Designing production-grade AI and software: real-time voice systems, large-scale transcription, reliable APIs, and data platforms.
Evaluation-driven pipelines, model routing, retrieval, and inference optimization for accuracy and latency.
FastAPI/Spring services, Postgres, WebSockets, job queues, and observability to meet SLOs under load.
Iterating with users to ship features that matter—measured by reduced ops load, faster workflows, and adoption.
Internships and roles where I shipped reliable, scalable systems
Guidepoint
Automated transcript compliance reviews by building a parallelized AI flagging pipeline (FastAPI, RabbitMQ, Kafka). Added a supervisor agent to route to specialized tools, improving accuracy 20%. Ran Databricks LLM evals to select models, cutting latency 30% and compute cost 15%.
SpeeTch AI
Shipped real-time transcription/translation used in 10k+ meetings. Optimized Whisper with HF models for +25% accuracy and fewer hallucinations. Built RAG search/chat (BM25 + vectors + RRF + multi-LLM) to surface answers from transcripts.
Definity Financial
Designed and tuned Spring Boot services and JPA queries for financial workflows; reduced median query latency by ~30%.
Department of National Defence
Developed a secure Node.js/Vue.js platform with Casbin RBAC for 10k+ RCAF members; improved API policy enforcement and access controls.
Adastra
Automated SQL data cleaning + ETL with Microsoft Fabric and OpenAI; reduced pipeline failures 70% and manual work 50%.
Engineering work with measurable impact
Cofounder · AI/Full-Stack
AI voice agent that answers FAQs and books appointments. Automated 95% of inbound calls for 10+ businesses by combining OpenAI, retrieval, and client-specific tools; reduced average handle time and ops load.
Cofounder · Platform
Real-time crash-alert platform (Next.js, NestJS, WebSockets) with 100+ paying users. Optimized infra from ~$2k → ~$20/mo while keeping sub-second fan-out.
Cofounder · AI/Platform
“Cursor for Excel” web app: natural-language creation & editing of spreadsheets and financial models. Built a multi-agent orchestrator with retrieval and tool-calling, plus a review UI that proposes cell-level diffs for approval.
Technologies I use most in production
I’m exploring SWE/AI internship roles. If you’re hiring for backend, applied ML, or full-stack roles, I’d love to chat.