Research word cloud

Kemal Özkırşehirli

MIT B.Sc. candidate · Computer Science and Engineering · Chemical Physics · Mathematics

Cambridge, MA, USA - kemalozk@mit.edu

  • MIT B.Sc. candidate, expected May 2027; GPA 5.0/5.0; majors in Computer Science and Engineering, Chemical Physics, and Mathematics; minors in Philosophy and Writing.
  • Current work spans protein foundation model red-teaming, ChromoGen-style 3D chromatin diffusion, autoimmune target discovery, TBXT CADD, ChemAgent-QSM, EVEdesign protein design, antibody RL, and ML-augmented renormalization group theory.
  • Selected from 800+ applicants for PRISM 2026; selected as one of 22 worldwide Kupcinet-Getz Scholars; current and recent work across MIT, A*STAR, Columbia, Harvard Medical School, Weizmann, and Pedal AI.
  • Medalist in the International Chemistry Olympiad and International Mendeleev Chemistry Olympiad; TÜBİTAK National Chemistry Olympiad silver medalist; World Science Scholar; Waterloo distinction recipient.

I build AI/ML, generative/diffusion-model, molecular simulation, free-energy, and inference systems that turn scientific complexity into computable representations for decision-making in drug discovery, protein design, chromatin biology, theoretical chemistry, and statistical mechanics.

Professional

About me - Professional - Education - Awards - Contact - CV (pdf)

Research - Protein Safety - CADD - Chromatin - Target Discovery - Quantum/Stat Mech

Teaching - 6.1200[J] - Berker Group - Mentoring

Writing - Essays held back for launch - AI for Science notes held back

Skills - Computational Stack - Languages - Humanities

AI/ML for Science - Selected Work

Protein Models and Safety

PRISM - adversarial evaluation, reliability checks, uncertainty calibration, and failure taxonomies for protein foundation models [code pending release]

EVEdesign - 21-person, 18-institution, 8-country open protein-design collaboration; uncertainty-aware multi-objective candidate selection [code pending release]

Antibody RL - structure-informed cross-attention transformer and PPO pipeline using OAS, SAbDab, IEDB, AF-Multimer/IGFold metrics

CADD and Drug Discovery

TBXT - 11-person chordoma/TBXT sprint; 2,274 compounds + 737 analogs + 30,000 BRICS recombinations to a 570-compound novelty-filtered pool

V2M - autoimmune genetics-to-mechanism target-discovery engine with single-cell foundation models, QTL/colocalization, and targetability checks [code pending release]

Pedal AI - LangGraph/FastAPI chemistry agents, retrosynthesis route trees, <50ms latency, 15,000+ daily API requests, 100,000+ predictions [code pending release]

Genome, Chromatin, Diffusion

ChromoGen V2 - conditional diffusion for small-molecule-perturbed single-cell 3D chromatin ensembles with Plate-C/Easy Dip-C/CHARM-style data [code pending release]

Biochemical Diffusion - PINN/neural-ODE stochastic simulation of nonequilibrium reaction-diffusion networks; Euler-Maruyama, Runge-Kutta, Gillespie SSA [code pending release]

Sequence-to-State - variant-effect scoring, Perturb-seq validation, counterfactual immune-state transport, and structure-aware target prioritization [code pending release]

Theory, Simulation, Agents

ChemAgent-QSM - LLM-guided quantum/statistical-mechanics pipelines using PySCF; TCFs, local order, relaxation, mobility, spectra

Renormalization Group - GNN/PyTorch Kadanoff RG framework for spin systems, fixed points, and phase boundaries [code pending release]

DFT → kMC - multi-scale computational organic chemistry pipeline; 20+ transition states, 500+ trajectories, 22% predicted yield optimization [code pending release]

Education and Awards

MIT - CS&E, Chemical Physics, Mathematics; Philosophy and Writing; GPA 5.0/5.0; expected May 2027

Olympiads - IChO, Mendeleev, TÜBİTAK, Istanbul Science Olympiads, CHEM13, Galois, Sir Isaac Newton distinctions

World Science Scholar - selected among 52 scholars from 22 countries for exceptional mathematical talent

Coursework and Toolchain

CS/AI - deep learning, NLP, algorithm engineering/design, sublinear algorithms, theory of computation, stochastic processes, computer systems

Chem/Physics/Math - advanced organic chemistry, probability, linear algebra, chemical physics, statistical mechanics, free-energy methods

Stack - Python, C/C++, CUDA, HPC, SLURM, PyTorch, RDKit, OpenMM/OpenFE, GNINA/Vina, Boltz-2, PySCF, GNNs, transformers

Teaching, Writing, Humanities

6.1200[J] - proof-intensive discrete math teaching fellow/grader for 250+ student MIT EECS cohort [code pending release]

Berker Teaching - mentored 200+ students while teaching condensed augmented chemistry and classical/quantum mechanics courses [code pending release]

Humanitas Core - theory of models, rhetoric, advanced essay/poetry, philosophy of language/religion/politics, metaphysics, memoir

My Pages

CV - full web CV with education, research, teaching, honors, skills, languages, interests, and hobbies

CV PDF - downloadable source CV

GitHub - public code profile and released repositories

LinkedIn - external profile

Email - contact

Kemal Özkırşehirli portraitKemalProfile thumbnailPortraitResearch word cloudResearch MapProtein design archive tileProtein DesignCADD archive tileCADDChromatin archive tileChromatinStatistical mechanics archive tileStatMechTheoretical chemistry archive tileChemistryTeaching archive tileTeachingOlympiads archive tileOlympiadsMIT archive tileMITWriting archive tileWritingCambridge notesCambridgeLab notebook moodboardLabNotebook and essay draftingNotebook