Abstract diagram of GPU scheduling queues feeding a rack of accelerators.

GPU Scheduling at Scale: How Modern Systems Stop Fighting Over Silicon

GPUs are no longer exotic, but scheduling them well is still hard. This post walks through the policies, primitives, and production patterns that decide who gets the silicon.

September 5, 2026 · 10 min · 1938 words · martinuke0
A stylized blueprint of servers and neural network nodes overlapping.

AI Infrastructure Hiring Is Converging: What It Means for Engineers

AI infrastructure hiring is converging into a single, hybrid discipline that blends platform engineering, MLOps, and distributed systems. This post breaks down what skills are merging, what the new job descriptions look like, and how engineers can position themselves.

September 5, 2026 · 9 min · 1909 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
A stylized rack of GPU servers with glowing circuit pathways representing the emerging AI infrastructure discipline.

AI Infrastructure Is Becoming the Next Major Infrastructure Discipline

AI infrastructure is crystallizing into a distinct discipline — one with its own hardware, scheduling, and observability stack. This post breaks down the layers, the patterns in production, and the skills engineers need to build it.

September 5, 2026 · 10 min · 1978 words · martinuke0
Abstract diagram of a Redis client receiving invalidation pushes over RESP3.

Optimizing Redis with Client-Side Caching and the RESP3 Protocol

A practical look at how the RESP3 protocol and client-side caching let Redis clients invalidate entries locally, eliminating round trips and shaving milliseconds off tail latency.

September 5, 2026 · 11 min · 2148 words · martinuke0
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