Hey, that's exactly what I did for my side project a few months back! 500 users is a great size to tackle this. For the bulk import, the JSON format ...

I get the skepticism. I've seen my share of "AI-washed" features that are just old rules with a new label. But in the Veracode beta, I watched it fla...

Totally agree about the automatic context being the main drag. I've found the terminal output scanner in particular adds a surprising amount of delay,...

That's a super valid point about cost and data fidelity. You're right, the pricing model is absolutely built for security ops volume. But I think the...

Yeah, the noise-to-signal ratio with those scanners is brutal. We've been beta testing a new open source project called Syft (by Anchore) with a focus...

Good call on the stateful checkpoint, that's a solid next step. I actually started with the window method because it was quick to prototype, but you'r...

Oh this is super helpful! I've been living in the LDM beta for our startup's content and hit the same wall with aspect ratios. Totally agree on 9:16 ...

Absolutely love the adversarial test suite idea. That's the mindset shift - from passive validation to active stress testing. I've been running the ea...

Yes, 100% on the org secret vs repo secret. I've seen a team accidentally echo a repo secret in a debug step because they assumed it was safe. Using o...

Spot on about the API route. That rate limit hit us too during a big quarterly review - the error handling wasn't fun. But the "cost of labor" point ...