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Story

From robot dreams to a life of building.

I arrived in Plymouth at 19 with almost no money, barely any English, and a stubborn dream: to work with robots. Before software there was restart, labour, study, and a persistent pull toward things that have to work in the physical world.

Plymouth, iCub, ESA, NVIDIA, TEDx, Tao.

Objects

Five objects that hold the line.

Construction, robotics, NVIDIA, the thesis, and Tao keep the story physical.

Construction work in Slovakia before the software years2004

Construction, before software

Martin Peniak with the iCub humanoid robot2009-2014

iCub in the lab

NVIDIA internship badge from 20122012

NVIDIA badge

Bound PhD thesis copy2014

Bound thesis

Tao from aboveNow

Tao from above

Young construction worker on a rebar roof slab at a Slovak building site in 2004

Origin

Before software, the work was already physical.

As a child, I took household devices apart because I wanted to understand what made them work. As a young builder, I learned the practical truth: weight, tools, weather, and structure decide whether an idea holds.

Timeline

Constraint to craft.

From manual work to robotics, cameras, spatial systems, and Tao, the same pattern repeats: learn the constraint, build, test, adjust.

Arriving in the UK with almost nothing

A hard restart in Plymouth: little English, little money, manual work, and the first real test of whether a dream could survive real conditions.

The first days were cold, confusing, and often humiliating: work when it was available, study when there was energy left, and a private refusal to let the dream shrink to fit the circumstances.

Plymouth began with uncertainty before it became study, robotics, and home.

A weathered bench in Plymouth photographed in soft, overcast light.
Plymouth bench, photographed years later. A quiet marker of the city where the rebuild began.

Revell Research Systems Prize

The Plymouth work-study period ended with a First-Class BSc and the 2008 Revell Research Systems Prize as top final-year BSc Computing student. It marked the transition from survival and study into iCub, ESA rover work, and the PhD.

Astronomy, attention, and observation

Alongside engineering, astronomy trained patience, optics, timing, and careful attention: telescope alignment, planetary images, public observing nights, and the discipline of letting the sky correct the idea.

NVIDIA HQ and the CUDA robotics period

The Plymouth iCub and GPU work reached NVIDIA through an invited Santa Clara HQ presentation, a CUDA Spotlight feature, GTC material, an SC11 keynote mention, and the later Jensen Huang photograph.

From research to applied vision and spatial systems

The same question moved from robots into applied camera work, edge devices, synthetic worlds, multi-camera calibration, and perception outside the lab.

Spatial systems and Tao

The line now runs through spatial intelligence and Tao: shared coordinates, physical sites, water, paths, gardens, structures, repair, and daily care.

Tao became necessary because some things cannot stay abstract forever. After years of cameras, robots, code, and deadlines, I wanted a place where systems had to answer to weather, soil, water, fatigue, and the ordinary act of returning the next day.

Go to Project Tao

From the old notebook

Three preserved notes in the voice of the time.

The main story is edited, but the older writing keeps some of the original texture: arrival, ambition, NVIDIA, and TEDx as they felt then.

Origin

Bio

Early public profile of Plymouth, study, astronomy, robotics, ESA, and NVIDIA.

Open note
NVIDIA

Moving to California

The California research transition preserved from the earlier site.

Open note
TEDx

My TEDx Experience

The public talk seen from inside the moment, not rewritten years later.

Open note
Archive

Legacy Writing

The wider old notebook remains searchable and openable.

Open archive
Wide view of a TEDx theatre with the speaker on stage and the audience standing in applause

TEDx

TEDx put the route into one room.

The public talk gathered the route from Plymouth to robotics, GPU computing, gratitude, and the dream of building intelligent machines.

Watch the TEDx talk

Physical continuity

The builder habit was literal.

The early construction photographs sit beside the later engineering because the same lesson kept returning: structure has to meet weight, weather, tools, and time.

Martin Peniak with construction colleagues in Slovakia in 2004
Before software, the material had to hold
Tao path and garden structures showing later physical systems work
The builder habit later became Tao
Martin Peniak beside the iCub humanoid robot during cognitive robotics research

Technical root

Learning had to become embodied.

The iCub work mattered because it connected perception to action, language, timing, and body constraints. Tao answers to a different body: terrain, water, heat, paths, planting, repair, and repeated use.

Open the work

Legacy

For the people who made the work possible.

This archive is also a record of help: family, teachers, supervisors, collaborators, friends, colleagues, and the people who gave me chances when the path was not obvious. I want future readers to understand the work as a life, not just as a CV.