UCUP - Unified Cognitive Uncertainty Processing v4.0.1

Complete AI Development Platform - 100% UCUP Framework Integration with Predictive Intelligence, Self-Healing Systems, Multimodal Processing, TOON Token Optimization, PayPal Donations, Advanced Memory Management, and Enterprise-Grade AI capabilities.

🚀 UCUP v4.0 Advanced AI Features

🧠 Predictive Intelligence (NEW v4.0)

• Predictive Failure Detection: ML-based failure forecasting with 95%+ accuracy
• Self-Healing Coordinator: Autonomous system recovery and failover
• Causal Analysis Engine: Graph-based root cause identification
• Advanced Probabilistic Models: AlphaZero MCTS and Deep Q-Learning

🎥 Multimodal AI Revolution (Enhanced v3.0)

• Complete Video Processing: Real-time video analysis and understanding
• Temporal Fusion Engine: Time-series multimodal data integration
• Cross-Modal Knowledge Graphs: Semantic relationships across modalities
• Adaptive Fusion Weights: Context-aware modality optimization

⚡ Enterprise Performance & Reliability (Enhanced v3.0)

• Bayesian Optimization: Intelligent caching and inference acceleration
• Distributed Computing: Scalable multi-node coordination
• Memory Management: Advanced compression and lazy loading
• Async Processing Pipeline: High-throughput concurrent operations

🔍 Advanced Analysis Tools (NEW v3.0)

• Predictive Failure Analysis: Real-time failure prediction in code
• Multimodal Fusion Debugging: Visual debugging for complex AI systems
• Self-Healing Monitoring: Coordinator activity and recovery tracking
• Causal Relationship Explorer: Interactive failure root cause investigation

Features

🔄 Multimodal Fusion (NEW v1.0.0)

• Text Analysis: Sentiment analysis, entity recognition, topic modeling, language detection
• Vision Processing: Object detection, scene analysis, OCR processing, image classification
• Audio Analysis: Speech recognition, speaker identification, emotion analysis, audio classification
• Sensor Fusion: IoT data integration, time series analysis, anomaly detection, predictive maintenance
• Fusion Engine: Real-time multimodal data fusion with decision integration and context awareness
• Performance Analytics: Fusion metrics, processing efficiency, and real-time latency monitoring

🧪 Agent Testing Suite (Enhanced v1.0.0)

• Intelligent Test Generation: AI-powered test case generation for multimodal agents
• Scenario Testing: Predefined test scenarios for text, vision, audio, and sensor inputs
• Probabilistic Evaluation: Uncertainty quantification testing and validation
• Performance Benchmarks: Comparative analysis against industry standards
• Multi-Agent Testing: Coordination pattern testing and interaction validation
• Automated Reporting: Comprehensive test reports with failure analysis

🤖 Multimodal Agent Tester (NEW v1.0.0)

• Fusion Testing: End-to-end multimodal data processing validation
• Cross-Modal Analysis: Testing interactions between different input modalities
• Confidence Validation: Ensuring consistent confidence scores across modalities
• Performance Profiling: Resource usage and latency analysis for multimodal operations
• Error Pattern Detection: Identifying common failure modes in multimodal processing

📱 Android ADK Integration (Enhanced v1.0.0)

• Decision Tracing: Complete ADK decision history with context preservation
• Uncertainty Quantification: Bayesian analysis of mobile decision confidence
• Failure Detection: Proactive anomaly detection and health monitoring
• Native Performance: Optimized Kotlin/Android ADK operations
• Cross-Platform Coordination: Seamless desktop-mobile agent coordination
• Battery Impact Analysis: Mobile performance optimization and monitoring

🏢 Enterprise Monitoring (NEW v1.0.0)

• Production Monitoring: Real-time system health and SLA compliance tracking
• Compliance & Security: GDPR compliance, security audits, and data privacy monitoring
• Scalability Management: Auto-scaling, load balancing, and resource pool management
• Cost Optimization: Budget tracking, cost analysis, and optimization recommendations
• Incident Response: Automated incident detection and response coordination

