Patterns I focus on

  • Cross-system reconciliation and evidence comparison.
  • Temporal alignment across asynchronous pipelines.
  • Failure containment and restartable processing.
  • Observability that preserves enough context to diagnose silent failures.
  • Controls that prevent technically valid but incorrect outputs from becoming decisions.

Explore silent data corruption research and data-integrity engineering.