UCUP - Unified Cognitive Uncertainty Processing
A VS Code extension for UCUP Framework - Unified Cognitive Uncertainty Processing for Agentic AI.
Features
🤝 Multi-Agent Coordination (NEW)
- 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
- 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
- Real-time Metrics: Live system and agent performance monitoring
- 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
- Clone this repository
- Run
npm install
- Run
npm run compile
- 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
- 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
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 saveducup.showConfidenceIndicators: Show confidence indicators in the editorucup.enableInlineSuggestions: Enable inline suggestions for UCUP patternsucup.debugMode: Enable detailed logging for debugging
Enhanced Uncertainty Quantification (v0.3.0)
ucup.uncertaintyAnalysis.enabled: Enable enhanced uncertainty quantification analysisucup.uncertaintyAnalysis.volatilityWindowSize: Rolling window for volatility calculations (5-100)ucup.uncertaintyAnalysis.adaptiveThresholds: Use adaptive confidence thresholdsucup.uncertaintyAnalysis.alternativePredictionsCount: Number of alternative predictions (1-20)ucup.uncertaintyAnalysis.confidenceRanges.enabled: Enable confidence ranges analysisucup.uncertaintyAnalysis.volatilityAlerts.enabled: Enable volatility alertsucup.uncertaintyAnalysis.volatilityAlerts.threshold: Volatility alert threshold (0.1-1.0)
ucup.performanceDashboard.enabled: Enable real-time performance dashboarducup.performanceDashboard.updateInterval: Dashboard update interval (ms)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
- Fork this repository
- Create a feature branch
- Make your changes
- Test thoroughly
- Submit a pull request
License
MIT - see LICENSE for details.
Links
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