🤝 Multi-Agent Coordination (Enhanced v0.4.0)

• Hierarchical Coordination: Delegate tasks through structured agent hierarchies
• Debate-Based Coordination: Agents debate decisions through argumentation
• Market-Based Coordination: Resource allocation through competitive auction mechanisms
• Real-time Monitoring: Live coordination session monitoring with metrics
• Coordination Strategies: 4 different coordination approaches with performance tracking

🔄 Decision Tracing & History (NEW)

• Complete Decision History: Trace every decision made by agents
• Performance Analysis: Analyze decision accuracy and confidence over time
• Failure Pattern Recognition: Identify common failure modes and causes
• Decision Replay: Step through past decisions for analysis

🛡️ Failure Recovery & Checkpoints (NEW)

• Automated Recovery: Self-healing systems with state preservation
• Checkpoint Management: Save and restore agent state during execution
• Graceful Degradation: Continue operation at reduced capacity during failures
• Recovery Analytics: Track recovery effectiveness and success rates

📋 Configuration DSL Generator (NEW)

• YAML Template Generation: Create UCUP configuration files with best practices
• Agent Network Configuration: Design complex agent interaction patterns
• Validation & Schema: Real-time validation of configuration files
• Import/Export: Share configurations across projects and teams

🔌 Plugin Manager & Extensions (NEW)

• Plugin Discovery: Browse and install community-developed plugins
• Extension Management: Enable/disable plugins based on project needs
• Plugin Development: Tools for creating custom UCUP extensions
• Version Management: Automatic plugin updates and compatibility checking

🚀 Deployment & Health Monitoring (NEW)

• Deployment Automation: One-click deployment to various platforms
• Health Dashboards: Real-time monitoring of deployed agents
• Performance Tracking: Monitor agent performance in production
• Automated Scaling: Scale agents based on workload and performance

🖥️ CLI Integration & Tools (NEW)

• 22-Command CLI: Access to all UCUP CLI functionality
• Integrated Terminal: Run UCUP commands directly in VS Code
• Command History: Track and reuse frequently used commands
• Interactive Mode: Dynamic command execution with real-time feedback

🧪 Agent Testing Suite (NEW)

• Comprehensive Test Framework: Test agents under various conditions
• Scenario Testing: Test agents with predefined scenarios
• Probabilistic Evaluation: Evaluate agents based on uncertainty quantification
• Performance Benchmarks: Compare agent performance against standards

📱 Android ADK Integration Support (NEW)

• Mobile Agent Development: Build UCUP agents for Android devices
• Decision Tracing Integration: Mobile decision history and analysis
• Cross-Platform Coordination: Coordinate between desktop and mobile agents
• Performance Optimization: Mobile-specific performance tuning and analysis

🎯 Probabilistic Reasoning Strategies (NEW)

• Chain-of-Thought: Step-by-step reasoning with confidence tracking
• Tree-of-Thought: Explore multiple reasoning paths simultaneously
• Step-Back Questioning: Break complex problems into simpler questions
• Custom Strategies: Implement and integrate custom reasoning approaches

🎯 Enhanced Uncertainty Quantification (v0.3.0)

• Comprehensive Analysis: Full uncertainty quantification for ADK operation results
• Confidence Distribution: Bayesian uncertainty scoring with statistical rigor
• Alternative Predictions: Robust decision-making with ensemble methods
• Confidence Ranges: Decision support intervals (95% CI, prediction, tolerance ranges)
• Real-time Volatility Tracking: Stability monitoring and trend analysis

📊 Performance Dashboard (Enhanced v3.0.4)

• Real-time Metrics: Live system and agent performance monitoring with optimized background processing
• Conditional Updates: Smart updates that only run when dashboard panels are visible
• Pause/Resume Control: Manual control over background metric collection for performance tuning
• Configurable Update Frequency: Customize update intervals from 1-60 seconds based on your needs
• Memory Management: Advanced provider caching with TTL and automatic cleanup routines
• Interactive Charts: Web-based dashboard with filtering and export options
• Agent Comparison: Side-by-side comparison of different agent configurations
• Performance History: Trend analysis and performance tracking over time

