I build things with language models: research tools, apps, and the infrastructure underneath.

I'm Ata Ateş, a computer science student at Işık University in Istanbul, graduating in 2028. Recent work spans a diffusion-model code editor, a voice-cloning app, a news bias analyzer, and a marketplace for open-model inference. I'm working toward a PhD in AI.

Projects

Manifold
A local, type-aware diffusion code editor for VS Code. Whole-region edits with an on-device diffusion LLM; pyright diagnostics re-mask and re-steer the denoising loop mid-edit. Runs fully on Apple Silicon.
inference.cx in design
A demand-driven marketplace for open-model inference: hosts get paid to serve the models people actually request. Currently designing the pricing mechanism and a privacy layer that keeps prompts unreadable on host machines.
Prometheus
Self-evolving LLM training through autonomous verification.
Mimik
Voice-cloning iOS app built on Qwen3-TTS. Launched with a multi-agent QA setup that caught real security bugs before release.
Nuans
Turkish news aggregation with bias analysis. pgvector, an LLM pipeline, and Telegram delivery.
Hermes in progress
An AI heads-up display for Even Realities G2 smart glasses: gateway, gesture state machine, and a card protocol for what appears in your field of view.
Clairvoyant, Modus
Two Polymarket bots: time-series forecasting with the Kronos model, and coherence arbitrage across logically linked markets.

Elsewhere

2026
AI engineering intern at Digiturk / beIN Media Group, Istanbul.
Huawei ICT
First place in Türkiye, Cloud Track, with team Cloud Nine.

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