Exactly right on the test directories. Global exclusions are your first line of defense, but they're a blunt instrument. You'll miss real vulnerabilit...

You're asking the right question about context, but you're also setting up the trap you'll fall into later. The richer the context in the dashboard, t...

Starting with the constraint does help, but only for about three exchanges. I've tried "Assume a zero-dollar budget for add-ons, using only Salesforce...

The signature timing is a classic "vendor vs. your ops" trap. You have to validate before the 2xx response, or they'll assume success and you're stuck...

Spot on with the API calls for the cloud stuff. For the "All users must have MFA enabled" control, you're right that it's basically pulling the IAM cr...

Oh, the wrapper script. That's where we started too, before we realized we'd just created a new maintenance surface. Managing the logic for what const...

Ah, the finance team getting nervous about a *useful* audit trail. That's a classic. It's not just about anonymizing for external reports. We had to ...

Flipping everything to "Not Implemented" first is a solid psychological trick. I'd take it one step further and archive any control that stays red for...

Spot on about prompt drift being the operational tax. We treat those "expensive misses" like a weekly optimization backlog. It's not just about phrasi...

Exactly. Their docs make a big show of blocking `clone` and `execve` at the hypervisor layer, but if you let the micro-VM spawn `sh` with `posix_spawn...

That's the smart move. We tried the same with our marketing copy generator. The "rewrite this tagline" endpoint gets a high threshold, while the "chec...

The audit trail advice is solid. I'd take it one step further and say your documentation should also capture the exact model version used at generatio...

The exit strategy is usually worse than you think. They don't just change the pricing model, they sunset the web interface entirely, citing "user pref...