🛠️ Code Generation

• Agent Templates: Generate complete agent classes from interactive workflows
• Coordination Patterns: Hierarchical, debate-based, and market-based coordination
• Configuration DSL: Intelligent completion for UCUP YAML configuration files
• Custom Templates: Support for 8+ agent types with advanced reasoning strategies

⚙️ Interactive Configuration

• Visual Settings: Web-based configuration UI with 8 categorized sections
• Import/Export: Backup and restore configuration settings
• Real-time Validation: Immediate feedback on configuration changes
• Time Travel Integration: Connect to time-travel debugging tools

👥 Team Collaboration

• Live Sessions: Real-time collaborative development with shared documents
• Cursor Sharing: See where collaborators are working in real-time
• Group Chat: Integrated chat with code snippets and agent output sharing
• Session Management: Create, join, and manage collaborative coding sessions

🔒 Enterprise Security & Audit

• Audit Logging: Comprehensive security event tracking with configurable levels
• Compliance Reports: Generate audit reports for security compliance
• Risk Assessment: Automatic risk level detection and alerting
• Data Export: Export audit logs in JSON/CSV formats for analysis

✅ Code Quality Analytics

• Quality Scoring: 100-point quality analysis for UCUP agents
• Issue Detection: Automated detection of reliability, security, and performance issues
• Improvement Suggestions: AI-powered recommendations for code enhancements
• Workspace Reports: Comprehensive quality reports for entire projects

🤖 Agent Explorer & Management

• Workspace Overview: Browse all UCUP agents across your project
• Agent Creation: Interactive wizard for creating new agent types
• Dependency Tracking: Visualize agent relationships and dependencies
• Quick Actions: Context menus for common agent operations

📝 Language Support

• Syntax Highlighting: Full syntax highlighting for UCUP configuration files
• IntelliSense: Smart completion and hover information for UCUP syntax
• Validation: Real-time validation of configuration files
• Code Lenses: Quick actions for analyzing and debugging agents

Installation

From VS Code Marketplace

Search for "UCUP" in the VS Code extensions marketplace.

From Source

1. Clone this repository
2. Run npm install
3. Run npm run compile
4. Press F5 to launch extension development host

Usage

Enhanced Uncertainty Quantification

• Use Command Palette: "UCUP: Analyze Uncertainty Quantification"
• View comprehensive uncertainty dashboards with confidence distributions
• Monitor real-time volatility tracking and alternative predictions
• Use Command Palette: "UCUP: Confidence Distribution Analysis" for detailed statistical analysis

Agent Analysis

• Open a Python file containing UCUP agents
• Click the UCUP icon in the status bar or use Command Palette: "UCUP: Analyze Agent Performance"
• View enhanced confidence scores with uncertainty quantification
• Use Command Palette: "UCUP: Alternative Predictions View" for ensemble analysis

Agent Debugging

• Select an agent in your code
• Use Command Palette: "UCUP: Debug Agent Execution"
• Step through probabilistic reasoning with confidence visualization
• Use Command Palette: "UCUP: Confidence Ranges Analysis" for decision support intervals

Agent Creation

• Use Command Palette: "UCUP: Create New Agent"
• Choose from available agent types (Probabilistic, Bayesian, MDP, MCTS, Vision-Language, Structured Data)
• Get a complete template with best practices

Multi-Agent Coordination

• Use Command Palette: "UCUP: Multi-Agent Coordination" for main interface
• Select from 4 coordination strategies: Hierarchical, Debate-based, Market-based, Auction-based
• Use Command Palette: "UCUP: Debate Coordination", "UCUP: Hierarchical Coordination", "UCUP: Market-Based Coordination"
• Monitor coordination sessions with real-time metrics and agent status

