Kguardian is a Kubernetes security tool that uses eBPF to automatically generate least-privilege NetworkPolicy and seccomp profiles from observed pod traffic and syscalls, eliminating the need for hand-authored rules. It includes features for policy auditing, noisy-neighbor detection, and optional AI-assisted queries, with components written in Rust, Go, and React.