From AI intelligence tools to security workflows and operational systems, I like finding the real bottleneck, deciding what matters first, and building the version that makes someone's work meaningfully easier.
Each case study is a decision map: how a complex system was made clearer to use, trust, and act on.
OPERATIONAL SYSTEMS
From scattered security signals to a usable path to action.
Security Product Engineering — brought together host, firewall, and customer context into prioritized findings with an actionable remediation path.
AI WORKFLOW DESIGN
Designing and Engineering a voice-led cyber-risk assessment workflow.
AI Product Engineering — shaped a voice-based intake that turns conversation into structured risk reports for cyber insurance providers
RESEARCH TO PRODUCT DIRECTION
Designing for confidence when seconds matter.
Research to product — turned field observation into decision-support direction for high-stakes, time-critical calls.
Research, teaching, community outreach, and field work — the parts of my career that don't fit in a case study but shape how I build.
Facebook Community Initiative · Online
Founded a community initiative teaching parents practical cyber safety — translating security know-how into guidance families can actually use.
Hacking for Defense (H4D) · United States
Project on reducing friendly fire in armored warfare published on the official H4D success stories site.
USENIX SOUPS · Philadelphia, PA
Poster on privacy preferences in multi-user smart personal assistant settings.
JMRC / Lean Innovation Lab · Poland & Germany
On-site research with JMRC as part of CMU's Lean Innovation Lab, evaluating operational technology in real-world military training.
Ahmedabad University · India
Speaker on college-to-career stories and reflections with prospective students.
The questions I return to when building products people need to trust and act on.
OBSERVATION > ASSUMPTION
QUESTIONS AT THIS STAGE
VELOCITY // RELIABILITY
QUESTIONS AT THIS STAGE
VISIBILITY // MAPPING
QUESTIONS AT THIS STAGE
SECURITY // HUMAN RESILIENCE
QUESTIONS AT THIS STAGE