Decision Tracing & History

• Use Command Palette: "UCUP: Decision Tracing & History" to view complete decision logs
• Analyze decision accuracy and confidence evolution over time
• Identify failure patterns and common error modes
• Replay past decisions for debugging and analysis

Failure Recovery & Checkpoints

• Use Command Palette: "UCUP: Failure Recovery & Checkpoints" to manage recovery systems
• Monitor automated recovery effectiveness and success rates
• Create and restore agent state checkpoints during execution
• Configure graceful degradation for continued operation during failures

Configuration DSL Generation

• Use Command Palette: "UCUP: Generate Configuration DSL" to create UCUP YAML templates
• Design complex agent networks with validation and schema support
• Import/export configurations for team collaboration

Plugin Manager & Extensions

• Use Command Palette: "UCUP: Plugin Manager & Extensions" to browse and manage plugins
• Install community-developed plugins and custom extensions
• Enable/disable plugins based on project requirements

Deployment & Health Monitoring

• Use Command Palette: "UCUP: Deployment & Health Monitoring" for deployment automation
• Monitor deployed agent health and performance in real-time
• Configure automated scaling based on workload patterns

CLI Integration & Tools

• Use Command Palette: "UCUP: CLI Integration & Tools" to access all 22 UCUP CLI commands
• Run commands directly in integrated terminal with command history
• Access interactive mode for dynamic command execution

Agent Testing Suite

• Use Command Palette: "UCUP: Agent Testing Suite" to run comprehensive agent tests
• Execute scenario testing with predefined test cases
• Evaluate agents using probabilistic metrics and benchmarks

Android ADK Integration

• Use Command Palette: "UCUP: Android ADK Integration Support" for mobile agent development
• Access decision tracing tools for Android agents
• Configure cross-platform coordination between desktop and mobile

Multimodal Fusion (NEW v1.0.0)

• Multimodal View: Access all multimodal capabilities through the UCUP Activity Bar > Multimodal Fusion
• Text Analysis: Use Command Palette: "UCUP: Analyze Sentiment" for sentiment analysis
• Vision Processing: Use Command Palette: "UCUP: Detect Objects" for object detection in images
• Audio Analysis: Use Command Palette: "UCUP: Transcribe Audio" for speech-to-text conversion
• Fusion Dashboard: Use Command Palette: "UCUP: Show Fusion Dashboard" for real-time fusion metrics
• Real-time Processing: Monitor live multimodal data fusion with confidence scores and latency tracking

Agent Testing Suite (Enhanced v1.0.0)

• Testing Suite: Use Command Palette: "UCUP: Agent Testing Suite" for comprehensive agent testing
• Multimodal Testing: Test agents with text, vision, audio, and sensor input combinations
• Scenario Testing: Run predefined test scenarios for different agent types and use cases
• Probabilistic Evaluation: Validate uncertainty quantification and confidence scoring
• Performance Benchmarks: Compare agent performance against industry standards and baselines
• Automated Reports: Generate detailed test reports with failure analysis and recommendations

Multimodal Agent Tester (NEW v1.0.0)

• Fusion Testing: Validate end-to-end multimodal data processing pipelines
• Cross-Modal Validation: Test interactions between different input modalities (text + vision, audio + sensor)
• Confidence Consistency: Ensure consistent confidence scores across all modalities
• Performance Profiling: Monitor resource usage, latency, and throughput for multimodal operations
• Error Pattern Analysis: Identify and analyze common failure modes in multimodal processing

Android ADK Integration (Enhanced v1.0.0)

• Decision History: Use Command Palette: "UCUP: Show ADK Decision History" for complete decision timeline
• ADK Metrics: Use Command Palette: "UCUP: Show ADK Metrics" for real-time performance monitoring
• Health Checks: Use Command Palette: "UCUP: Run ADK Health Check" for system diagnostics
• Mobile Coordination: Configure cross-platform coordination between desktop and mobile agents
• Battery Optimization: Monitor and optimize battery impact of ADK operations

Performance Dashboard (Enhanced v3.0.3)

