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Report abuseCS & 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) · 🛠️ AI Engineering Intern @ Digiturk (Summer 2026)
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 — Qwen3-TTS, subscription-backed |
| Lumen | Privacy-first iOS LMS client running on-device Apple Foundation Models |
| Clairvoyant | Calibration-first probabilistic forecasting for prediction markets |
| Noteground | AI lecture note-taking over a RAG pipeline |
| Jira Drafter | NLP tool turning plain-language requests into structured Jira issues, on AWS Bedrock |
- Revisability as reasoning in diffusion LMs — building a benchmark for whether dLLMs can productively revise their own drafts. Targeting ICML 2027.
- 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 · AWS Bedrock · Cloudflare
Learning Mandarin (HSK1) · reading whatever's on my desk · always shipping something
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