Danila Kozlov

Experiments
& writing.

Things I’ve built, tested and written about.

2026 · Embodied learning

Born to Learn

Same model, same training budget. Different ways of exploring produced different body schemas.

Danila Kozlov et al. · UCL

2026 · On-device models

PropertyScan

A phone walkthrough that checks coverage before you leave the room. Capture works; defect detection is in development.

2025 · Agent security

Agents We Made Insecure

A survey of attacks through tools, retrieved information and other agents—and what model-level tests miss.

Two more experiments.