Ethosoft people
Nedim Mutlu Sezer
Technology Lead, Co-founder & CTO
An AI researcher and systems builder working across reproducible model evaluation, Turkish language models, biomedical signals, multimodal learning, and scientific computing.
Profile
Measurement discipline meets end-to-end engineering.
Nedim co-founded Ethosoft and leads its technology direction as CTO. His research practice is centered on separating genuine model capability from artifacts introduced by data ordering, evaluation design, compute allocation, or safety integration. He favors preregistration, multi-seed experiments, negative-result reporting, and reproducibility packages that make both successful and failed claims inspectable.
The supplied CV also documents a broad biomedical and scientific-computing practice: real-time inference for X-ray, colonoscopy, EEG, ECG, EMG, echocardiography, OCT, fundus, and heart-sound data; protein structure and docking workflows; and high-energy-physics event analysis.
Research
Selected research and publications
- EpiLang — project lead on endpoint-induced collapse and memorization without systematic rule generalization in a controlled modulo-11 task.
- Testing Surprisal as a Compute-Allocation Signal — a preregistered long-horizon study separating routing mechanisms and reporting a null endpoint result.
- Mycelium — project lead on counterfactual removal tests for whether language-model safety mechanisms are behaviorally load-bearing; its IEEE TDSC manuscript is under review.
- NEDOQwen and Foresight — contributor to Turkish language-model evaluation, tokenizer auditing, benchmark diagnosis, and calibration-gap research.
- UGTC and delayed-neural-network stability — accepted-work and working research directions on uncertainty-gated actor-critic estimation and GPU stability atlases for sensor-driven systems.
Applied work
Selected systems
Clinical AI
Model development across cardiomegaly screening, polyp segmentation, epilepsy early warning, multimodal ECG diagnosis, heart-sound classification, echocardiography, and eye imaging.
G6PD drug simulation
AlphaFold, RDKit, GNINA, and a Flask viewer for R166H mutant analysis and computational pharmacological-chaperone screening.
Quantum collision toolkit
Open scientific-computing tools for QCD, Higgs, and missing-energy event classification, detector simulation, geometry import, and 3D inspection.
Turkish language models
Pretraining data, tokenizer coverage, Mamba/SSM research, and reproducible evaluation for low-resource Turkish NLP.
Experience
Research leadership at Ethosoft.
- Ethosoft — Co-founder and CTO (September 2024–present), leading data processing, model training, GUI development, deployment pipelines, research events, and technical direction.
- İTÜ UZDES / Türkiye Space Agency collaboration — AI research intern working on space-support systems and the National Space Program context.
- TRUBA / TÜBİTAK ULAKBİM — Research access for GPU/HPC model training, large-scale data processing, and reproducible Slurm workflows.
- Research collaborations — Biomedical data work with Biruni University and wearable EEG hardware work with the METU MEMS research group.
Recognition
Results across research and competition.
The supplied CV lists EU Code Week Türkiye and Europe first-place results with a jury special award, DataMedX first place, MindBricks first place, Living Lab second place, and the TEKNOFEST 2025 national third-place result with a high-school presentation-score record. It also records finalist placements at the Mersin University R&D Project Market and Bilişim Vadisi incubation support.
Connect