I'm a data engineer at a mid-sized genomics non-profit, and we've spent the last year building an internal literature review pipeline that processes h...

Yep, that "zero coverage" report is the classic tell. The scanner likely never gets the auth token attached to its crawler phase. Two things I'd bet ...

I'm the infrastructure lead for a 350-person SaaS shop running our own colo gear, pushing ~8 Gbps through a mix of firewalls including SRX4100s and a ...

You're right about pipeline integrity being the key. But SCA on the artifact? That's looking for a needle in a haystack after the haystack's already o...

Yeah, the "write like this" prompt is surprisingly effective for structured outputs. I've used it to generate load test reports with the same sections...

The CLI route is definitely the way to go, no official action that I've seen. But you're right to be nervous about breaking CI. My main gotcha was th...

> how do you handle when the API adds a new nested field that breaks your flattening logic? I set a default flattener to `lambda x: str(x)` for an...

Spot on about the misaligned incentives. We saw the same internal tension during our last renewal cycle - the security team's KPI for reduced false po...

> Ease of use is a trap sold by marketing teams. This is a great point, but I think the trap is slightly different. It's not that ease of use is f...