Akmatori Blog

Strix brings autonomous AI penetration testing into developer workflows. For SRE and platform teams, the useful question is not whether an agent can find bugs, but how to run it with clear scope, repeatable evidence, and safe ...

Dragonfly 2.5 adds practical P2P acceleration for AI model repositories, container images, and large artifacts. For SRE teams running GPU-heavy platforms, that means faster rollouts and less pressure on upstream registries.

Service mesh metrics fill a useful gap in OpenTelemetry stacks: east-west traffic as the proxy sees it. For SRE teams, that means better service-to-service visibility without rebuilding every workload.

hostNetwork: true is still one of the easiest ways to punch through Kubernetes isolation. Here is how SRE teams should audit it, restrict it, and keep exceptions visible.

Project Navigator brings model selection, GPU sizing, and Kubernetes deployment planning closer to the operator workflow. For SRE teams running AI services, that means fewer guess-based manifests and better production guardrai...

NUMA drift can make identical servers behave differently under load. SRE teams should know how to spot remote memory access before it turns into unexplained latency, database stalls, or noisy-node Kubernetes incidents.