Relevant Experience

  • Work Experience

  • Co-Founder, ML Engineer

    prokuro.ai
    Aug 2026 – Present San Francisco, CA
    agentic BOMs for supply chain

    Building a bill-of-materials (BOM) risk agent that flags single-source parts, EOL components, and lead-time risk in hardware BOMs.


    Built a cache-first Digi-Key/Mouser enrichment pipeline (DynamoDB parts cache + paced live lookups) to ground BOM risk analysis and Bedrock (Nova) procurement briefs on live lifecycle and stock data.


    Wrote the backend services in Rust (Axum) on AWS ECS Fargate: parser, enrichment, gateway, tariff, and purchasing.

  • Software Engineer II

    Cisco
    Aug 2024 – Present San Jose, CA
    ML pipelines / RAGs @ supply chain

    Owned and led the link analysis automation project end-to-end, cutting a manual two-day data processing pipeline down to a few hours, with results surfaced across heatmaps, pinmaps, a RAG chatbot, and more, all built from scratch and deployed as an internal dashboard at link-analysis.cisco.com.


    Built and deployed debug-genie.cisco.com, a Snowflake + Streamlit platform that became the single source of truth for AI repair accuracy across global manufacturing partners (Flex, Foxconn, Fabrinet), tracking defect location prediction, component match, and technician feedback across tens of thousands of production units. Replaced weeks of ad-hoc SQL exports and cross-partner reconciliation meetings. Drove measurable manufacturing outcomes: fewer scrapped boards, fewer repair iterations, and reduced dependency on high-skill debug technicians, saving millions annually.


    Built optimal RAG systems with attribute filtering from scratch for device log diagnosis.


    Developed a multivariate anomaly detection process analyzing thermal telemetry across tens of thousands of production network devices to diagnose future corrosion beforehand purely from data.

  • ML Engineer, Trial Engagement

    Risely AI (YC S25)
    July 2026 – Aug 2026 San Francisco, CA
    production agents @ university OS

    Proposed an identity and authorization approach for a 19+ agent fleet, then built and shipped one production agent end to end against live data.


    Built a human-in-the-loop post-call agent that reads call transcripts and CRM data and proposes CRM updates, follow-up emails, and calendar invites for review, with all writes gated behind approval.


    Designed a three-tier AI enrichment fallback (native summary, transcript + LLM, and speech-to-text + LLM via Deepgram/Claude) to stay resilient when the primary AI endpoint was plan-gated.


  • Education

  • Master of Science

    UC San Diego

    Electrical Engineering:
    bMachine Learning and Data Science M.S.

    Show Relevant Coursework
    • CSE272 - Advanced Image Synthesis
    • ECE225A - Prob & Stats for Data Science
    • ECE253 - Fundamentals of Digital Image Processing
    • ECE285B - Deep Generative Models
    • MATH285 - Stochastic Processes
    • ECE269 - Linear Algebra and Application
    • ECE276A - Sensing & Estimation Robotics
    • CSE258R - Recommender Systems & Web Mining
    • DSC209R - Data Visualization
    • ECE228 - ML for Physical Applications
    • ECE285A - Intro to Visual Learning
    • CSE253R - Machine Learning and Audio
    • DSC255R - Machine Learning and Data Science
    • DSC258R - Natural Language Processing
  • Bachelor of Science

    UC San Diego

    Electrical Engineering B.S.

    Show Relevant Coursework
    • ECE175A - Pattern Recognition and Machine Learning
    • ECE176 - Intro Deep Learning & Apps
    • ECE172A - Introduction to Intelligent Systems
    • ECE174 - Linear & Nonlinear Optimization
    • ECE143 - Programming for Data Analysis
    • ECE109 - Engineering Probability & Statistics
    • ECE101 - Linear Systems
    • ECE171A,B - Linear Control System Theory I & II
    • ECE148 - Intro to Autonomous Vehicles
    • ECE16 - Rapid Hardware & Software Design
    • ECE17 - Object-Oriented Programming
    • ECE25 - Digital Design
    • ECE30 - Computer Organization
    • ECE35 - Analog Circuit Design
    • ECE45 - Circuits and Systems
    • ECE65 - Components & Circuits Lab
    • ECE100 - Linear Electronic Systems
    • ECE140A,B - Full-Stack Product Engineering I & II
    • MGT103 - Product Marketing & Management
    • MGT172 - Business Project Management
    • MGT127R - Innovation and Technology Strategy
    • CSE190 - Audio and AI
    • CSE194 - Race, Gender & Computing
  • University Research