Engineering workflow automation
Hands-on work connecting spatial data, design applications and repeatable engineering tasks, including MCP-based design workflows.
GIS / BIM / MCP WORKFLOWSEXPERTISE / ENGINEERING AUTOMATION
Where engineering
meets intelligence.
Experience in engineering workflows, machine learning deployment and connected data systems—applied to practical design, automation and operational challenges.
APPLIED ENGINEERING
From the model
to the working system.
Practical experience informs how we approach automation: understand the context, connect the information and keep the result observable.
Machine learning at the edge
Experience with quantized vision models, multimodal field-survey inputs, deployment pipelines and monitoring model behaviour over time.
EDGE INFERENCE / MLOPS / SENSOR FUSIONConnected data & reliable systems
Distributed backends, event-driven data flows and observability that help complex systems exchange information and make failures easier to investigate.
DATA PLATFORMS / TELEMETRY / DIAGNOSTICSRESEARCH & EXPERIMENTAL WORK
Exploring the next
engineering frontier.
Research themes and experimental scenarios that inform our technical direction.
Compression-aware multimodal learning
Research into compact representations and multimodal learning under deployment constraints, including embedding models and heterogeneous inputs.
Spatio-temporal intelligence
Graph-based and temporal modelling of connected systems, with an interest in how spatial relationships, sensor inputs and changing behaviour interact.
Open RAN & distributed learning
Experimental federated-learning monitoring for potential 6G / Open RAN scenarios, including observability, client dropouts and resilient learning across the edge.
YOUR PROJECT, OUR STARTING POINT
Bring a real problem.
Find the right approach.
Talk to us about a design workflow, an edge deployment, a data integration challenge or an experimental system. We’ll start with the problem, the available information and the outcome you need.
COMING SOON / EARLY CONVERSATIONS
Start with your site.
Or your hardest problem.
Tell us what you want to design, automate, understand or improve. We’ll start with the challenge and the result you need.