Next-Generation Autonomous Swarm Intelligence

Multi-Agent Coordination with Human-AI Hybrid Control

YSWARM is a comprehensive autonomous swarm management system designed for coordinating UAV, UGV, USV, UUV, and hybrid multi-domain operations with enterprise-grade security and real-time formation control.

Core Capabilities

Advanced features designed for mission-critical autonomous operations

Human-AI Hybrid Control

Seamless integration of human oversight with AI-powered recommendations, emergency override capabilities, and real-time decision fusion for optimal control.

Enterprise Security

Comprehensive security framework with TLS encryption, multi-factor authentication, role-based access control, and complete audit logging for compliance.

Advanced Formation System

21+ formation types including geometric, behavioral, and adaptive patterns with real-time transitions and agent-specific spacing optimization.

Modern C++ Architecture

Built with cutting-edge C++ features including coroutines, modules, and advanced error handling for high-performance real-time operations.

MAVSDK Integration

Native PX4 autopilot communication with real-time telemetry streaming, mission planning, and safety system integration.

Performance Optimized

Multi-threaded architecture with efficient data structures, concurrent processing, and optimized algorithms for large-scale swarm operations.

1000+ Messages/Second
21+ Formation Types
<100ms Command Latency
5 Agent Types

Multi-Domain Agent Support

Support for UAV, UGV, USV, UUV, and hybrid platforms.
Each YAGENT operates independently while maintaining swarm coordination.

UAV

Unmanned Aerial Vehicles

  • 3D Positioning Control
  • Altitude Management
  • High-Speed Operations
  • Aerial Surveillance
  • Formation Flying

UGV

Unmanned Ground Vehicles

  • Terrain Navigation
  • Heavy Payload Capacity
  • Long Endurance
  • Obstacle Avoidance
  • Ground Reconnaissance

USV

Unmanned Surface Vehicles

  • Surface Navigation
  • Weather Resistance
  • Long-Range Operations
  • Maritime Patrol
  • Ocean Monitoring

UUV

Unmanned Underwater Vehicles

  • Depth Control
  • Pressure Resistance
  • Stealth Operations
  • Underwater Surveys
  • Deep Sea Exploration

HYBRID

Multi-Domain Platforms

  • Multi-Domain Operations
  • Adaptive Control Systems
  • Flexible Deployment
  • Cross-Domain Missions
  • Advanced Capabilities

Enterprise-Grade Security

Multi-layered security architecture designed for mission-critical operations

Authentication Layer

  • API Key Authentication
  • JWT Token-Based Auth
  • X.509 Certificate Auth
  • Multi-Factor Authentication
  • Session Management

Authorization & Access

  • Role-Based Access Control
  • Granular Permissions
  • Command Authorization
  • Resource-Level Security
  • Policy Management

Data Protection

  • TLS 1.2+ Encryption
  • End-to-End Security
  • Data Sanitization
  • Input Validation
  • Injection Prevention

Monitoring & Audit

  • Comprehensive Logging
  • Security Event Tracking
  • Rate Limiting
  • Threat Detection
  • Compliance Reporting

Formation Types

Comprehensive formation library with real-time transitions and behavioral patterns

LINE
CIRCLE
GRID
DIAMOND
VEE
WEDGE
ARROWHEAD
COLUMN
ROW
SPHERE
WALL
MATRIX
CHAIN
FLOCKING
LEADER FOLLOWER
POTENTIAL FIELD
ADAPTIVE
SCATTERED
CUSTOM

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