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Expert perspectives on DevOps,
AI & modern engineering
Explore expert perspectives on DevOps, AI, cybersecurity, and modern software engineering.
Stay ahead with technical insights and strategies from NextLink Labs.
Automatically Integrate Grafana with AWS Fargate: A Practical Pattern for 2026
AWS Fargate is one of the cleanest ways to run containers. You hand AWS a task definition, and the platform schedules, networks, and bills you per task. No EC2 …
Read more →Three Doors, Three Lanes: A 2026 Gen AI Adoption Playbook
About a year and a half ago, I wrote a LinkedIn post called "Gen AI adoption blues". The argument was that the conversation about generative AI was running ahea…
Read more →Writing a GitLab Pipeline with Claude Code
I've been using Claude Code for our internal GitLab pipelines for a while now and wanted to write up what the workflow actually looks like in practice. The serv…
Read more →Importing Existing Infrastructure into Terraform with Claude Code
Every consulting engagement has the same moment. The client walks you through their AWS account and at some point says "yeah, someone set that up manually a whi…
Read more →How to Generate Terraform Modules with Claude
Most LLM-generated Terraform is bad. You ask for a module, you get something that looks right, and then terraform validate lights up with errors. Provider block…
Read more →How To Connect Claude Code to Your Rails Models with MCP Servers
If you're using Claude Code (Anthropic's CLI coding assistant), you've probably hit this wall: your AI pair-programmer can read your code, run your tests, and e…
Read more →Managing AWS Organizations and SCPs with Infrastructure as Code
Most AWS environments grow in the same direction: one account becomes two, two becomes five, and eventually someone is manually clicking through the console try…
Read more →Your Software Has Vulnerabilities. Here’s How We Use Claude to Find Them.
Every codebase has vulnerabilities, and it is a mathematical certainty. The average commercial software application contains between 20 and 30 open-source depen…
Read more →Claude Code Configurations Every Rails Engineer Should Use
If you've tried Claude Code on a large Rails codebase, you've probably noticed the gap between the demos and reality. The demos show Claude refactoring a 50-lin…
Read more →Using Terraform Workspaces to Keep Infrastructure Consistent Across Environments
Infrastructure drift is something we run into constantly when starting a new client engagement. Production looks nothing like staging. Staging looks nothing lik…
Read more →How NextLink Labs Builds Production AWS Infrastructure
Overview Every new AWS engagement at NextLink Labs used to start from scratch. Engineers assembled infrastructure from memory, past projects, or whatever patter…
Read more →Defending Your Rails App: Enabling Dependency Cooldowns to Prevent Supply Chain Attacks
On March 31, 2026, a North Korean state actor hijacked the npm account of an Axios maintainer and published two backdoored versions of one of the world's most p…
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