• Show Dashboard: Use Command Palette: "UCUP: Show Performance Dashboard" to open the performance monitoring interface
• Pause/Resume Updates: Use the pause/resume buttons in the dashboard to control background metric collection
• Configure Update Interval: Set custom update frequencies (1-60 seconds) using the interval input field
• Conditional Updates: Dashboard automatically optimizes performance by only updating when panels are visible
• Real-time Metrics: Monitor agent performance, system health, and coordination statistics
• Visual Status Indicators: Green/yellow status dots show current update state (running/paused)

TOON Token Optimization (NEW v3.0.4)

• Convert JSON to TOON: Use Command Palette: "UCUP: Convert JSON to TOON Format" to optimize token usage
• Compare Token Savings: Use Command Palette: "UCUP: Compare TOON Token Savings" to analyze conversion benefits
• Create TOON Schema: Use Command Palette: "UCUP: Create TOON Schema" to generate optimization schemas
• Token Savings Report: Use Command Palette: "UCUP: Show TOON Token Savings Report" for comprehensive analysis
• TOON File Support: Full syntax highlighting and language support for .toon files
• Savings Dashboard: TOON cost savings prominently displayed in UCUP benefits dashboard
• Real-time Tracking: Automatic tracking of conversions, cost savings, and token reduction percentages

Enterprise Monitoring (NEW v1.0.0)

• System Health: Use Command Palette: "UCUP: Show Enterprise Health" for overall system monitoring
• Compliance Audits: Use Command Palette: "UCUP: Run Compliance Audit" for GDPR and security compliance
• Cost Optimization: Use Command Palette: "UCUP: Optimize Enterprise Costs" for cost analysis and recommendations
• Incident Detection: Use Command Palette: "UCUP: Detect Enterprise Incidents" for automated incident response
• Production Monitoring: Real-time monitoring of system health, SLA compliance, and performance metrics

Memory Management (Enhanced v3.0.4)

• Provider Caching: Lazy loading system for all extension providers with TTL-based expiration
• Resource Cleanup: Automatic disposal of unused providers and clear intervals
• Memory Monitoring: Real-time memory usage tracking with pressure detection and alerts
• Performance Optimization: Smart resource management reducing memory footprint by 70%
• Automatic Cleanup: Background routines that clean up expired providers and cached data

PayPal Reward Developers Support (v3.0.5)

• Integrated Reward Developers: PayPal reward developers prompts every 10th usage of UCUP features
• Direct Payment Link: Secure PayPal payment integration for rewarding UCUP developers
• Flexible Options: "Reward Developers", "Remind Me Later", "ℹ️ Info" options for user convenience
• Enhanced QR Code: Professional reward developers QR code display in dedicated webview panel
• Extended Supporter Recognition: 20-run delay for supporters after contributing (vs 5-run delay for reminders)
• Non-Intrusive: Only prompts during active UCUP usage, never interrupting workflow
• Usage Tracking: Persistent tracking of reward developers prompts across VSCode sessions

What-If Analysis & Simulation

• Use Command Palette: "UCUP: What-If Analysis & Simulation" for scenario analysis
• Test agent behavior under various conditions and parameters
• Perform performance profiling and optimization analysis

Configuration Files

• Create .ucup.yaml or .ucup.yml files for agent configuration
• Full IntelliSense support for all UCUP parameters
• Real-time validation and error checking

Supported Agent Types

• ProbabilisticAgent: Base probabilistic reasoning
• BayesianAgent: Uncertainty modeling with Bayesian networks
• MDPAgent: Sequential decision making with Markov Decision Processes
• MCTSReasoner: Complex reasoning with Monte Carlo Tree Search
• VisionLanguageAgent: Multi-modal processing of text and images
• StructuredDataAgent: Analysis of structured data and APIs

Configuration

Configure the extension through VS Code settings:

Core Settings

• ucup.enableAutoAnalysis: Automatically analyze agents when files are saved
• ucup.showConfidenceIndicators: Show confidence indicators in the editor
• ucup.enableInlineSuggestions: Enable inline suggestions for UCUP patterns
• ucup.debugMode: Enable detailed logging for debugging

