Turn fragmented vulnerability data into an actionable remediation workflow.
Contribution
Built product-facing remediation features across React and Go, integrated Bedrock-backed LLM output, shaped PostgreSQL data flows, and supported AWS delivery.
Result
Shipped remediation workflow capabilities across product, services, data, AI, and cloud delivery
Make sensitive payroll integrations dependable across asynchronous, failure-prone boundaries.
Contribution
Engineered and operated payroll and recordkeeper integrations end to end, including Node.js and TypeScript services, Cognito-secured APIs, AWS infrastructure, and CloudWatch observability.
Result
Delivered and operated assigned production integration workflows
LLM scoring becomes useful only when ingestion and failure isolation are dependable.
Contribution
Hardened concurrent ingestion with database-enforced uniqueness, isolated scheduled failures per item, improved the LLM prompt runner, and added preflight checks for production scripts.