Teamwork
ATLAS laboratory
Leo arrives at a desk slightly apart; everyone else already has work to do.

- Where we are
- On a research floor at UMC, entered from the campus corridor.
- What it feels like
- Daylight through tall windows, keyboards, brief conversations and the steady sound of nearby equipment.
ATLAS is the Responsible AI Laboratory at the fictional Universidad Metropolitana del Centro. It occupies part of a shared research floor and has other projects alongside Benchmarking WSI Privacy, Track 1. In that challenge, the team studies whether digital tissue images can be linked even after names have been removed. Leo joins through a paid, supervised opportunity; the people already there have work that does not stop to welcome him.
What is here
- Six desks arranged in two islands, with tall windows along the west side.
- A mobile whiteboard, a delivery board and task cards naming the person responsible.
- Plants among the desks and a coffee corner away from the infrastructure.
Different ways of working
Mara prepares and preserves data versions; Alicia checks the claims made about them. Nico connects tools and services; Jun organises how they run. Leo joins the modelling and development work. Nadia reviews the method during her allocated hours, while Inés sets priorities and answers for the whole project.
That division of work is visible in the desks, papers and conversations. Someone may be comparing two images while someone else checks a run. Gathering around the same screen does not mean everyone is looking for the same answer.
Finding a place
The central islands let people ask for an opinion without calling a meeting. They also make it hard to shut out conversations, movement and interruptions. Leo arrives at a desk slightly apart from the group and still reads that distance through his own doubts. Headphones give him room to concentrate; they do not stop the people around him from needing something.
Work left in view
The delivery board, comparison sheets and named task cards turn an idea into visible commitments. Leo’s laptop and Mara’s notebook take up little space, but hold different decisions. Changing one part of the work may require someone else to review another. At ATLAS, finishing your part and leaving it usable by others do not always happen at the same time.
One floor, several atmospheres
The west-facing windows light the central desks. At the far end, the servers are in the north-west and the review room in the north-east; Inés’s office is on the east wall. Moving rooms makes it possible to go from testing an idea to discussing its limits or speaking privately. The coffee point is on the same floor; going to La Segunda Taza means leaving campus and allowing for the time of the people working there.
Who spends time here

Machine Learning Engineer · models and tools
Leo Martín ↗
He arrives at ATLAS with plenty of ideas and an eye on what others think of him.

Data Engineer · data preparation and lifecycle
Mara Quispe Salazar ↗
Between ATLAS, her master’s and the café, keeping an afternoon free is difficult.

Data Analyst · analysis and validation
Alicia Valcárcel ↗
She analyses, coordinates and tries to hide when she is uncertain.

Software Engineer · development and integration
Nico Serrano ↗
He likes fixing what fails and suggesting something to do afterwards.

MLOps · runs, resources and agents
Jun Park Etxeberria ↗
He wants the system to work and the working day to have an end.

Data Scientist · evaluation methodology
Nadia Vidal ↗
She divides her working time between two projects and needs well-prepared questions.

Scientific direction and laboratory leadership
Inés Valdés ↗
Funding, deadlines and priorities all end up on her desk.
Continue through their world.

Shared resources
Server room ↗
There is a queue here too, though nobody stands in it.

Decisions
Inés’s office ↗
Closing the door makes room for things that are hard to say in front of the team.

Results and questions
Evaluation room ↗
Before accepting a score, there are a few questions to answer.

University life
The campus between doors ↗
A conversation can start just as the other person needs to leave.

Life outside ATLAS
La Segunda Taza ↗
For Mara, meeting here can coincide with being on shift.
