The AI Researcher's Journey

Real-world Projects.
And in months: a paper, a capstone, a thesis.

A bachelor, an MSc student, a PhD candidate, a postdoc, a professor. They walk in tired of toy datasets, find real-world projects with structured information and clear methods, and walk out with a co-authored publication, a capstone project or a defended thesis.

AIR

AI Researcher

Professor · Postdoc · PhD · MSc · Bachelor
I want real-world data, real publications.
01Reactivation

Browse Project Plaza → One-Pagers

Talk to the AIR Companion to get curated matches, or browse the Project Plaza by method, domain, dataset. Both surface One-Pagers with legal pre-cleared scope.

CompanionCurated matches
Project PlazaBrowse by method · domain
02Structured scope

Apply → Collaboration Match

Research collaboration, MSc thesis, BSc thesis, or classroom exercise. One click at the tier that matches your stage. Legal framework resolved upstream. The Domain Researcher reviews and accepts — you're matched.

One-PagerFind your interest
MatchResearcher accepts
03Publish

Project Room → Publication

The collaboration unfolds in the Project Room — a shared workspace with downloadable audit trail. Output: a co-authored paper, a methodology, a thesis.

Project RoomCo-author workspace
OutputPaper · methodology
The promise to AI Researchers

Browse, Apply, Publish.

Projects ready to implement — with clear and structured information in One-Pagers. Browse your areas of interest (CV, ML, NLP, etc.) and collaborate to create new methodologies and publish papers, under European AI-Act.

01 — Real-world Data

Real-world datasets, real-world science.

The projects are created by scientific researchers, curated and structured by us into One-Pagers, ready for you. All cleared upstream: EU AI Act risk class, GDPR posture. Browse your interest and apply.

32,000 Erysimum annotations on images cleared upstream — EU AI Act + GDPR ready.
02 — Structured Scope

Every project, a Technical One-Pager. Apply at your tier.

Scope, dataset, method direction, risk classification, citations, expected output — all visible before you click. Apply at your tier: research collaboration, MSc thesis, BSc thesis, or classroom.

4 tiers × multiple methods per One-Pager · clear apply criteria · researcher-verified.
03 — Publication

Publish papers, Ship methodologies.

Project Room as your collaboration surface with the researcher. Audit trail downloadable. EU alignment inherited from upstream. The path from match to publication and new methods stays clear.

Match → Project Room → publication + new methodology.
“MSc students, PhD candidates, professors and researchers in AI deserve to work with real-world data, not toy or sketchy datasets that never reach publication. <brand/> AI Science Hub delivers projects created by researchers and curated into structured One-Pagers — scope, methods, risks pre-defined — with a Project Room where collaboration leads to publishable papers and new methods, under EU data governance.”
— Cristobal Bragagnolo, Founder · UGR / OPIT
scheria.eu/browse
42 projects
AllComputer Vision · 14NLP · 9Time series · 7Tabular · 8Multimodal · 4
SCH-0291 MSc BScArt. 50 · Limited
Rare-disease MRI classification with self-supervised pretraining
EU university · Neurology · 1,820 scans · DPA-cleared
SCH-0288 ResearchHigh-risk · Art. 6
Glacier retreat detection on Sentinel-2 time series · Pyrenees
EU university · Geosciences · 8 yrs · Open data
SCH-0301 ClassroomMinimal
Sentiment in 19th-century Spanish press · NLP exercise
EU university · Humanities · Public corpus
SCH-0291 MSc BScArt. 50 · Limited
Rare-disease MRI classification with self-supervised pretraining
EU university · Neurology · 1,820 scans · DPA-cleared
The AI Researcher Magic Moment

Browse projects that are actually ready.

Every card is a Technical One-Pager. Scope, datasets, EU AI Act tier — all visible before you click apply. No more “the data will be ready soon.”

01

Scope pre-defined

The researcher already approved methods, data and tier portfolio. You apply to a defined collaboration.

02

EU Act + GDPR pre-cleared

EU AI Act tier and GDPR posture resolved upstream. Clean legal slate from day one.

03

Co-authorship collaboration

The project becomes a shared publication, credited to both Domain Researcher and AI Researcher.

ONE-PAGER Projects

A structured One-Pager. Every project. Every time.

The output isn't a chat log — it's a publishable One-Pager Project. Created with the Domain Researcher, ready for the AI Researcher.

SCH-0273·Computer Vision·Plant phenotyping

On-device CNN for automated landmark detection in Erysimum morphometrics

A dataset of 32,000 landmarks over images of Erysimum flowers, manually annotated in 32 morphometric points around the calyx. The proposed method replaces a 3-day manual annotation pipeline with a 5-minute on-device CNN, enabling field-side morphometric work for ecologists.

Data type
RGB flower images · 32,000 landmarks (32 points / image)
Method direction
Lightweight on-device CNN
Domain
Ecology · Geometric morphometrics
Researcher
John Doe
Expected output
Q1 publication + open-source toolkit
Personal data
None · plant imagery only
Teaching-tier portfolio
Research collaborationOpen
MSc thesisOpen
BSc thesisOpen
Classroom exerciseOpen
EU AI Act · Limited risk

No personal data · GDPR-by-design. Downloadable audit trail.

Picked up by
PhD candidates
Research collaboration
Picked up by
MSc thesis students
MSc · EU partner universities
Picked up by
BSc thesis students
BSc · EU partner universities
Picked up by
Classroom cohorts
Classroom tier
Trust Pillars

European Data Governance. By design.

Trust is not a section in our terms of service. It is the foundation every conversation, every match, every export sits on.

EU data residency

Your data does not leave the European Union — at rest, in motion, or in transit through model inference.

Zero retention on LLM processing

All LLM and embedding providers operate under no-train, no-retain agreements. Disclosed on the first turn of every intake conversation.

EU AI Act · Limited risk

Scheria itself is classified as limited-risk under Article 50. Each One-Pager carries its own classification with article-level citations queried in real time from EUR-Lex.

Auditable by design

SSO-ready for university IDP integration. Per-project audit log, downloadable, ready for institutional DPA review.

Scheria - AI Science Hub