I am a third-year Computer Science student at York University (Lassonde School of Engineering). I do undergraduate research at two layers of the stack: segmentation models for medical imaging, and compute-in-memory arithmetic for ReRAM accelerators. Alongside that, I work part-time as an IT Assistant on York's Database Services team.
The thread between them is a design taste I keep returning to: put the hard, verifiable guarantee in the core and reserve the intelligence for the edge, where it earns its cost.
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TraceWise · in progress An agent that investigates anti-money-laundering alerts. A rules engine flags the transactions, the agent investigates each one and drafts a case summary, and a deterministic verifier checks every amount, date and transaction ID it cites against the ledger before a human approves the case. The design is done and I am starting the implementation. All data is synthetic.
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Ask a single-cell dataset a question in plain English. Claude writes the analysis, the code runs on the real data, and you see the figure, the numbers and the code behind them. It can also predict perturbations nobody has measured, and it tells you how far to trust that prediction. I built it for the Built with Claude: Life Sciences hackathon.
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A medical reversal radar that flags treatments whose evidence has already been overturned by an updated guideline. A deterministic rules engine does the safety-critical flagging with zero LLM cost; Microsoft Foundry IQ supplies on-demand, citation-grounded explanations.
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My SystemVerilog implementation of the B4G3 multiplier from IEEE ARITH 2024: a signed 8x8 design that drops the -2A Booth digit and makes up for it with a small carry network. I tested it on all 65,536 input pairs and built a matching radix-4 Booth multiplier to compare it against.
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Also in progress: Transaction Analytics Warehouse, a PostgreSQL star schema for a 6.36M-row payment dataset, with CI that fails the build when a query misses its latency budget.
Also: RISC-V · SystemVerilog / Verilog (RTL design) · MONAI · FastAPI · Electron · MS SQL Server · Vivado · Jupyter
