GAP Platform: The Superbrain
> Experience the future of industrial automation with GAP – Corax CoLAB's intelligent platform that optimizes resource utilization and scales your robot fleet with unparalleled efficiency.
With advanced AI and swarm intelligence, GAP handles complex operations, from digital twins for risk-free simulation to real-time monitoring and dynamic task allocation. This is the nervous system for your autonomous operation.
// Our Promise:
- ◈Improved resource efficiency and reduced environmental impact.
- ◈Increased operational flexibility and scalability.
- ◈Secure and risk-free testing through digital twins.
- ◈Optimal performance and continuous operation of autonomous systems.
100% Data Sovereignty • ROS 2 Jazzy & Gazebo Harmonic • B.A.T.M.A.N.-adv Mesh
GAP is engineered for complete operational sovereignty. Run the entire command center 100% on-premises or in air-gapped defense/industrial networks with zero cloud lock-in.
Hybrid FastAPI/Flask Core, Mission Control UI & Sim2Real Pipeline
GAP combines FastAPI (`main.py`) for high-frequency asynchronous telemetry and ROS 2 WebBridge streaming with Flask (`app.py`) for RBAC governance and PQC audit ledgers, unified via `gap_complete_system.py`. Operators command the swarm through the Mission Control Desktop UI (Electron / Vite / React) featuring a live 3D Digital Twin synchronized with ROS 2 Jazzy and Gazebo Harmonic where 50 Hz CPG + PPO reinforcement learning policies are trained and validated before OTA deployment.
100% On-Premises Persistence: SQLite WAL & PostgreSQL
Zero mandatory cloud dependencies. GAP runs out-of-the-box on thread-pooled local SQLite databases in Write-Ahead Logging (WAL) mode or scales seamlessly to enterprise on-premises PostgreSQL clusters across four isolated schemas:
- `gap.db` (SQLite WAL / PostgreSQL): Primary relational store for heterogeneous swarm state (GAPbot, GAPcrawler, GAPdrone, GAPpod), CBBA task bundles, and AAS v3.0 digital twin models.
- `gap_security.db`: Hardened vault for NIST FIPS 203 (ML-KEM-768) keys, FIPS 204 (ML-DSA-65) / Falcon-512 signatures, granular RBAC, and quantum-safe A/B OTA bootloader manifests.
- `technical_kb.db`: Local repository for YOLOv8m/Hailo HEF weights, Gazebo Harmonic PPO RL checkpoints, StanForD 2010 templates, and STANAG 4680 dielectric libraries.
- `telemetry.db`: High-throughput time-series store capturing 50 Hz kinematics, 10 Hz Hazmat gas profiles, Hilbert NDT waveforms, and B.A.T.M.A.N.-adv (`bat0`) mesh topology.
An Exploration of GAP's Capabilities
Explore the powerful tools that make GAP the market's most complete automation platform.
Digital Twin & 4D Visualization
Create risk-free simulations in an exact virtual copy of your environment. With our unique '4D Time-Slider', you can rewind and fast-forward time to analyze event sequences and state changes, revolutionizing troubleshooting, predictive maintenance, and auditing. The system also supports AR/VR interfaces for immersive remote monitoring and interaction.
Advanced Swarm Intelligence (CBBA)
Our platform acts as a central traffic controller for an entire fleet of robots. Through decentralized Consensus-Based Bundle Algorithms (CBBA), robots autonomously negotiate tasks to achieve optimal efficiency and redundancy. If a robot goes offline, another automatically takes over the mission, ensuring maximum uptime and robustness for collective missions.
Dynamic Workflow Engine
Create and manage complex workflows with the `automation/` and `workflow/` modules for your autonomous systems. Define dependencies, integrate with external events (like weather reports), and execute missions with surgical precision. This enables scheduling of everything from field inspections to complex production lines.
AI Act Compliance Module
Integrated features to ensure compliance with the EU AI Act regulations. Includes automatic generation of audit trails, risk assessment, and transparency in AI decisions via `xai_endpoints.py`, providing you with the documentation and control required.
Autonomous Patrol Management
The GAP platform handles creation, scheduling, and real-time monitoring of autonomous patrol missions for GAPbots via `patrol_endpoints.py`. This enables efficient monitoring and security rounds in large areas without human intervention.
Services Layer: The Core of Business Logic
The Services layer contains the complex business logic, decoupled from APIs and data layers. It implements data access patterns (Repositories) to handle CRUD operations against the four databases, handles middleware for authentication and logging, and standardizes and executes industrial control signals (e.g., Modbus commands) to GAPbots and connected systems. This modular structure ensures flexibility and facilitates scalability.
Simulation Specs: Digital Twin Time-Travel
Advanced Digital Twin capabilities featuring 'Time-Travel' logic. This allows operators to replay historical robot states via interpolation, acting as a 'DVR for Operations' for forensic analysis of past incidents and optimization of future workflows.
Built on a Foundation of Zero Trust
In a connected world, security is not an afterthought, it is everything. GAP is designed with a 'Zero Trust' philosophy and protected with future-proof encryption and advanced defense systems.
Zero Trust Architecture
Trust no one, ever. GAP's security model is based on a strict 'Zero Trust' philosophy. Every device, user, and API call must verify its identity and authorization every time, eliminating risks with both internal and external access. (`granular_rbac.py` for fine-grained control).
