Research
Independent research & resources.
The Software Integrity Evaluation Scorecard ↗
A practical framework for evaluating AI-assisted code, code review, and developer workflows with stronger evidence, clearer gates, and better operational judgment. For engineering leaders, senior and staff engineers, platform teams, and developer productivity teams.
The Enterprise AI Operating Model for Engineering Organizations ↗
A vendor-neutral brief for engineering leaders on adopting AI while preserving trust, code quality, throughput, and long-term software maintainability.