CS & AI Engineering student. I build AI products and research diffusion language models — mostly circling one question: how a model learns to revise its way to the right answer.
📍 Istanbul · 🎓 Işık University (CS & Eng, AI minor) · 🛠️ Incoming AI Engineering Intern @ Digiturk · 🌍 Erasmus @ BME Budapest, Fall '26
manifold — a local, type-aware diffusion code editor. Whole-region edits get steered by type-checker feedback inside the denoising loop, on Apple Silicon (MLX).
prometheus — self-evolving LLM training through autonomous verification expansion, all on consumer hardware.
Mostly closed-source — happy to walk through any of them.
| Project | What it is |
|---|---|
| Nuans | AI Turkish news intelligence — aggregation + LLM bias analysis |
| Mimik | Voice-cloning iOS app, heading to the App Store |
| Lumen | Privacy-first iOS LMS client running on-device Apple Foundation Models |
| Clairvoyant | Calibration-first probabilistic forecasting for prediction markets |
- Revisability as reasoning in diffusion LMs — building a benchmark for whether dLLMs can productively revise their own drafts. Targeting ICML, with a faculty co-author.
- Self-supervised image classification — RotNet pretraining + EMA + pseudo-labeling (Kaggle).
🥇 1st in Turkey — Huawei ICT Competition, Cloud Track
🥉 3rd in Europe — Huawei Developer Competition 2025
AI/ML Python · PyTorch · MLX · Hugging Face · RAG · pgvector
Mobile Swift · SwiftUI · Apple Foundation Models
Backend / Infra Postgres · Supabase · Docker · GCP · Cloudflare
Learning Mandarin (HSK1) · reading whatever's on my desk · always shipping something