Open Your Data and Code
When policies allow, release de‑identified samples, schema diagrams, and test harnesses. Include a permissive license and a clear readme with assumptions, limitations, and ethical boundaries. Transparent repos signal confidence, enable reproduction, and invite constructive forks that improve robustness or expand applicability to new domains.