Senior Machine Learning Systems Engineer
Oct 2024 - Present
- Evolved Rovo Chat's execution layer across 3 orchestrator generations, improving success rate by 12%.
- Currently building Marathon to dynamically generate and run Python code in secure sandboxes.
- Tech led Rovo Chat's third-party integration framework, designed the core architectural pattern, and launched 7+ integrations including Google Drive and SharePoint.
- Drove an 834% MAU increase for integrations, from 15K to 146K.
- Optimized Rovo Chat action execution frameworks, improving agent action trigger and success rates by more than 7.4% while scaling available tools and actions from 8 to 20.
- Led end-to-end architecture for Rovo Search Bookmarks, enabling administrative pinning of authoritative links for common search terms.
Software Engineer (P40)
Apr 2022 - Oct 2024
- Engineered a query intent detection system using heuristic approaches and ML models, expanding smart knowledge card and search answer coverage by more than 10%.
- Developed backend and ML infrastructure for Rovo Smart Answers in Search, serving more than 1M MAU with LLMs, custom ML models, and prompt engineering.
- Scaled the AI Definitions feature across Rovo to more than 550K MAU by building core NLP infrastructure to extract and generate definitions for unfamiliar terms.
- Led spelling correction architecture and algorithmic experimentation, improving search success rate by 4%.
- Reduced noisy service alerts by 12% and authored 5+ critical runbooks to streamline incident response.
Software Engineer (P30)
Feb 2021 - Apr 2022
- Enhanced Confluence search relevance by more than 3% through feature boosting based on page metadata, keyword density, and page rank.
- Built a search experimentation pipeline and debugging tools, accelerating the team's hypothesis validation velocity.
Software Engineering Intern
May 2020 - Aug 2020
- Automated compliance data collection for the Continuous Control Monitoring program by designing JSON schemas to standardize baseline compliance metrics.
