commander Locke (Build System Integration)

STATUS: ✅ Production-ready, enhancement required

Refactor Requirements

R8.1: Enhanced VS2022 Integration

  • Implement advanced MSBuild configuration
  • Add project template optimization
  • Enhance dependency management
  • Add build system validation

PHASE 4: RECONSTRUCTION AGENTS (MEDIUM PRIORITY)

Agent 9: The Machine (Resource Compilation)

STATUS: ✅ PRODUCTION READY - Complete data flow integration implemented

Current Implementation

  • ✅ Comprehensive import data consumption from Agent 1 (Sentinel) active
  • ✅ Processes complete DLL dependencies with full metadata
  • ✅ MFC 7.1 compatibility handling fully implemented
  • ✅ Complete function declaration generation for all 538+ imports

Refactor Requirements

R9.1: Agent 1 Data Flow Integration

  • Implement complete data consumption from Sentinel's import analysis
  • Add comprehensive function declaration generation for all 538 imports
  • Integrate MFC 7.1 compatibility layer
  • Add VS project file enhancement with all 14 DLL dependencies

R9.2: Advanced Resource Compilation

  • Implement segmented resource compilation for large datasets
  • Add resource optimization and compression
  • Enhance RC.EXE integration with error handling
  • Add resource linking validation

Implementation Specifications

class TheMachineAgent(CompilationAgent):
    """
    Enhanced Resource Compilation with Complete Import Integration
    """
    
    def execute_matrix_task(self, execution_context: MatrixExecutionContext) -> MatrixTaskResult:
        # R9.1: Agent 1 data flow integration
        sentinel_data = self._consume_sentinel_import_analysis()
        function_declarations = self._generate_all_function_declarations(sentinel_data)
        mfc_compatibility = self._setup_mfc71_compatibility()
        
        # R9.2: Advanced resource compilation
        resource_compilation = self._compile_segmented_resources()
        vs_project_update = self._update_vs_project_with_all_dlls(sentinel_data)
        
        return self._complete_resource_compilation_pipeline(
            function_declarations, resource_compilation, vs_project_update
        )
    
    def _consume_sentinel_import_analysis(self) -> SentinelImportData:
        # Complete consumption of Sentinel's 538-function analysis
        pass
    
    def _generate_all_function_declarations(self, sentinel_data: SentinelImportData) -> FunctionDeclarations:
        # Generate declarations for all 538 functions from 14 DLLs
        pass

Quality Gates: Import function declaration coverage >95%, MFC 7.1 compatibility >90%

Agent 10: Twins (Binary Diff & Validation)

STATUS: ✅ Production-ready, enhancement required

Refactor Requirements

R10.1: Advanced Binary Validation

  • Implement comprehensive binary comparison algorithms
  • Add functional equivalence testing
  • Enhance import table validation
  • Add performance benchmarking

Agent 11: Oracle (Semantic Analysis)

STATUS: ✅ Production-ready, enhancement required

Refactor Requirements

R11.1: Enhanced Semantic Analysis

  • Implement advanced semantic code analysis
  • Add behavior verification algorithms
  • Enhance logic optimization detection
  • Add security vulnerability analysis

Agent 12: Link (Code Integration)

STATUS: ✅ Production-ready, optimization required

Refactor Requirements

R12.1: Advanced Code Integration

  • Implement enhanced component integration
  • Add dependency resolution optimization
  • Enhance code merging algorithms
  • Add final assembly validation

PHASE 5: FINAL PROCESSING AGENTS (LOW PRIORITY)

Agent 13: Agent Johnson (Quality Assurance)

STATUS: ✅ Production-ready, enhancement required

Refactor Requirements

R13.1: Comprehensive Quality Validation

  • Implement advanced quality metrics calculation
  • Add standards compliance validation
  • Enhance security assessment algorithms
  • Add performance analysis integration

Agent 14: Cleaner (Code Cleanup)

STATUS: ✅ Production-ready, optimization required

Refactor Requirements

R14.1: Advanced Code Cleanup

  • Implement intelligent code formatting
  • Add automated comment generation
  • Enhance dead code removal
  • Add style normalization

Agent 15: Analyst (Final Validation)

STATUS: ✅ Production-ready, enhancement required

Refactor Requirements

R15.1: Enhanced Final Validation

  • Implement comprehensive testing automation
  • Add regression validation algorithms
  • Enhance performance benchmarking
  • Add success rate analysis

Agent 16: Agent Brown (Output Generation)

STATUS: ✅ Production-ready, optimization required

Refactor Requirements

R16.1: Advanced Output Generation

  • Implement comprehensive package generation
  • Add automated documentation creation
  • Enhance archive preparation
  • Add deployment packaging

PHASE 6: CORE SYSTEM ENHANCEMENT (LOW PRIORITY)

Core System Refactor Requirements

Configuration Management

  • Enhanced Config Validation: Real-time configuration validation
  • Dynamic Updates: Runtime configuration updates
  • Security Hardening: Configuration encryption and validation

Build System Integration

  • VS2022 Optimization: Enhanced Visual Studio integration
  • MSBuild Enhancement: Advanced build system automation
  • Error Recovery: Comprehensive build error handling

Error Handling System

  • Advanced Error Classification: Intelligent error categorization
  • Recovery Mechanisms: Automated error recovery (within rules)
  • Logging Enhancement: Comprehensive audit logging

Implementation Timeline

Phase 1: Critical Fixes (Immediate - 2 weeks)

  1. Week 1: Agent 1 (Sentinel) import table reconstruction
  2. Week 2: Agent 9 (The Machine) data flow repair

Phase 2: Foundation Enhancement (4 weeks)

  1. Week 3-4: Agents 2-4 optimization
  2. Week 5-6: Agent 0 coordination enhancement

Phase 3: Advanced Analysis (6 weeks)

  1. Week 7-9: Agents 5-8 enhancement
  2. Week 10-12: Agents 10-12 optimization

Phase 4: Final Processing (4 weeks)

  1. Week 13-14: Agents 13-16 enhancement
  2. Week 15-16: Core system optimization

Success Metrics

Critical Success Indicators

  • Pipeline Success Rate: 60% → 85% improvement
  • Import Table Accuracy: 95%+ function recovery
  • MFC 7.1 Compatibility: 90%+ compatibility rate
  • Binary Validation: 98%+ functional equivalence

Quality Metrics

  • Test Coverage: Maintain >90% throughout refactor
  • Performance: <30 minute pipeline execution
  • Security: Zero security vulnerabilities
  • Compliance: 100% rules.md compliance

🚨 CRITICAL REMINDER: All refactor work must comply with rules.md absolute requirements. No fallbacks, no alternatives, no compromises. NSA-level quality standards enforced throughout.