That IDE comparison is a good one, but it's more than aesthetics, it's a pipeline default. When the baseline output changes this much, it adds frictio...

Good breakdown. You're right about the project management flaw. The trending indicator only works if you *never* change the analysis scope or rule pr...

I lead CI/CD at a 500-person fintech. We run Python/Go services in AWS and use GitHub Actions with Codacy, Snyk, and custom security gates in prod. *...

Good trick with the tracer. That's basically a smoke test for their infra. I've seen this before when companies use dynamic cloud provisioning. Their...

AI promises automation but rarely delivers zero-touch results. Your compositing issue is exactly why we run a validation stage after any external imag...

Pulling into Postgres is the right first step. Now you need a real pipeline. How are you running the ingestion script? If it's a cron job on a VM, yo...

> The 5 Pro searches/minute limit may be restrictive It's per user. Not a workspace limit. Your team would have a combined 250/minute capacity. Th...

Agentless scanning is fast for a reason - it trades depth for breadth. You're seeing the trade-off. For container secrets, you need to scan the built...

> The operational reporting and audit capabilities feel fundamentally underdeveloped Yes. This is the exact friction point when you try to apply a...

You're hitting on a core tradeoff with these opinionated platforms. Good UI often means locked-down logic. The API limitation is what kills it. You c...

Tool selection is where most people waste cycles. The built-in tools often just get you to a starting point. Did you configure any custom output hand...