Code Abundance, Operational Scarcity: Why AI-Generated Software Is Creating a New CIO Bottleneck

TL;DR AI coding tools are reducing the effort required to produce software, but they are not removing the work required to make software safe, supportable, observable, and valuable. The constraint is moving downstream into architecture review, test design, security analysis, release governance, documentation, production operations, and cost control. CIOs should not treat lines of code, … Explore: Code Abundance, Operational Scarcity: Why AI-Generated Software Is…

How to Monitor NVIDIA GPUs with DCGM Exporter, Prometheus, and Grafana

TL;DR NVIDIA GPU monitoring needs more than a utilization chart. A production design should collect device telemetry with DCGM Exporter, scrape it with Prometheus, visualize fleet and workload behavior in Grafana, and alert on conditions that require action. The runbook must also preserve per-pod context, control metric cardinality, distinguish low utilization from genuine performance problems, … Explore: How to Monitor NVIDIA GPUs with DCGM Exporter,…

Agent Observability Is Not Logging: How to Detect Autonomous System Divergence in Real Time

TL;DR Traditional logs tell operators what individual components recorded. Agent observability must answer a harder question: did an autonomous system remain inside its declared task, authorization boundaries, and approved methods across the complete sequence of actions? The required unit of detection is the trajectory. Prompts, tool calls, shell commands, identities, network destinations, package retrieval, privilege … Explore: Agent Observability Is Not Logging: How to Detect…

How to Run Coding Agents Safely Inside CI/CD Pipelines

TL;DR A coding agent should enter a CI/CD pipeline as an untrusted change producer, not as a privileged developer account. Give it an ephemeral sandbox, read-only repository access, a writable workspace, tightly controlled network egress, no deployment credentials, and no direct path to a protected branch. The agent should produce a patch and evidence bundle. … Explore: How to Run Coding Agents Safely Inside CI/CD…

How to Deploy NVIDIA NIM Microservices on Kubernetes with the NIM Operator

TL;DR NVIDIA NIM can be deployed on Kubernetes through Helm or managed declaratively through the NVIDIA NIM Operator. The operator-based path is the better fit when you want Kubernetes-native lifecycle management for model caching, GPU scheduling, health probes, service exposure, scaling, and upgrades. The practical sequence is straightforward, but the dependencies matter. Build a supported … Explore: How to Deploy NVIDIA NIM Microservices on Kubernetes…

Containerized Deep Learning: Running NVIDIA GPUs on VMware Tanzu & Nutanix Karbon

Table of Contents 1. Introduction Deep learning workloads are transforming enterprise AI. Running them efficiently at scale requires more than just powerful GPUs. Kubernetes has become the go-to platform for orchestrating modern, containerized machine learning environments. With Kubernetes, you get reproducibility, scalability, and deep integration with DevOps workflows. This tutorial and proof-of-concept guide shows how … Explore: Containerized Deep Learning: Running NVIDIA GPUs on VMware…

Test/Dev Workflow Docker Compose pushed to GitHub & Travis CI

In the previous article we covered how to deploy an app using Docker Compose.  In this article we will expand upon that and push our files to a GitHub Repo and connect the Repo to Travis CI for continual testing.  Pre-reqs:Create a repository in Github – my example is docker-inferno Also, if you have not … Explore: Test/Dev Workflow Docker Compose pushed to GitHub &…

Kubernetes create new namespace with quotas

There are times when projects and team members accessing the projects grow.  In order to keep these environments isolated we incorporate namespaces and to ensure these projects don’t exceed their resource limits we can impose quotas.   In this article I will provide a couple definitions followed by a two-step process.  In step 1, I will … Explore: Kubernetes create new namespace with quotas

Deploy web app project running on a Docker container

In this article as we begin to progress forward with deploying containers I wanted to build on previous articles.  In this article we will create a package.json and server.js file, create a Dockerfile and see if our web app works. Now let’s create a directory for our project: $ mkdir <name_of_project>$ cd <DIR> Deploy web … Explore: Deploy web app project running on a Docker…

Docker Port Mappings

I think Docker has the best explination of port mapping, “By default, when you create a container, it does not publish any of its ports to the outside world. To make a port available to services outside of Docker, or to Docker containers which are not connected to the container’s network, use the –publish or … Explore: Docker Port Mappings