... good way to put it, and honestly the right call for v1. baking the precondition into the scenario spec rather than inferring it means the test is deterministic and you can actually explain to someone why it failed, versus a schema-inferred version where the failure mode itself is one more thing to debug. I'd rather write ten scenario specs by hand than debug why the inference engine thought two events were duplicates when they weren't. good luck ... ... sharpened this along the way. Comment from Akbar B(@akbar_b): @rnagulapalle  Makes sense masking-first at ingest as a hard gate. One worry: false negatives, like a card number sitting in a free-text field a regex scrubber

... CIDR range, and every tool I found online ran the processing on a server. Whatever I pasted got sent off my machine first. So I built ConfigDev Six small utilities (crontab to systemd, env/JSON conversion, CIDR calculator, PII log scrubber, CSV to JSON Schema) that run entirely in your browser. No backend, no upload endpoint, nothing you paste or select ever leaves your machine. You can verify it yourself by opening the network tab or just going offline mid-session ...