Continuous updates for mission-critical agents.

Introducing hardware-isolated Linux microVM sandboxes for untrusted agent code execution with zero-overhead snapshot recovery and strict seccomp memory profiles.

Bypassing provider ingress queues via warm TCP/TLS connection pools and evaluating multi-model arbitration graphs directly in edge workers.

Compiled inspection shields running in under 4ms to block indirect prompt injections before tokenization, with real-time audit log streaming to private S3 buckets.

Serializable agent state trees backed by PostgreSQL/pgvector. Pause multi-hour workflows during human-in-the-loop validation with zero idle compute costs.