formerly x, the moonshot factory

working on strategic conflict detection + platform work on drone traffic management

On consumer fraud

• Contributed to software infrastructure integrating GPT-o3 and other LLMs to automate fraud-related customer service workflows, resulting in over $3M in savings on fraud-related agent costs

• Redefined criteria for fraudulent users and developed comprehensive, automated rule sets using daily ETL pipelines, by effectively implementing security controls that detect and mitigate risk

• Built LLM-driven system to label fraud case outcomes, enabling downstream model improvements that cut fraud losses by $1M annually.

• Identified fraud patterns with SQL and quashed fraud vectors promptly, preventing over $100K in weekly losses

AWS Network Engineering Team, recieved return offer

• Established infrastructure for real-time notifications to network engineers that enables prompt awareness of incorrect mappings between servers and routers in different AWS regions and facilitated necessary reconciliation measures, resulting in a significant reduction of downtime from over 20 minutes to under 5 minutes

• Created region-based dashboard metrics with querying functionality to visualize when and where incorrect mappings occur

• Analyzed global server health logs, evaluated performance metrics, and cross-referenced data to identify system health trends

• Overseeing six project teams of five to seven developers, devising project schedules for project lead developers

• Orchestrating sourcing efforts to acquire contract software development, connecting 30+ internal developers to projects

• Establishing bi-weekly targets for project leaders to attain, working with project members to ensure targets were realized

SageMaker GroundTruth+ Team, recieved return offer

• Designed an internal Python library to fully automate data processing within the SageMaker GroundTruth+

• Contributed to software infrastructure training machine learning models by creating systems to process customer batches of data efficiently

• Authored comprehensive documentation to educate engineers on the functionality and effective use of the library, ensuring seamless adoption