u/FuzzyAd3936

Anyone else struggling with AI auditability?

An agent approved a discount override last month that was technically within policy but bigger than anyone expected. Legal's ask was simple, show the decision chain, what rule allowed it, what version of the policy was live, what the agent had access to when it decided.

We had a log of the action itself, but nothing tying it back to which policy version was active or who last changed that rule. We could prove the action happened. We could not reconstruct why it was allowed to happen.

That's a different kind of gap than a security incident, it's an auditability problem, and it's fine until someone with real authority asks for the paper trail. We're mapping out what a real chain should look like, tying actions back to the policy that authorized them.

For anyone who's built this for agent decisions, where does that trail actually live, and how far back do you keep it?

reddit.com
u/FuzzyAd3936 — 12 hours ago

Akamai closed its LayerX acquisition back in July, anyone else watching browser security consolidate into the bigger zero trust vendors?

Been tracking this since it was announced back in May and it officially closed in July. Akamai picked up LayerX (browser-based AI usage control / secure enterprise browser), and the founders and team are staying on, now sitting inside Akamai's Zero Trust org.

Feels like part of a bigger pattern, browser-level visibility used to be its own category, now it's getting absorbed into the bigger zero trust/edge platforms (Akamai already has ZTNA, segmentation, DNS security).

if others are seeing the same thing with different vendors, or if this is more specific to browser security getting treated as a missing piece of zero trust stacks rather than its own thing.

Anyone here running LayerX already, has anything actually changed on your end since the close, or is it business as usual so far?

reddit.com
u/FuzzyAd3936 — 8 days ago
▲ 6 r/FinOps

What's everyone using for AWS cost monitoring in 2026?

We had budgets and some basic alerting but nobody whose actual job it was to watch costs. lambda timeouts were wrong and that alone was invisible for months until the bill arrived. fun conversation with the cto.

we've tightened things up since but the alerts still land in a channel everyone monitors and nobody owns. the underlying problem is the same  accountability, not tooling. what other small teams are actually using to own this day to day. tools, processes, whoever's name is attached to it, what's actually working?

reddit.com
u/FuzzyAd3936 — 2 months ago