GenAI Coding in Action: Building Emergency Response Tools with Dynamic Devices

Showcasing how we at Dynamic Devices leveraged GenAI development to create advanced visualisation tools for emergency services applications.

In this video, I demonstrate the INST UWB Position Visualiser v4.0 that we developed at Dynamic Devices entirely through GenAI with Claude. This real-time visualisation tool represents our commitment to advancing emergency response coordination through innovative development approaches.

THE INST PROJECT: At Dynamic Devices, we were approached by emergency services workers who highlighted critical coordination challenges they face during major incidents, particularly drawing on lessons learned from events like the 2017 Manchester Arena incident. Through our work on the INST project, we’ve created a sophisticated visualisation platform that demonstrates how GenAI can produce complex development tools without traditional coding workflows.

THE DEVELOPMENT APPROACH: Working exclusively through GenAI, we generated over 4,000 lines of production-ready code, complete documentation, testing frameworks, and deployment pipelines. This project showcases Dynamic Devices’ innovative approach to rapid development tool creation using AI collaboration.

WHAT THIS TOOL DELIVERS:

• Real-time UWB positioning visualisation with centimetre-level precision
• Advanced physics simulation with natural movement algorithms
• MQTT integration supporting satellite communication resilience
• Responsive interface optimised for emergency services tablets
• Complete CI/CD pipeline with comprehensive automated testing
• Modular architecture enabling multi-agency coordination workflows

WHY THIS MATTERS: This project demonstrates how Dynamic Devices is pioneering GenAI development for critical applications. Our collaborative approach with AI reveals new possibilities for accelerating emergency services technology development while maintaining production-ready standards.

INDUSTRY RECOGNITION: Our visualisation tool supports the European Space Agency (ESA) and UK Space Agency (UKSA) INST project through the Business Applications and Space Solutions Programme. We’re working in collaboration with a consortium including MVine Ltd to deliver this critical emergency response technology, validating Dynamic Devices’ capability to deliver enterprise-grade development tools.

RELEVANT FOR:

• Technology leaders interested in Dynamic Devices’ AI development capabilities
• Emergency management professionals seeking our advanced visualisation solutions
• Software architects exploring our AI-assisted development methodologies
• Innovation teams considering partnership with Dynamic Devices
• Public safety organisations evaluating our emergency services technology

HOW TO GET INVOLVED:

• Try the live demo – Explore the visualisation tool at https://dynamicdevices.github.io/inst-visualiser/
• Support the project – Star the GitHub repository and contribute to the open-source codebase
• Partner with us – Contact Dynamic Devices to explore GenAI development for your projects
• Stay connected – Follow our progress on LinkedIn and future INST project developments

ABOUT DYNAMIC DEVICES: We specialise in embedded systems and connected devices, with this project backed by ESA and UKSA funding through the Business Applications and Space Solutions Programme. Our team combines deep embedded systems expertise with cutting-edge development approaches to solve complex connectivity challenges.

Contact: info@dynamicdevices.co.uk
Website: https://www.dynamicdevices.co.uk

Our founder Alex has been developing a short course for graduate engineers on how TCP/IP works to underpin the Internet we all know and love today. This is the second time the course has been run for the engineering team here at Dynamic Devices and hopefully it is of interest. In Part One Alex spoke about the basics of how computer devices send information to each other within a local network and across networks. If you want to learn more about it, check out this video In Part Two he covered IP address assignation (DHCP), ARP mapping between IP and MAC addresses, Internetworking, gateways and routers, Ping and traceroute for understanding network connectivity, Connectionless and Connection orientated protocols (UDP and TCP) – Ports and Services. For  more see the video here And in Part Three Alex covers

A recap on previous sessions
– OSI model and mapping to TCP/IP stack
– UDP (connectionless protocol)
TCP
– Ports
– Example of making HTTP connection over TCP to a webserver
– BSD sockets API, packet loss, packet retries, timers, ioctls()
– Telnet and nagle algorithm
– TCP connections and hacking techniques, denial of service (DoS)
– Connection failure scenarios e.g. over cellular and TCP KeepAlive
– Using WireShark and Browser Development tools to see network communication
– Promiscuous mode and potential issues seeing packets on wired and wireless networks.
– WiFi and WiFi scanner tools
DNS servers and domain to IP mapping with HTTP requests
Types of DNS records (NB: A is an Address record not an Anchor, missed CNAME)
URL format (NB: %% not valid in a URL use %25)
HTTP methods
TLDs – top level domains – and domain registration
Intro to MQTT
Time and NTP
Use of domains rather than IP addresses
Dynamic IP addresses and Dynamic DNS 

Our founder Alex has been developing a short course for graduate engineers on how TCP/IP works to underpin the Internet we all know and love today. This is the second time the course has been run for the engineering team here at Dynamic Devices and hopefully it is of interest. In Part One Alex spoke about the basics of how computer devices send information to each other within a local network and across networks. If you want to learn more about it, check out this video In Part Two he covers – IP address assignation (DHCP) – ARP mapping between IP and MAC addresses – Internetworking, gateways and routers – Ping and traceroute for understanding network connectivity

– Connectionless and Connection orientated protocols (UDP and TCP) – Ports and Services.

Our founder Alex has been developing a short course for graduate engineers on how TCP/IP works to underpin the Internet we all know and love today. This is the second time the course has been run for the engineering team here at Dynamic Devices and hopefully it is of interest.

In Part One Alex talks about the basics of how computer devices send information to each other within a local network.

This session covers

– Basics of the OSI model and TCP/IP stack
– MAC Addresses
– IP addresses and netmasks, network classes

In Part Two, Alex will delve deeper into the intricacies of network protocols and explore the fascinating world of data transmission. Join us as we uncover the secrets behind packet switching, routing algorithms, and network security.

Expand your knowledge, sharpen your skills, and become a master of the digital realm!

NOTE: Things that need improving next time this course is run (v3)

– More accurate description of OSI model as relating to TCP/IP

– Less confusion about network class prefixes

– TBD based on feedback