At DataAnnotation, I stress-test agentic LLM coding runtimes against open-source codebases, documenting logic, instruction-following, and verification failures. I design scenarios that surface ambiguous requirements and other model failure modes.
At KW Reserve, I architect and maintain infrastructure, web architecture, and production database organization for digital operations. I also deploy automated cold-outreach systems integrating third-party APIs and implement token-based authentication and role-based access control.
I built Hacklingo, a gamified cybersecurity learning platform with Red, Blue, and Purple team curricula, using Supabase and PostgreSQL for its backend and data models. My personal systems projects include a concurrent Go port scanner, an AES-GCM encryption tool, and the Achlys Runtime Environment.
