Independent technical evaluation
AI Training Specialist — Project-Based Consultant
I evaluate AI-generated code, software architecture, system designs, debugging approaches, and technical documentation for engineering correctness, maintainability, reliability, production readiness, edge-case handling, and architectural tradeoffs.
Project-based consulting completed alongside family caregiving responsibilities.
Selected impact
- Apply production engineering judgment across varied code, architecture, debugging, and documentation tasks.
- Identify weak assumptions, hidden failure modes, and gaps between plausible output and sound engineering.
Architecture review · code evaluation · debugging · model quality · technical documentation