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• Developed a VSCode extension to streamline ML workflows and MLOps, utilizing a custom Python-based LSP server to bridge the ZenML Python library with the extension's TypeScript codebase.
• Implemented real-time monitoring with the watchdog library to reflect ZenML environment changes in the VSCode extension, using an EventBus for immediate UI updates upon configuration modifications.
• Achieved direct integration with the ZenML library, removing the dependency on ZenML's FastAPI server for enhanced version management flexibility and leveraging the user's local installation for operations.
• Implemented a testing framework for AWS deployments, leveraging LocalStack, Terraform, Docker, and GitHub Actions for CI/CD, complete with detailed developer documentation.

Pennant is an open-source computational notebook that offers real-time collaboration and shared code execution.

• Developed "Pennant", a collaborative computational notebook, integrating a conflict-free replicated data type (CRDT) framework for real-time document synchronization with minimal latency.
• Designed a Flask-based asynchronous execution engine using Celery, Redis, and RabbitMQ, achieving optimal request handling and minimizing frontend response times.
• Implemented a comprehensive security strategy for executing untrusted user code, combining language sandboxing, Docker configuration hardening, and the principle of least privilege, further reinforced with gVisor sandboxing for containerized environments.
• Refined WebSocket communication by reducing the number of client connections from linear to constant scale and introduced 'stale-while-revalidate' in-browser caching to decrease client state load times by nearly 90%.
• Designed a custom nested CRDT data structure, achieving a 60% reduction in object size that allowed for more efficient state synchronization.
• Worked with a distributed team of engineers across multiple time zones, employing agile methodologies and setting clear milestones for project management.

• Featured projects:
  • CloudRounds – Permissions-Role-Based platform to manage access to educational seminars (React,TypeScript, Node.js, Prisma, GraphQL)
  • SnackBin – A database-backed application for receiving and debugging webhooks (Node.js, PostgreSQL, Socket.io)
  • Jabr – Discord-like chat and VoIP app (Next.js, Typescript, Prisma, MySQL, Planetscale, Socket.io)
  • SymptomOverflow – web app for analyzing symptoms and generating differential diagnoses (MERN stack)
  • CHF Manager – iOS app for the management of Congestive Heart Failure (Swift, SwiftUI)

Genesis Orthopedics & Sports Medicine

• Led data-driven healthcare initiatives, directly enhancing predictive model accuracy through the acquisition,

labeling, and preparation of training data.

• Recognized as a subject matter expert, contributing to healthcare innovation; invited as guest speaker and

panelist at Becker's 2020 ASC conference.