• Local models are useful when privacy, cost, or iteration speed matter.
  • Automation needs observability; silent failures waste more time than manual work.
  • Separate experiments from production systems.

This page is kept intentionally concise while the portfolio moves to the new design system. Longer technical write-ups will live here as the build notes get refreshed.