Projects
Each case study states the role, status, linked material, and limits of the available evidence.
01 / ALGORITHMS · research
adaptive sorting research prototype with reproducible benchmarks.
sherlock-sort profiles an input for near-sorted runs, repeated values, clustering, and distribution shape, then dispatches to an existing sorting strategy. the repository includes benchmark scripts and charts; results are limited to the tested distributions and hardware.
02 / AUDIO ML · archived
independent experiment in interpretable music embeddings.
an archived research prototype that represented production style, structure, and musical relationships in a 32-dimensional embedding. it is not affiliated with spotify's later product of the same name, and no causal relationship is claimed.
03 / AGENT SECURITY · functional prototype
team-built prompt-injection defense prototype for agent workflows.
built by a four-person team at hook 'em hacks '26. the prototype screens text and file inputs before they reach an agent and records hashed threat indicators in a shared registry. it won the event's security track and the aws sponsor track.
04 / MULTIMODAL AGENTS · research
research runtime for combining desktop context and persistent memory.
an experimental agent runtime that combines audio, camera, and desktop events with a persistent memory layer. current work focuses on stream ingestion, latency, consent boundaries, and deciding which events are useful enough to retain.
05 / BIOACOUSTICS · functional prototype
elephant vocalization noise-removal and research platform.
winner at hacksmu '26. an audio processing and research platform for elephant vocalizations. applies custom noise-removal pipelines to isolate infrasound elephant calls from field recordings, then provides a web interface for researchers to annotate, analyze, and export cleaned datasets for conservation research.