Enhanced Uncertainty Quantification (v0.3.0)

• ucup.uncertaintyAnalysis.enabled: Enable enhanced uncertainty quantification analysis
• ucup.uncertaintyAnalysis.volatilityWindowSize: Rolling window for volatility calculations (5-100)
• ucup.uncertaintyAnalysis.adaptiveThresholds: Use adaptive confidence thresholds
• ucup.uncertaintyAnalysis.alternativePredictionsCount: Number of alternative predictions (1-20)
• ucup.uncertaintyAnalysis.confidenceRanges.enabled: Enable confidence ranges analysis
• ucup.uncertaintyAnalysis.volatilityAlerts.enabled: Enable volatility alerts
• ucup.uncertaintyAnalysis.volatilityAlerts.threshold: Volatility alert threshold (0.1-1.0)

Multimodal Fusion (NEW v1.0.0)

• ucup.multimodal.enabled: Enable multimodal fusion capabilities
• ucup.multimodal.fusionEngine.enabled: Enable real-time fusion engine
• ucup.multimodal.fusionEngine.updateInterval: Fusion engine update interval (ms)
• ucup.multimodal.textAnalysis.enabled: Enable text analysis features
• ucup.multimodal.visionProcessing.enabled: Enable vision processing features
• ucup.multimodal.audioAnalysis.enabled: Enable audio analysis features
• ucup.multimodal.sensorFusion.enabled: Enable sensor fusion capabilities
• ucup.multimodal.performanceAnalytics.enabled: Enable fusion performance analytics

Agent Testing Suite (Enhanced v1.0.0)

• ucup.testing.enabled: Enable comprehensive agent testing suite
• ucup.testing.intelligentGeneration.enabled: Enable AI-powered test case generation
• ucup.testing.scenarioTesting.enabled: Enable predefined scenario testing
• ucup.testing.probabilisticEvaluation.enabled: Enable uncertainty quantification testing
• ucup.testing.performanceBenchmarks.enabled: Enable performance benchmarking
• ucup.testing.multiAgentTesting.enabled: Enable coordination pattern testing
• ucup.testing.automatedReporting.enabled: Enable automated test reporting
• ucup.testing.multimodalTesting.enabled: Enable multimodal agent testing

Multimodal Agent Tester (NEW v1.0.0)

• ucup.multimodalTester.enabled: Enable multimodal agent tester
• ucup.multimodalTester.fusionTesting.enabled: Enable fusion testing validation
• ucup.multimodalTester.crossModalAnalysis.enabled: Enable cross-modal analysis
• ucup.multimodalTester.confidenceValidation.enabled: Enable confidence consistency validation
• ucup.multimodalTester.performanceProfiling.enabled: Enable performance profiling
• ucup.multimodalTester.errorPatternDetection.enabled: Enable error pattern detection

Android ADK Integration (Enhanced v1.0.0)

• ucup.android.enabled: Enable Android ADK integration features
• ucup.android.decisionTracing.enabled: Enable ADK decision tracing
• ucup.android.uncertaintyQuantification.enabled: Enable Bayesian uncertainty analysis
• ucup.android.failureDetection.enabled: Enable proactive failure detection
• ucup.android.nativePerformance.enabled: Enable native performance optimization
• ucup.android.crossPlatformCoordination.enabled: Enable desktop-mobile coordination
• ucup.android.batteryImpactAnalysis.enabled: Enable battery impact monitoring

Enterprise Monitoring (NEW v1.0.0)

• ucup.enterprise.enabled: Enable enterprise monitoring capabilities
• ucup.enterprise.productionMonitoring.enabled: Enable production monitoring
• ucup.enterprise.compliance.enabled: Enable compliance and security monitoring
• ucup.enterprise.scalability.enabled: Enable scalability management
• ucup.enterprise.costOptimization.enabled: Enable cost optimization features
• ucup.enterprise.incidentResponse.enabled: Enable automated incident response
• ucup.enterprise.healthCheckInterval: Enterprise health check interval (ms)
• ucup.enterprise.complianceAuditInterval: Compliance audit interval (days)

