Projects

Built, measured, and explained.

A selected portfolio across AI research, software systems, speech and DSP, FPGA design, and earlier hardware work.

Featured case studies6
Portfolio tracks3
Primary standardEvidence first
01 Ongoing

UROP-funded research

Trustworthy AI for medical documentation

An ongoing research prototype connecting speech recognition, transcript processing, document generation, and validation mechanisms for safer AI-assisted clinical documentation.

Spring + Summer 2026 UROP fundingOngoing research
ASRLLMsValidationHuman-centered evaluation
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02 Case study

Deep learning + DSP

Attention-based speech denoising

Led a four-person team building an encoder-decoder that combines residual convolutions, temporal modeling, frequency attention, and a learned noise gate.

23,075 training pairs3 × 824-example test sets
PyTorchSTFTGated DeltaNetAttention
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03 Case study

Sanitized experience case study

Production performance engineering

Improved a production automation platform across its TimescaleDB queries, React interface, caching layer, and deployment workflow.

80% faster critical query70% faster deployment
FastAPIReactTimescaleDBAWS
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04 Case study

Digital hardware

FPGA ASCII-to-Morse encoder

Modular RTL that accepts standard 8-bit ASCII and emits variable-length Morse sequences while keeping the design in one 100 MHz clock domain.

62 supported inputs100 MHz clock domain
VerilogVivadoArtix-7RTL verification
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05 Case study

Local document search

Greenlight RAG

A tested local search platform with document ingestion, Qwen embeddings, Qdrant retrieval, and CLI, API, and browser interfaces.

Local-first3 interfaces
QdrantFastAPIVue 3Docker
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06 Case study

Computer vision

CortexMD movement analysis

A pose and movement-assessment prototype that maps three-dimensional landmarks to exercise-specific posture signals without making a clinical diagnostic claim.

33 landmarks per frame15+ exercises
OpenCVPose estimationGeometryPython
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07 Earlier work

Earlier engineering work

TBZZ-44 split keyboard

An ergonomic split keyboard project spanning KiCad board and plate design, firmware adaptation, team leadership, and competition presentation.

Top 40 of 300 teamsKiCad + C
KiCadPCB designC firmwarePrototyping
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08 Secondary project

Deployed systems

Weather Outfit Bot

A smaller Telegram project combining live weather, semantic wardrobe retrieval, Docker deployment, and Prometheus/Grafana observability.

RAG pipelineObservable deployment
PythonDockerPrometheusGrafana
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