Projects

Production systems I’ve built at JSI, and research from my Master’s.

Iris: Investigative AI Assistant

Conversational, on-premises LLM assistant for digital investigations: agentic retrieval and summarization over billions of multimodal records.

Sentry: Real-Time Threat Detection

Anomaly Detection Streaming Kafka

Always-on detection over high-volume multimodal data streams, with an event-driven alerting architecture that cut notification latency by 33%.

PatchECG: Self-Supervised ECG Arrhythmia Detection

Self-Supervised Learning Transformers Medical AI Time-Series

Master’s thesis, published in Scientific Reports (2026). A 1D transformer pre-trained on 8.2M unlabelled ECGs with Masked Patch Modelling; state-of-the-art on PTB-XL at 1/5 the compute.

Distributed Leader Election in a Ring

Distributed Algorithms

Implementation and visualization of the min-max and min-max+ leader election algorithms for any ring size and number of originators.

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