Lead AI & Software Architect working on cybersecurity and regulatory compliance (NIS2, DORA) by day — builder of small, sharp-edged tools on the side.
- Sentin-NPU — on-device privacy gateway for AI traffic: checksum-verified IDs (PESEL, IBAN, payment cards) and NER catch sensitive data before a prompt leaves the laptop, with inference running on the machine's otherwise idle Intel NPU (OpenVINO). Measured, not assumed: 2× less energy than the iGPU at realistic load; audit events carry metadata, never content. The write-up.
- behavioral-auth — local-only behavioral biometrics for Linux: continuous identity verification via keystroke/mouse dynamics, fused with face recognition. No cloud, alert-only by design.
- Pick_Route_Optimizer — warehouse picking route optimization on Google OR-Tools, with a map editor that catches broken layouts before they break a shift.
- DepthForge — turns paintings into 3D-printable tactile reliefs for blind and visually impaired people, using AI depth estimation (Intel OpenVINO).
- GazeCtrl — webcam-only eye-gaze tracking, no IR hardware, built as an input layer for AAC applications.
Two threads, one habit: get the boring infrastructure right, then let it disappear into the background for the people who actually need it.