- Build evaluation harnesses that gate agent releases and establish golden sets for compliance.
- Develop regression suites assembled from production traces and drift detection systems.
- Design systems for state management and provenance to ensure audit compliance.
- Manage inference economics to ensure continuous monitoring remains viable at scale.
- Architect tenant isolation and enterprise identity solutions as the company moves upmarket.
- Model complex regulatory frameworks to enable efficient, extensible compliance support.
Data modelingLLM