If Research Isn't Reproducible, It Isn't Research
The most common lie in ML research is ’the results looked great last time.’ What code was used last time? What data version? What parameters? Nobody can say. I used filesystem transactions (temp directory → atomic rename) to create immutable snapshots of every iteration, turning ’last time’s results’ from a memory into a queryable fact.