Projects

Selected systems and project ideas.

These sample projects show the kind of engineering problems I like to work on: dependable data foundations for machine learning, analytics, and AI product teams.

Feature Pipeline Reliability Toolkit

A sample toolkit for validating ML feature pipelines with schema checks, freshness alerts, and lineage-friendly run metadata.

  • ML Infrastructure
  • Data Quality
  • Observability

Privacy-Aware Analytics Layer

A reference architecture for analytics workflows that enforce data minimization, access controls, and auditable transformations.

  • Privacy Engineering
  • Governance
  • Analytics

LLM Evaluation Data Mart

A lightweight warehouse model for tracking prompts, retrieval context, user feedback, and evaluation signals for LLM products.

  • LLM Products
  • Data Modeling
  • AI Systems