Hi 👋,
I’m a Member of Technical Staff at the UK AI Security Institute, where I work on frontier-model evaluation and research engineering. My research includes Phantom Transfer (NeurIPS 2026) and SandboxEscapeBench (ICML 2026 Spotlight).
My work spans AI safety research, model training and evaluation, distributed infrastructure, and early-stage AI products. Previously, I built production systems at Confluent and co-founded an applied-AI company through Entrepreneurs First.
Phantom Transfer: Data Poisoning can Survive Data-Level Defences
Co-first author · NeurIPS 2026
Paper · Code · Alignment Forum · LessWrong
Quantifying Frontier LLM Capabilities for Container Sandbox Escape
ICML 2026 Spotlight
Paper · Code · Blogpost
Weak Constraint Gaussian Processes for Optimal Sensor Placement
Journal of Computational Science 2020
Paper
Data Learning: Integrating Data Assimilation and Machine Learning
Journal of Computational Science 2022
Paper
Multimodal Property Search — natural-language search over images and listing text
Gaussian-Process Sensor Placement — MSc research project
Whisper & Llama Fine-tuning — domain adaptation experiments
Two-Tower Document Retrieval — semantic retrieval system
Robot Brain Cluster — distributed compute / robotics project
Budgeting App — UX research and mobile product design
Camping Store — responsive e-commerce design
Examenstein — earlier product concept
Image Captioning Generator — deep-learning residency project
Connect with me over LinkedIn or email me at durtolga1@gmail.com