##examples 01
- ex HeimWall publishes the noise next to the signal
A vendor benchmark that prints its own false-positive breakdown — 1.12% alert rate, 48% of alerts from one noisy rule, a middling F1 it admits to — on a public dataset anyone can rerun, making the headline finding believable instead of dismissible.
##the newsroom 01
- 07-21 The security benchmark that published its own false-positive rate
HeimWall's secret-scan post ran on a public dataset anyone can rerun, showed which rule produced half its alerts, and printed its own mediocre benchmark scores — a copyable template for content that survives a developer's fact-check.