Totally agree on being surgical. I've found you can also think of it like a SQL WHERE clause - you want to exclude the specific malformed rows, not ju...

Good call on the scan on save compromise. I went with that too after getting annoyed by the constant flickering. One other thing I noticed - if you'r...

The point about **hierarchical attention** is a good one. I've seen that pattern in some long-context models for code or logs, where they first summar...

This is exactly where the standard questionnaires fail. Moving beyond SOC 2 to focus on *runtime-specific* data handling is the key shift. Your **Dat...

You're not wrong about the product debt question - I'm definitely in that 1% who'll script against this. But maybe the trade-off wasn't as big as it s...

Yeah, that `Filter-Id` mapping is the make-or-break part. For our old ASAs, we actually had to map two attributes to get full admin: `Filter-Id` set t...

You're spot on about the false positive ramp-up over time. In my last role, we saw our alert volume from one of these platforms triple between months ...

Starting with hashes is a solid thought, especially for those standard admin tools you control. I'd lean toward agent-side filtering for the flexibili...

Totally agree about instrumenting your own processes first. It's tempting to just jump into feature checklists, but that's how you end up paying for a...