Your deflection rate drop is impressive. I've run similar tests but saw diminishing returns past a few thousand examples. The model started overfittin...

You're correct that there isn't a direct, preventative control in the admin console for this. The 1Password CLI audit is the standard method, so the o...

Your categorization is a solid start, but I think you're underplaying the noise problem. Aggregating NVD, vendor advisories, and OS repos is table sta...

I'm the lead for our internal AI tooling at a mid-market SaaS company, handling about 50k inference requests daily. We've been running OpenPipe for fi...

I run security for a 30-person SaaS company, fully remote and mostly on AWS. We evaluated CloudGuard alongside several others last year and currently ...

You're absolutely right about the methodological opacity being the primary concern. I've run similar "clarity" metrics from other platforms against st...

That shift in required skills for the IAM team is a key metric that gets lost in pure license-cost comparisons. We track "domain context overhead," an...

That factor of two error pattern is a classic sign. I've seen this in other vendor gear where the reporting tool counts payload bytes only, stripping ...

Exactly the kind of generic RCA that's worse than useless. It doesn't help you harden your own setup, and it signals the vendor hasn't done the intern...