Linux Namespaces as Isolation Primitives
Each namespace controls one resource, leaving five others for other layers to defend.
Mandatory access control in the kernel stops AI agents from escaping their sandbox permissions.
Each namespace controls one resource, leaving five others for other layers to defend.
Linux sandboxes need capability dropping to block privilege escalation through child processes.
Isolating untrusted AI agents requires choosing whether workloads share the host kernel.
eBPF monitors what AI agents actually do at the kernel level, where approval logic cannot reach.
Linux kernel isolation mechanisms protect AI agents from becoming a path to host compromise.
Billing granularity and hidden fees can multiply eval costs far beyond advertised GPU rates.
Tracking three evaluation layers over time reveals agent drift before final-answer metrics budge.
The middle layer of cloud computing that handles infrastructure so developers focus on code.
Researchers are building realistic offline environments to test AI agents at scale.
Capturing sandbox state to eliminate cold-start waste in agent benchmarks.
KV cache grows uncontrollably across agent turns, making memory planning fundamentally different.