Selected public work · Evidence and limitations

Sararin.ai / Selected work

Selected achievements

Results with scope, evidence, and limitations.

Workflow recovery · July 2026

Bounded interruption tests demonstrated workflow-state recovery across crashes and sessions. This proves the tested mechanism, not continuous reliability or human productivity improvement.

Governance discovery · July 2026

Fresh discovery checks passed in 5 of 5 accepted repositories. Two stale or conflicting control scenarios failed closed. This was local control-plane validation, not a production deployment.

Synthetic MLOps lifecycle

A 10,000-observation synthetic experiment exercised training, registration, and prediction read-back. Model-quality shortcomings were retained in the result instead of being hidden by a successful pipeline.

Why it matters

These results show the ability to design a system, test its boundaries, and distinguish engineering success from business readiness.