Tested where it counts
A simulation is a starting line, not a finish line. We validate on real machines, real devices and real networks.
Technology that holds up in the real world.
Networks that defend themselves.Devices that know who's holding them.Connections that refuse to drop.
Built for the moments when failure isn't an option.
XG Dynamics is a research and engineering company working where security, artificial intelligence and connectivity meet.
Our projects start as research questions and end as systems that run on real hardware, inside real networks, for people who depend on them every day.
Technology should earn trust by how it performs under pressure, not by what it promises.
How we work
Every milliwatt matters
Batteries that must last, processors with no room to spare. Efficiency shapes everything from the first line of code.
Your data stays yours
Edge-first by design. Data stays where it's collected, encrypted at rest and in transit, under its owner's control.
Hard problems. Real hardware. Measurable results.
AI that learns to defend
Protection that evolves, adapts and stays ahead.
- Attacker vs. defender agents
- Trained at scale
- Validated on real systems
Research-grade wearable data
Serious science from the watch on your wrist.
- ~1.4% battery / 14 h
- 99.99%+ fewer wake-ups
- 94%+ offline accuracy
Our technology: built in-house, reused in every project.
Early-exit neural networks
Models that stop thinking the moment they're sure, so serious AI runs on low-power processors with no GPU.
Simulation-to-emulation bridge
One message bus moves the same AI agents from fast simulations to emulated networks of real machines, without rewriting a line.
Robotic sensor validation
An industrial robot arm replays recorded human motion while holding several devices. Same movement, every time.
Cloud anchor
A stable public IP that lives in the cloud, not on any single connection, so sessions stay alive when a link goes down.
What we do.
Cyber defense
Autonomous AI agents that learn to defend networks against cyberattacks, trained at scale and validated on real systems.
Edge intelligence
Ultra-efficient AI running directly on wearables and edge devices: continuous identity and research-grade sensor data, privacy-first.
Resilient connectivity
Fiber, 5G, satellite and DSL in one resilient link, with real-time visibility and intelligent traffic management over every connection.
For organizations where “mostly reliable” is not good enough.
Devices must stay trustworthy, batteries must last, and sensitive data should stay exactly where it was collected.
- Enterprise & IoT security
- Finance
- Healthcare
- Retail & Hospitality
- Clinical & health research
- Always-on businesses
Let's build something that lasts.
A research collaboration, a technology partner for a hard problem, or an internet connection that stays up. Whatever brought you here, we'd love to talk.