I find what’s missing
and build it.

Empirical research into two connected questions about how large language models process and preserve meaning across sessions.

• Epistemic drift experiment — a 34-session longitudinal study across three encoding conditions with sealed ground truth materials and Python-based scoring infrastructure. Investigates whether encoding method affects how much factual and nuanced information is lost across session boundaries.
• Semantic geometry investigation — six unnamed clusters resolved through collaborative boundary-probing in LLM embedding space, revealing a complete phenomenology of a boundary and the self that encounters it. Produced the etymological attractor principle as a testable hypothesis.
• Neither experiment produced expected outcomes. Both produced findings that reframed the question.

• Built AI-powered screenshot analysis tool using OpenAI API — ingested mobile app screen hierarchies, returned structured authentication confirmation and confidence scores, surfaced results through the assessment data API for the first time.
• Designed OpenAI-powered prompt engineering frameworks for Android UI navigation — captured live element hierarchies via ADB, submitted to model to identify optimal interaction targets, drove programmatic clicks and string entry dynamically at runtime.
• Led end-to-end technical program delivery across a distributed team of nine engineers in four states and the Philippines.
• Drove data purity initiatives. Introduced standardized error coding taxonomy. Applied set theory to validate mutual exclusivity and exhaustiveness of data categories.
• Designed the information architecture that surfaced real-time assessment data through the API for the first time. Led cross-functional initiative defining the user taxonomy — Customer, Free Trial, Prospect.
• Defined KPIs and OKRs tied to delivery performance. Presented program outcomes to senior leadership and company-wide audiences.

• Designed and implemented a cross-platform mobile automation framework in Python and Swift — shared base libraries with typed data models, standardized error taxonomy, and reusable element interaction utilities used across all Android and iOS automations.
• Designed and introduced RunData — structured telemetry populated within scripts themselves — enabling consistent measurement and quality tracking across all automations.
• Built all data frameworks that produced assessment data. Led API data cleanup. Designed Jira tracking infrastructure from scratch.
• Scaled the team from two to nine engineers — building hiring framework, career paths, performance standards, compensation bands, and internship pipeline from scratch.
• Co-founded Empowerment, an internal inclusion and diversity group. Received Value Creation Award for integrity.

• Built foundational mastery of the full mobile testing stack: iOS and Android UI element structures and accessibility hierarchies, ADB, Xcode, iSpy, AppleSign, PAS device routing.
• Designed and implemented a CLI project generator that bootstrapped new automation projects from versioned GitLab templates, enforcing framework consistency across the team without manual distribution.
• Built Python scripts for GraphQL API extraction, nested JSON transformation, regex-based log parsing, and structured CSV report generation before a formal data process existed.

• Built test automation using Python (behave), Java (Cucumber/Selenium), and Maven in an Agile/BDD environment.

• Recognized as CX Innovator for building Python and macro-based automation tools that streamlined data integrity during a complex platform migration.
• Used SQL daily for large-scale dataset analysis and validation. Worked directly with large-scale legacy clients to facilitate data migration and continuity.

• Co-founded a 25-member advisory council to identify and resolve operational gaps in special event execution. Improvements drove measurable increases in visitor satisfaction and operational efficiency.
• Managed event setup, guest registration, check-in operations, and on-site liaison responsibilities for monthly After Hours events attended by hundreds of guests.

• Board member of AIAA (American Institute of Aeronautics and Astronautics)
• Young Entrepreneur Club

• Phi Theta Kappa Honor Society
• Psychology Club · Trio