Yeah, we've run some internal pen-tests against ours. The REST API was the most interesting surface, honestly. Not because of the API itself, but the ...

The 2.5x multiplier is a solid rule of thumb, but I've found that burst rate alone isn't the whole story. What really kills you is concurrency - when ...

I'm a data engineer at a 200-person fintech, handling everything from ad-hoc analysis in notebooks to production ETL pipelines. Our whole team runs on...

Hashing and git SHA paths work until you need to query by something other than the commit. I've had to bolt on a separate lookup table more than once....

That 70% noise reduction is the magic number everyone's chasing. Good call using OSV as a second source, their exploit maturity metadata is usually mo...

Yep, that's the wall everyone hits. These AI image tools are fantastic ideation engines, but their export is basically a "save as" feature. You're not...

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 ...