Abstract network of autonomous agents connected to infrastructure

Agent Infrastructure Is Creating New Security Challenges

AI agents aren’t chatbots. They execute code, hold credentials, and call APIs on their own. Here’s why that breaks traditional security models — and what teams are doing about it.

September 5, 2026 · 8 min · 1650 words · martinuke0
Diagram of an AI gateway routing requests between apps and multiple LLM providers.

AI Gateways: The Missing Layer Between Your Apps and Every LLM Provider

AI gateways sit between applications and foundation model providers, unifying auth, routing, caching, and observability. This post breaks down the patterns, the production wins, and the open source options like LiteLLM and Portkey.

September 5, 2026 · 8 min · 1598 words · martinuke0
Stylized dashboard showing GPU utilization bars alongside cost and revenue metrics.

GPU Utilization Is Becoming a Business Metric

GPUs are no longer a hidden infrastructure cost. They are a tracked business metric, tied to revenue, margins, and team accountability. This post unpacks why utilization moved from engineering dashboards to board decks, and what it means for the way you build, schedule, and bill ML workloads.

September 5, 2026 · 9 min · 1800 words · martinuke0
Abstract visualization of model layers sharded across multiple GPU nodes connected by high-bandwidth fabric.

Inference Is Becoming a Distributed-Systems Problem

Once a model fits on one accelerator, inference is mostly GEMMs and kv cache lookups. Once it doesn’t, you inherit every problem distributed systems has spent thirty years failing to solve.

September 5, 2026 · 9 min · 1914 words · martinuke0
Diagram of a Kubernetes cluster routing inference requests across GPU nodes to multiple model replicas.

Kubernetes for AI Inference: Serving Models at Production Scale

Kubernetes has quietly become the de facto control plane for production AI inference. This post walks through the architecture, the GPU plumbing, and the patterns teams use to serve models that actually meet SLOs.

September 5, 2026 · 9 min · 1894 words · martinuke0
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