MDRI 2.0.mdri

#### 1. **Syntax and Semantics**

- **Variable Declarations:**
  ```plaintext
  DEFINE VARIABLE TYPE variable_name = value;
  ```

- **Code Blocks:**
  ```plaintext
  BLOCK BlockName {
      // Code statements
  }
  ```

- **Nested Blocks:**
  ```plaintext
  BLOCK OuterBlock {
      DEFINE INT counter = 0;
      BLOCK InnerBlock {
          DEFINE STRING counter = "Nested";
          PRINT "Inner counter is " + counter; // Prints "Nested"
      }
      PRINT "Outer counter is " + counter; // Prints 0
  }
  ```

- **Meta-Programming:**
  ```plaintext
  DEFINE FUNCTION generateCode {
      PRINT "This code was generated dynamically";
  }
  
  EXECUTE generateCode; // Executes dynamically generated code
  ```

- **Declarative and Imperative Integration:**
  ```plaintext
  DEFINE INT total = 0;
  FOR EACH ITEM IN LIST {
      total += ITEM;
  }
  ```

#### 2. **AI-Based Error Handling**

- **Predictive AI and Self-Healing:**
  ```plaintext
  PREDICT SYSTEM_LOAD {
      IF PREDICTED_LOAD > 80% {
          AUTOMATICALLY SCALE RESOURCES;
          SWITCH TO BACKUP_SYSTEM;
      }
  }

  MONITOR SYSTEM {
      IF ERROR_TYPE = "Memory Leak" {
          APPLY FIXES AUTOMATICALLY BASED ON HISTORICAL DATA;
          NOTIFY ADMIN IF RESOLUTION FAILS;
      }
  }
  ```

- **Advanced Error Learning:**
  ```plaintext
  CATCH ERROR {
      DLVD_LEARNING {
          LEARN FROM CONTEXT OF ERROR;
          UPDATE ERROR_HANDLING_STRATEGY;
      }
  }
  ```

#### 3. **Event-Driven Programming**

- **Complex Event Processing (CEP):**
  ```plaintext
  DEFINE EVENT_PATTERN "HighTraffic" {
      MATCH EVENTS WHERE TRAFFIC > 1000;
      TRIGGER ALERT "High traffic detected";
  }
  ```

- **Real-Time Analytics and Feedback:**
  ```plaintext
  ANALYZE EVENTS IN REAL_TIME {
      ADJUST EVENT_PRIORITY BASED ON ANALYTICS;
      PROVIDE FEEDBACK TO EVENT_MANAGER;
  }
  ```

- **Distributed Event Handling:**
  ```plaintext
  DISTRIBUTE EVENTS {
      USE MULTIPLE NODES;
      ENSURE EVENT_PROCESSING_ACROSS_NODES;
  }
  ```

#### 4. **Network and Retry Logic**

- **Adaptive Network Protocols:**
  ```plaintext
  USE ADAPTIVE_PROTOCOL {
      SWITCH TO UDP IF LATENCY > 100ms;
      COMPRESS DATA IF BANDWIDTH < 1MBps;
  }
  ```

- **Intelligent Failover Mechanisms:**
  ```plaintext
  IF NETWORK_FAIL {
      PERFORM HEALTH_CHECK ON BACKUP_SYSTEM;
      IF BACKUP_HEALTHY {
          SWITCH TO BACKUP_SYSTEM;
      } ELSE {
          NOTIFY ADMIN;
      }
  }
  ```

- **Dynamic Timeouts and Backoff Strategies:**
  ```plaintext
  NETWORK_RETRY {
      BACKOFF STRATEGY BASED ON ERROR_TYPE;
      INCREASE_TIMEOUT IF RETRY_ATTEMPTS > 3;
  }
  ```

#### 5. **Resource Management**

- **AI-Powered Resource Allocation:**
  ```plaintext
  ALLOCATE RESOURCES BASED ON AI_MODEL("UsagePredictor") {
      SCALE CPU AND MEMORY;
      BALANCE NETWORK BANDWIDTH;
  }
  ```

- **Predictive Scaling and Optimization:**
  ```plaintext
  PREDICT RESOURCE_NEEDS {
      SCALE RESOURCES BASED ON FORECAST;
      OPTIMIZE RESOURCE_ALLOCATION FOR PEAK TIMES;
  }
  ```

- **Automated Optimization:**
  ```plaintext
  OPTIMIZE RESOURCES {
      ADJUST BASED ON REAL_TIME_PERFORMANCE_DATA;
      APPLY AI_RECOMMENDATIONS;
  }
  ```

#### 6. **Data Processing**

- **Advanced Data Security and Privacy:**
  ```plaintext
  HANDLE DATA {
      ENCRYPT DATA_AT_REST;
      ANONYMIZE DATA_IN_TRANSIT;
      ENSURE COMPLIANCE WITH GDPR AND CCPA;
  }
  ```

- **AI-Powered Data Insights:**
  ```plaintext
  ANALYZE DATA WITH AI_MODEL("InsightGenerator") {
      EXTRACT TRENDS;
      PROVIDE RECOMMENDATIONS BASED ON ANALYSIS;
  }
  ```

- **Automated Data Validation and Sanitization:**
  ```plaintext
  VALIDATE DATA {
      AUTOMATICALLY SANITIZE AND VALIDATE;
      REPORT ERRORS TO DATA_ADMIN;
  }
  ```

#### 7. **Unified Logging, Monitoring, and Analytics**

- **Unified Observability:**
  ```plaintext
  INTEGRATE LOGGING_AND_MONITORING {
      COLLECT DATA FROM ALL SOURCES;
      ANALYZE IN REAL_TIME;
      PROVIDE DASHBOARD VISUALIZATIONS;
  }
  ```

- **Proactive Issue Management:**
  ```plaintext
  MONITOR SYSTEM {
      USE PREDICTIVE_ANALYTICS TO IDENTIFY POTENTIAL ISSUES;
      AUTOMATICALLY RESOLVE OR ESCALATE BASED ON SEVERITY;
  }
  ```

- **Comprehensive Reporting and Alerts:**
  ```plaintext
  GENERATE REPORTS {
      INCLUDE PERFORMANCE_METRICS;
      PROVIDE ALERTS FOR CRITICAL_EVENTS;
      DISTRIBUTE TO RELEVANT_STAKEHOLDERS;
  }
  ```

---

This comprehensive system incorporates advanced programming constructs, AI capabilities, event handling, network management, resource optimization, data security, and unified monitoring. It’s designed to be adaptable, intelligent, and proactive, ensuring high performance, reliability, and efficiency.