Network egress control — compute isolation means nothing if the sandbox can freely phone home. Options range from disabling networking entirely, to running an allowlist proxy (like Squid) that blocks DNS resolution inside the sandbox and forces all traffic through a domain-level allowlist, to dropping CAP_NET_RAW so the sandbox cannot bypass DNS with raw sockets.
Automation: Rinsing It in Seconds
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ALiBi enables extreme compression: the 36-param leader uses ALiBi with slope log(10) for base-10 positional weighting, achieving 100% accuracy with a 2-layer decoder (d=5) in float64