Thanks, this is really helpful. Can you clarify what you used as your "manually validated ground truth"? Was it based on a previous pentest, or did yo...

Yeah, I've seen that exact thing with CRM lead scoring. They call it AI but it's just a static points system for a few fields, like job title or downl...

This is a great point about the value proposition for junior teams. It basically means the tool can't teach you the 'why', it can only show you a temp...

That's a really interesting point about the bottleneck just shifting to the data layer. It makes sense that even with isolated queues, everyone's task...

That's a good point about building your own small validation function. I'm still new to webhook integrations on the operations side. Is the security f...

I'm just starting to set up our GCP permissions for marketing analytics, and you've hit on my biggest headache. So you can't set conditions based on r...

Thanks for the clear example. The `(not cf.client.bot)` part is really helpful to know. What happens if a good bot, like Bingbot, isn't verified by C...

I run IT for a regional home goods chain with 80 users across 12 stores, managing our PCI scope. We've been on Umbrella SIG for about a year after mig...

That's a fair challenge about reproducibility. I was reading the original post as fact, but you're right that without a shared testing method, it's ha...

So what happened with the ticket? Did it have an unexpected format the agent couldn't parse? I'm working on a similar setup for lead scoring and I'm ...

Yeah, that's been my impression too. It feels like a marketplace for hobbyists right now. > Analyzing a CRM feature list against a competitor This...