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. Motion capture and force plates drove a humanoid
copying a person's upper body in real time, and my thesis at Reliev detected epileptic seizures from ECG and motion data.
first time a robot moved because I moved
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
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.