Robots used to be programmed.
Now they're starting to be taught.
Show a robot enough demonstrations, give it a camera and a sentence, and it can learn to act.
I'm curious about what comes after that — when robots don't just see and listen,
but also feel, anticipate, and work safely next to people.
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01
Seeing & understanding
Vision-Language-Action models that turn pixels and words into motion.
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02
Feeling
Giving policies a sense of touch, for the delicate, contact-rich tasks that vision alone can't handle.
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03
Thinking fast
Fitting big models onto small computers, so a robot can decide what to do in under 30 milliseconds.
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04
Being trustworthy
Certifiable, reproducible AI for machines that share space with humans.
How I got here
2012 – 2019engineering, then data
Cars, then data.
I studied automotive engineering and found that the part I loved most was the software
deciding what the machine should do. At Accenture and EMIS Health I worked on telecom data, speech models
for NHS emergency calls, and the data lake that fed them.
a model is only as good as the pipeline behind it
2020 – 2022a master's in robotics
Robots, finally.
A master's in Advanced Robotics at École Centrale de Nantes, where I built my robotics foundations:
kinematics, dynamics, control, sensors, AI and humanoids. My favourite project used motion capture
and force plates to have a humanoid copy a person's upper body in real time.
first time a robot moved because I moved
2022bio-signals at Reliev
A detour through the brain and heart.
At Reliev I worked with ECG, EEG and other bio-signals to detect epileptic seizures, with deep learning
on top of careful signal processing. I also built the pipeline that handled ECG data at scale,
from ingestion and cleaning to training, all aimed at making life safer for people living with epilepsy.
same question as robotics: what is this signal trying to tell me?
2022 – 2024autonomous mobility
Machines on the move.
At Huber Automotive I built camera, LiDAR and radar perception for autonomous vehicles on tight embedded budgets,
and worked with Fraunhofer IPA on VeoPipe, a pipeline for AI you can actually certify.
2024 – nowhumanoids
Teaching humanoids.
At Neura Robotics I fine-tune Vision-Language-Action models on teleoperation data, give them a sense of touch,
and get them running on Jetson and Qualcomm hardware fast enough to close a real control loop.
this is the fun part · see Neuron AI ↗
I'm always happy to chat, whether that's about robots, research, or interesting problems.
Say hello →
I speak Tamil at home, English at work, French when I'm feeling brave, and German…
ich übe noch.