What I'm focused on right now.A current snapshot — research, reading, and small side work. Updated when something material shifts.

Research

Doctoral work on SAR ship detection in Sentinel-1 imagery. Right now I'm focused on speckle-noise robustness and class-imbalance evaluation protocols — moving beyond average AP toward calibrated, deployment-friendly metrics.

Engineering

Maintaining the data pipeline (GDAL · ESA SNAP · custom Python tooling) that feeds the doctoral dataset, and small refinements to this site as a continuous editorial project.

Reading

• Recent SAR detection literature on speckle-aware loss functions.
• Multi-agent coordination papers (queueing-aware task allocation).
• Software practice — reproducibility, versioned datasets, ML lineage.

Open to

Research collaborations on SAR / remote sensing, computer vision under domain shift, and ML reproducibility. If your interests overlap, please get in touch.

Not doing

Recruiter messages without context, short-term contract work, or projects without a clear research or engineering question behind them.