Traversability Estimation from Occluded LiDAR
MSc thesis, Poznań University of Technology — in progress
Estimating traversability cost for mobile robots from partially occluded LiDAR point
clouds — reasoning about terrain the sensor can only partly see.
MPC Control for an Autonomous Racing Drone
Europe Embodied Hackathon, Munich, Jun 2026
Model Predictive Control for flying a racing drone through a randomized sequence of
gates as fast as possible. Built end to end in 48 hours.
Repository
Autonomous Drone for Probe Detection & Precision Landing
Autonomous Flying Robots Lab, PUT
PX4 drone that searches an area for probes, detects them and stores their world
positions, then lands on an ArUco tag. Built against the ERC 2026 drone challenge rules.
Full simulation stack in PX4 SITL and Gazebo, with ROS2 nodes for detection (ArUco + YOLO)
and control, all Dockerized. Demo video in the repo.
Repository
Neural-Guided RRT Path Planning
2025
RRT path planning on occupancy maps with gradient-based sampling guided by a neural
network. ROS2, TensorFlow, Python.
Repository
Autonomous Mobile Platform for Soil Sampling
KN CybAiR, 2024 – Present
Ongoing student research group project: an autonomous platform for soil quality testing
and sample collection. I was responsible for the power and electrical integration systems.
FlameTag — Firefighter Safety & Localization System
Hacknation 2025
Team project: a wearable "digital dog tag" for firefighters combining indoor 3D
localization (floor-level, GPS-denied environments), vital-signs monitoring and
critical alerts on a commander's interface. Wearable modules linked over LoRa to a
GPS-RTK base station.
Repository · Project site & demo
Fallen-Tree Detection from Dashcam Images
BSc thesis, 2025
Trained a YOLOv8 model on custom fallen-tree data to detect road-blocking trees from
dashcam footage in real time. Presented at the National Electronics Conference, Darłowo 2025,
and published in Przegląd Elektrotechniczny (above).
Hackathons: Europe Embodied Hackathon (Munich, 2026) · Hacknation 2025 ·
Simuthon 2025 (4th place) · NASA SpaceApps Challenge 2025