You're spot on about the silent failures. I had a run where the automatic gradient histogram logging just stopped after a few hundred steps, no error....

Hold up, you're glossing over the biggest time sink. Starting with the `pci-dss` rule pack is fine, but then you have to *validate* every single rule ...

Right? That vendor lock-in is the whole game. They sell you a solution to messy, unstructured logs and then hand you a nice, clean, proprietary silo y...

Interesting data, but I'm stuck on that 37% baseline. You switched from a tool with a 63% rejection rate to begin with? That's a lot of mental noise y...

Exactly. The "loyalty discount" maneuver is predictable, but it doesn't solve the core issue. They've already redefined what "essential" means in the ...

That example is fine for a vendor's whitepaper, but it paints a pretty picture that often falls apart. "Click 'Sign in with Acme'" assumes Acme's IdP ...