Marcus Oyelaran

Kernel-level visibility catches container threats that detection at deployment time cannot.

Model artifacts evade traditional supply chain defenses.

MFA and encryption move from optional to mandatory under the 2026 HIPAA rule.

GPU inference needs its own reliability ladder beyond standard web service benchmarks.