Kernel Security and Vulnerability Management

Together AI has implemented a robust strategy for managing kernel-level security vulnerabilities, exemplified by their rapid response to the Copy Fail (CVE‑2026‑31431) vulnerability. This includes immediate fleet-wide mitigation by disabling vulnerable kernel modules, followed by a phased rollout of vendor-provided kernel patches. The platform emphasizes a default-off approach for niche kernel interfaces and maintains continuous monitoring for anomalous kernel behavior and usage. This proactive approach ensures the security and stability of their AI infrastructure.