📰 Medium · DevOps

One of the most common production issues is running out of disk space. Continue reading on Medium »

From Beginner to Production: Build AI-Powered DevOps Workflows with Kubernetes, AWS, GitHub, Terraform, Slack, PagerDuty, and Enterprise… Continue reading on Me

Episode 4 — The harness from last episode runs. It also produces confident, thorough investigations that are either wrong — because they… Continue reading on Me

In the world of modern software engineering, containerization has shifted from being a “nice-to-have” skill to an absolute infrastructure… Continue reading on M

How to make your local Voicebox instance accessible from anywhere using a single SSH command for remote AI agent workflows. Continue reading on Medium »

How to Safely Expose a Dockerized API Using Nginx Without Opening Ports Continue reading on Medium »

For a long time, storing AWS access keys as GitHub secrets was the standard way of authenticating CI/CD pipelines with AWS. Continue reading on Medium »

Simplify your serverless architectures by mounting S3 directly as a local file system. Continue reading on Medium »

Today I completed the Terraform Remote State section and gained a much better understanding of how Terraform manages infrastructure in… Continue reading on Medi

Stop Copy-Pasting Kubernetes Manifests. Here is How I Packaged, Secured, and Deployed My App Using Helm, GitHub Pages, and a Secret Local… Continue reading on M

I want to connect to Server Host “X” to use Service “Y”. Continue reading on Medium »

There used to be a guy who ran the corner store who knew everyone’s order before they said it, knew who owed who a favor, and would… Continue reading on Medium

Today’s task was to Version Datasets and Models Across Git Branches. Continue reading on Medium »

The confusion teams commonly face with Snowflake CI/CD is trying to find one tool that governs everything. Continue reading on Medium »

MLOps is not DevOps with a machine learning flavour. It solves a different class of problems — and the organisations that treat it like… Continue reading on Med

How I deployed my first Node.js application on AWS EC2, connected a custom domain, enabled HTTPS, automated deployment with GitHub Actions… Continue reading on

What started as a routine SDK upgrade turned into several hours of debugging. Continue reading on Medium »

How a capstone assignment turned into a crash course in Terraform, Kubernetes, and resilience; including the week my AWS account got… Continue reading on Medium

Running ML and LLM workloads on Kubernetes often starts with a surprisingly expensive step: getting the model onto the node. Continue reading on Medium »

A hands-on walkthrough of taking a Streamlit LLM demo from “it runs on my laptop” to a governed, multi-environment, CI/CD-driven product —… Continue reading on

Each authentication mode solves a problem — but picking the wrong one creates new risks. Continue reading on Medium »

Beyond the hype, here is how to navigate the current state of generative AI video tools for production and API integration. Continue reading on Medium »

Two Employees. One Layoff Announcement. Two Completely Different Outcomes. Continue reading on Medium »

A practical guide to avoiding the last-minute surprises that turn launch day into incident day Continue reading on Medium »