Dashboard › Knowledge › Failure-layer isolation
01a08a9c-b602-73a8-a161-11be5a2173a8Always isolate one failure layer at a time before changing code. Broad refactors look efficient but conflate causes and weaken evidence; directly exercise intermediate artifacts—for example, spawn the .download binary to distinguish delta-patch output failure from spawn or replacement failure—then fix only the proven layer.