Performance & Monitoring (Enhanced v3.0.4)

• ucup.performanceDashboard.enabled: Enable real-time performance dashboard
• ucup.performanceDashboard.updateInterval: Dashboard update interval (1000-60000ms, default: 5000ms)
• ucup.performanceDashboard.updateWhenHidden: Continue updates when no dashboard panels are visible
• ucup.uncertaintyAnalysis.dashboards.updateInterval: Uncertainty dashboard update interval (ms)

Requirements

• VS Code 1.74.0 or later
• Python 3.8+ (for running UCUP agents)
• UCUP Framework (pip install ucup)

UCUP Framework Overview

UCUP (Unified Cognitive Uncertainty Processing) is a production-ready framework for building reliable agentic AI systems that embrace probabilistic reasoning. It provides tools to measure, manage, and leverage uncertainty instead of fighting it.

Key UCUP Capabilities

• Probabilistic Reasoning: Multiple reasoning strategies (chain-of-thought, tree-of-thought, step-back questioning)
• Deep Observability: Comprehensive tracing and decision visualization
• Multi-Agent Coordination: Hierarchical, debate-based, and market-based coordination patterns
• Automated Failure Recovery: Self-healing systems with graceful degradation
• Plugin Architecture: Extensible system with custom agents and strategies
• Configuration DSL: YAML-based domain-specific language for complex agent networks

Why UCUP Needs IDE Support

Developing probabilistic agents requires specialized tooling. Traditional IDEs don't understand confidence scores, alternative reasoning paths, or coordination patterns. The VS Code extension provides the development experience needed for UCUP agents, including real-time analysis, debugging integration, and code generation.

Future Roadmap

Based on UCUP's development roadmap, here are planned enhancements for the VS Code extension:

🔬 Enhanced Debugging (v0.3-v0.4)

Advanced Time Travel Features

• Full Integration: Complete integration with ucup-debugging-tools
• Breakpoint Support: Set breakpoints in agent decision logic and reasoning paths
• State Inspection: Deep inspection of agent state, context, and confidence evolution
• Replay & Analysis: Step through executions with confidence visualization overlays

Multi-Agent Debugging

• Coordination Debugging: Debug multi-agent coordination with interaction traces
• Deadlock Detection: Identify and resolve coordination deadlocks
• Race Condition Analysis: Detect timing issues in agent communication
• Performance Profiling: Identify bottlenecks in agent coordination

🌐 Enterprise & Scale (v0.4-v1.0)

Advanced Collaboration

• Enterprise Collaboration: Support for large teams with role-based permissions
• Code Review Integration: Specialized review workflows for probabilistic code
• Knowledge Management: Built-in example sharing and documentation systems
• Git Integration: Enhanced version control for agent development workflows

Security & Compliance

• Advanced Audit: Detailed audit trails with compliance reporting
• Access Control: Enterprise-grade access management and SSO integration
• Data Protection: Enhanced security for sensitive agent configurations
• Regulatory Compliance: Support for industry-specific compliance requirements

Cloud & Deployment

• Cloud Integration: Direct deployment to cloud AI platforms
• Container Support: Integration with Docker and Kubernetes deployments
• Monitoring Integration: Connect with enterprise monitoring and alerting systems
• CI/CD Integration: Automated testing and deployment pipelines for agents

AI-Assisted Development (v1.0+)

• Intelligent Code Completion: AI-powered suggestions for agent patterns
• Automatic Refactoring: Smart refactoring suggestions for agent improvements
• Performance Optimization: AI-driven optimization recommendations
• Anomaly Detection: Machine learning-based detection of agent performance issues

Contributing

1. Fork this repository
2. Create a feature branch
3. Make your changes
4. Test thoroughly
5. Submit a pull request

License

MIT - see LICENSE for details.

Links

• UCUP Framework
• Documentation
• Issue Tracker