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Google Gemma 3N AI YOLO Vision MESHTASTIC Mesh MCP Integration
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20km+

LoRa Mesh Range

100+

Languages Supported

Real-time

AI Video Analysis

308MB

Minimum RAM

Revolutionary AI-Powered Features

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Advanced AI Integration

Multi-modal AI with Google Gemma 3N for text, voice, image, and video analysis. Automatic hardware-based model selection with EmbeddingGemma fallback for edge devices.

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Computer Vision & FMV

Real-time Full Motion Video analysis with YOLO object detection. Multi-object tracking, threat detection, and automated weapon identification for tactical operations.

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MESHTASTIC Mesh Networking

Long-range LoRa mesh networks (1-20km+) with military-grade AES256 encryption. Full offline operations, automatic failover, and hybrid TAK+Mesh connectivity.

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MCP-Powered Automation

Model Context Protocol integration for AI-driven workflows. Control QGIS remotely using natural language commands through Claude and other LLMs.

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Natural Language Queries

Convert plain English to SQL/SpatiaLite queries. Real-time translation in 100+ languages with geospatial context preservation and smart entity extraction.

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Tactical Operations

CoT (Cursor on Target) messaging, MIL-STD-2525 symbology, ATAK optimization, and mission package management. Built for the field.

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3D Model Processing

Multi-format 3D support (GLTF, COLLADA, OBJ) with ATAK-specific optimization. 3D Tiles, point clouds, and device-specific constraint validation.

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Web Services Integration

OGC services (WMS, WFS, WMTS), ESRI ArcGIS integration, and intelligent format selection with full authentication support.

Edge Computing Ready

Optimized for tactical devices and mobile platforms. Runs on as little as 4GB RAM with automatic model selection for hardware constraints.

Cutting-Edge Technology Stack

AI Models

Google Gemma 3N
EmbeddingGemma
YOLOv8 (n/s/m/l)

Connectivity

TAK Server 4.x+
MESHTASTIC LoRa
SSL/TLS Encryption

Platform

QGIS 3.28+
Python 3.8+
Cross-Platform

Integration

Model Context Protocol
Claude Desktop
Remote API Control

Real-World Applications

Military & Defense Operations

Coordinate tactical teams in denied environments with mesh networking. Real-time threat detection through AI vision analysis, automated CoT messaging, and MIL-STD-2525 symbology integration. Maintain operations when infrastructure is unavailable.

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Emergency Response & Disaster Relief

Deploy rapidly with MESHTASTIC mesh networks requiring no infrastructure. AI-powered scene analysis for damage assessment, natural language coordination across language barriers, and mission package sharing for resource coordination.

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Search & Rescue Operations

Maintain communications over 20km+ with LoRa mesh. AI video analysis for aerial search operations, automated geospatial entity extraction from messages, and real-time team tracking with battery-optimized edge computing.

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Remote Infrastructure Monitoring

Monitor remote assets with MCP automation. AI-driven anomaly detection, natural language reporting, automated geospatial workflows, and 3D model integration for infrastructure visualization and analysis.

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Ready to Transform Your Operations?

Join organizations worldwide using AI-powered geospatial intelligence