books
2025 Reading List
Books from 2025: product thinking, communication, AI, and seeing things differently.
Senior AI engineer / PhD
Building useful
AI systems.
I'm George, an AI engineer with a background in speech and multimodal learning. I now work on building automation at Honeywell. I enjoy understanding a problem, working through the constraints, and building something useful.
9+ yearsResearch to real-world systems
PhD, Trinity College DublinMultimodal machine learning
Customer softwareProduct, development, and support
01 / Selected work
Research and engineering.
Honeywell Applied AI 2025 — present
Modelling buildings with graph neural networks
A framework for representing building topology, developed locally and deployed to a governed endpoint on Azure Databricks.
Governed endpoint
Xperi Edge AI 2021 — 2024
Speech recognition on a 100 mW processor
An end-to-end speech recognition engine for the Ergo edge processor, decoding in real time with a fixed one-second delay.
100 mW / 1 s latency
Trinity College Dublin Multimodal research 2016 — 2020
AV Align: learning to see speech
Cross-modal attention for speech recognition, developed during my PhD to learn how sound and lip movement fit together.
Encode → align → decode
How I like to work
Understand the problem.
Work with the people.
I've worked in research, product development, and customer support. Those roles have made me more interested in what people are trying to do, and in whether the software actually helps them do it.
That’s what draws me to forward deployed engineering.
More about my approach02 / The notebook
From the notebook.
Books, ideas, and lessons from outside the code editor.
Reflections
Master of Change questions
Five questions from Brad Stulberg on identity, expectations, and finding room for change.
Reflections
Tribe of Mentors questions
My answers to the questions from Tim Ferriss’s Tribe of Mentors, on learning, community, and what matters.
Away from the screen
A few more miles.
One more chapter.
You’ll often find me out with Bray Runners, at the local parkrun, or with a non-fiction book. I like learning things that change how I see the world.
Glenmore Marathon, 2025 Let’s connect
Get in touch.
I'm interested in forward deployed engineering roles where I can work directly with customers and take a problem through to implementation.
george.sterpu@gmail.com