Quantum-Resistant Encryption (PQC)
We protect your data not only against today's threats but also against tomorrow's. GAP uses quantum-resistant cryptography (PQC) via `encryption.py` to secure data against future attacks from advanced quantum computers, guaranteeing long-term data integrity.
Advanced Authentication & Authorization
Secure access is guaranteed with robust authentication methods. GAP implements JWT (JSON Web Tokens) and two-factor authentication (2FA) via `auth.py`, reinforcing user identity and protecting against unauthorized access. Every command and data stream is authenticated.
AI-Driven Threat Detection
Stay one step ahead of cyber threats with AI-driven threat detection. The module `ai_threat_detection_advanced.py` uses machine learning to identify and mitigate cyber threats and anomalies in real-time, providing proactive protection for the entire GAP ecosystem.
Audit Logs and Compliance
To ensure full regulatory compliance and transparency, `audit_manager.py` records every critical event and action within the platform. These detailed audit logs are invaluable for forensic analysis, incident management, and meeting regulatory requirements like the EU AI Act.
Secure MQTT Communication
Communication between GAP Platform and GAPbots via MQTT is further secured with `mqtt_command_authorizer.py`. This module validates and approves all commands sent via the MQTT protocol, preventing unauthorized robot control and data manipulation in the Edge network.
Tactical Telemetry
Real-time edge monitoring powered by GAP Platform.
Hailo-8 Load vs Post-Quantum Latency
SYS_BATTERY_SOH
88%
PQC_LATENCY
12 ms
Interactive Architecture
Explore the advanced neural network of the Corax CoLAB ecosystem. Hover or tap nodes to discover how our systems interconnect.
System Architecture
Hybrid architecture utilizing FastAPI for real-time telemetry and Edge AI control, and Flask for authentication and audit logs. All wrapped in a zero-trust network.
Technical Whitepapers & Engineering Reports
Download our peer-reviewed technical specifications, regulatory frameworks, and post-quantum cryptographic architecture documents.
STANAG 4680 Dual-Sensor C-IED Autonomous Demining Specification
Stepped-Frequency Continuous-Wave GPR, EMI Sensor Fusion & Aerial Winch Insertion
Technical reference architecture detailing sub-centimeter detection of plastic/minimum-metal ordnance (PMN-2, VS-50, PFM-1) down to 35 cm depth, magnetic airlift insertion, and cryptographic STANAG 2982 / UNMAS digital hazard mapping.
EUDR 2023/1115 & EU TRACES Automated First-Mile Compliance Framework
Under-Canopy FAST-LIO2 SLAM, GeoJSON Polygons & StanForD 2010 XML Harvester Integration
Operational engineering guide for automated Due Diligence Statement (DDS) generation, direct SOAP API submission to European Commission TRACES NT, Biometria VIOL 3 timber scaling, and ESRS E4 zero soil compaction.
Post-Quantum Cryptography in Tactical Swarms: NIST FIPS 203 & 204
Kernel-Level B.A.T.M.A.N.-adv Layer-2 Mesh Security & Quantum-Safe A/B Bootloader
In-depth cryptographic security whitepaper on ML-KEM-768 key encapsulation, ML-DSA-65 / Falcon-512 digital signatures, atomic OTA verification, and 100% on-premises data sovereignty with zero cloud lock-in.
The Foundation for Innovation and Performance
Corax CoLAB's GAP ecosystem is built on a robust and modern technology stack, carefully selected to deliver high performance, scalability, and security.
Backend/Core
- Python 3.12
- Flask & FastAPI (Hybrid API Architecture)
- SQLAlchemy (ORM)
- Redis (Caching/Messaging)
- `gap_complete_system.py` (Unified Entry Point)
Frontend
- React 18 & TypeScript
- Material-UI (Design System)
- PWA (Progressive Web App)
- i18n (Internationalization)
- Interactive Frontend Dashboards
AI/ML
- PyTorch & scikit-learn
- YOLOv8 & TFLite (Edge Optimization)
- Edge Impulse (ML Development)
- Multimodal AI
- `xai_endpoints.py` (Explainable AI)
Blockchain
- Web3.py
- Smart Contracts
- IPFS (Decentralized Storage)
- Cross-Chain Bridges
- NFT Marketplace
Industrial Protocols
- Modbus (RTU/TCP via `pymodbus`)
- OPC-UA (via `asyncua`)
- MQTT
- Ethernet/IP & BACnet
- `protocol_manager.py` (Unified Protocol Handling)
Security
- JWT & 2FA (`auth.py`)
- PQC (Post-Quantum Cryptography via `encryption.py`)
- Zero Trust
- AI Threat Detection (`ai_threat_detection_advanced.py`)
- RBAC (`granular_rbac.py`)
- Audit Logging (`audit_manager.py`)
Robotics (GAPbot)
- PyQt5
- OpenCV & SLAM
- Gymnasium RL (Reinforcement Learning)
- Hardware-level control (`robot_core.py`, HAL)
- EdgeSystemWatchdog
- Secure OTA Updates
Tactical Telemetry
Real-time edge monitoring powered by GAP Platform.
Hailo-8 Load vs Post-Quantum Latency
SYS_BATTERY_SOH
88%
PQC_LATENCY
12 ms
Interactive ROI Calculator
See the direct financial impact of implementing the GAP ecosystem in your specific sector.
Estimated Annual Savings
Based on historical data for manufacturing. Actual results may vary depending on existing infrastructure.
Ready to transform your operations?
Get in touch with us today to discuss how the GAP Platform and GAPbot can drive efficiency and sustainability in your business.
