Insights

Expert perspectives on DevOps, AI, cybersecurity, and modern software engineering.

Writing a GitLab Pipeline with Claude Code DevOps

Writing a GitLab Pipeline with Claude Code

A Jenkinsfile with one stage, no scanning, no caching. Here's how NextLink Labs used Claude Code to rewrite it into a production GitLab pipeline with rootless BuildKit, Trivy scanning, Skopeo retag, a...

Importing Existing Infrastructure into Terraform with Claude Code DevOps

Importing Existing Infrastructure into Terraform with Claude Code

Someone set that up manually a while back. Sound familiar? Here's how NextLink Labs uses Claude Code's agentic loop to import hand-built AWS infrastructure into Terraform — compressing a multi-day job...

How to Generate Terraform Modules with Claude DevOps

How to Generate Terraform Modules with Claude

Most LLM-generated Terraform is bad — not because of the tool, but because of the prompt. Here's how NextLink Labs uses Claude Code and CLAUDE.md conventions to generate Terraform modules that are clo...

How To Connect Claude Code to Your Rails Models with MCP Servers Custom Software Development

How To Connect Claude Code to Your Rails Models with MCP Servers

One account becomes five, and eventually nobody knows which guardrails are where. Here's how NextLink Labs manages AWS Organizations, OU hierarchies, and Service Control Policies with Terraform and Gi...

Managing AWS Organizations and SCPs with Infrastructure as Code DevOps

Managing AWS Organizations and SCPs with Infrastructure as Code

One account becomes five, and eventually nobody knows which guardrails are where. Here's how NextLink Labs manages AWS Organizations, OU hierarchies, and Service Control Policies with Terraform and Gi...

Your Software Has Vulnerabilities. Here’s How We Use Claude to Find Them. Security

Your Software Has Vulnerabilities. Here’s How We Use Claude to Find Them.

Every codebase has vulnerabilities. Traditional scanners catch known patterns — but miss business logic flaws, unreachable CVEs, and compound misconfigurations. Here's how NextLink Labs uses Claude to...

Claude Code Configurations Every Rails Engineer Should Use DevOps

Claude Code Configurations Every Rails Engineer Should Use

Claude Code works great on 50-line demos. Large Rails codebases are different. Here's how NextLink Labs configures CLAUDE.md, MCP servers, custom skills, and permission hooks to make Claude genuinely ...

Using Terraform Workspaces to Keep Infrastructure Consistent Across Environments DevOps

Using Terraform Workspaces to Keep Infrastructure Consistent Across Environments

Production looks nothing like staging. Staging looks nothing like dev. Here's how NextLink Labs uses Terraform workspaces and GitLab CI/CD to eliminate infrastructure drift across every client environ...

How NextLink Labs Builds Production AWS Infrastructure DevOps

How NextLink Labs Builds Production AWS Infrastructure

Every AWS engagement used to start from scratch. NextLink Labs' Terraform reference architecture changes that — a production-ready, fully modular AWS foundation that cuts environment setup from 5 days...

Defending Your Rails App: Enabling Dependency Cooldowns to Prevent Supply Chain Attacks Custom Software Development

Defending Your Rails App: Enabling Dependency Cooldowns to Prevent Supply Chain Attacks

A backdoored Axios package. A poisoned LiteLLM release. Both live for hours. A dependency cooldown would have blocked them both. Here's how to protect your Rails app with gem.coop, Dependabot, and Bun...

Observability Best Practices with Grafana Cloud DevOps

Observability Best Practices with Grafana Cloud

Most teams have dashboards. Very few have observability. This playbook walks through the five-level maturity model NextLink Labs uses to build real observability with Grafana Cloud — from metrics to p...

Leveraging Hardened Docker Images: How We Stay Secure and Eliminate Image Maintenance Overhead DevOps

Leveraging Hardened Docker Images: How We Stay Secure and Eliminate Image Maintenance Overhead

Stop accumulating CVEs silently. Learn how NextLink Labs uses Docker Hardened Images to eliminate base image maintenance overhead, reduce attack surface, and stay compliant — automatically.