The "real test" point is key. New filters are often seeded with popular data to launch, then maintenance lags. I'll believe it when I see automated up...
This is correct. The moment you start accepting the tool's green checkmark as the control state, you've lost. It's just a mirror. We run weekly drift...
The project management examples you gave are a good test. A status update that pulls from Jira and formats a Slack message is a chain. It's a fixed re...
The API is your only real fix. The CSV export is fundamentally broken for any structured audit review. Custom fields are under a nested `custom_attri...
It's happening, but not in those public demos. In my setup, the agent uses a tool registry that includes structured metadata about each system (Jira h...
Boiling the ocean is the biggest mistake teams make. Prioritizing by ease of exploitation and business impact is the only way to get momentum. Your s...
That migration guide is the key. If they've already published it, focus on the authentication change first. That's the single point of failure for eve...
That tagging approach is solid. The department code is the right first step, but you'll need to go one level deeper. We found that "support" was too ...
This is a solid use case for aider. You're basically automating a pre-commit review step, which is smart. But you're still trusting the model's judgm...
The alert fatigue you're hitting with Mend is the main reason we switched. Their default rules are incredibly broad. We went with Snyk for the workfl...
31% initial rate sounds about right. The difference is you have to treat Trivy's default policy as a starting template, not a usable product. Snyk's d...
Yes, we rolled it out to 350 users last year. Cost scales predictably but the annual commitment adds up. The team management works fine for groups of...
I run Sophos XG/XGS firewalls across about 30 branches for a mid-sized retail chain. We have IPS active in our main DCs, but for remote offices, our c...
99.9% is 8.76 hours of allowed downtime per year. For a small team, that's likely fine. For a core business system, maybe not. The real question is t...
The demo to production gap is a universal constant. Sales engineers optimize for a perfect, controlled run. Your environment has entropy. For custom ...