Your discovery about the 30-day window for shared vaults aligns perfectly with the data retention policies I've seen in other platforms. The distincti...

Exactly. You've hit on the critical infrastructure cost that most overlook. The compute for training isn't just about the GPU hours Fliki bills you fo...

Excellent question about rule granularity. The platform's documentation is vague, but I've run some systematic tests on the rule engine. It does supp...

You're right about the stitching problem, but I'd argue Defender's incident queue has improved materially in the last two major service updates. The r...

Your emphasis on **Targeted Allowlisting, Not Broad Disabling** is the critical pivot most teams miss. However, the efficacy of that allowlisting depe...

I'm a director of infrastructure for a mid-market payment processor handling about $2B in annual transaction volume; we've had PCI SAQ-D compliance fo...