Systems & Hardware
Market Pulse
A high-throughput streaming pipeline that ingests live financial news, runs quantized FinBERT sentiment and entity extraction, and computes a real-time sentiment shock signal.
Available for summer 2027 internships
Studying Computer Science at Notre Dame. Writing about AI ethics and ML systems & infrastructure.
Accountability, consent, and evaluation — who is responsible when systems act.
Serving, streaming pipelines, and keeping models reliable under real traffic.
Writing
As agents move from suggesting to acting, our frameworks for consent and liability strain. A taxonomy of agentic accountability grounded in real interface decisions.
Safety isn't a post-training checkbox — it's a measurement problem. What belongs in an eval suite before you ship, and why the harness itself encodes values.
Inference isn't just model quality — it's queues, batching, and tail latency. Notes on designing serving paths where milliseconds actually matter.
Work
Systems & Hardware
A high-throughput streaming pipeline that ingests live financial news, runs quantized FinBERT sentiment and entity extraction, and computes a real-time sentiment shock signal.
Systems & Hardware
A fault-tolerant, sharded edge-network information retrieval engine built from scratch in Go — custom BM25 ranking, no Elasticsearch or Lucene.
Human-AI & Policy
AI-powered immigration guidance for F-1 students — hybrid RAG with personalized answers grounded in USCIS policy documents and user profiles.