Impact
Leadership & Impact
Leading across startups, academia, and government, from founding clinical AI companies to advising on national AI strategy and running multi-hospital benchmark studies.
Startup CTO & Co-Founder
Co-founded Skolyn, a clinical AI platform for radiology and pathology. Led all technical strategy, ML architecture, regulatory readiness, enterprise SaaS design, and fundraising narrative. Scaled infrastructure to 50,000+ scans in pilot.
127
Pathological indicators per scan
<3s
Inference per scan
95%+
Diagnostic accuracy
50k+
Scans in pilot
Clinical AI Research Leadership
Led multi-institutional benchmark studies, clinical evaluation protocols, and human-AI collaboration research at Google Health, Uppsala University, and FCAI. Designed clinician-in-the-loop studies involving 50+ clinicians and 1M+ simulated interactions.
50+
Clinicians in evaluation studies
1M+
Simulated patient interactions
5
Hospital networks benchmarked
95%+
AUC on neuro disease classification
Bioinformatics & Data Infrastructure
Designed and operated large-scale proteomics and genomics pipelines at the Technical University of Denmark and Linköping University, processing terabytes of mass spectrometry and genomic data across SLURM HPC clusters with Nextflow/nf-core standards.
10 TB+
Proteomic data processed annually
5
Bioinformatics pipelines built
30%
Runtime reduction achieved
0.87→0.94
AUC improvement in biomarker model
Public Sector & Policy Advisory
Advised on AI strategy and research policy at the European Research Council (Horizon Europe), the German Bundeswehr, and the Republic of Azerbaijan, delivering evidence-based analytics and strategic AI implementation guidance.
3
Government / intergovernmental bodies
Horizon Europe
Programme analytics framework
EU + MENA
Geographic advisory scope
Research & Publication Output
Published 11+ peer-reviewed papers and preprints spanning medical AI, foundation models, bioinformatics, geospatial intelligence, scientific computing, and trustworthy AI. Peer reviewer for IEEE Journal of Biomedical and Health Informatics.
11+
Publications & preprints
6
Research domains
IEEE JBHI
Peer reviewer
2026
Most recent publications
Teaching & Mentoring
Adjunct instructor at Linköping University delivering lectures and labs in statistics, machine learning, and bioinformatics. MSc student co-supervision at the Technical University of Denmark. Developed curriculum materials and Jupyter notebook assignments.
LiU
Adjunct instructor
TU Denmark
MSc co-supervision
Strong
Teaching evaluations