Insights

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.

The Build vs Buy Math Just Flipped

For twenty years, the responsible advice was don't build software. Buy it. That advice was right. Custom software was slow, expensive, and risky. A mid-market c…

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Agent Governance Is a Program, Not a Purchase

The agent governance tools arriving now — Docker's among them — solve a problem that badly needed solving. Here is the part the sales process will not dwell on.…

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Your Most Expensive People Are Doing Retrieval Work

Watch what your most experienced people actually do all day. Most of it is not judgment. It is retrieval. The estimator digging through old jobs to price a new …

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You Connected Everything to Agents. Can You Govern Any of It?

If you run a mid-market company and your teams are wiring agents into everything right now, you have probably felt a little uneasy about it. You are handing aut…

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The Overconsumption Stack: Why Your AI Features Cost 10x What They Should

Most AI features in production today are overpaying for intelligence the same way a teenager overpays for car insurance. Not because of one big mistake, but bec…

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AI Is Getting Cheaper. Your AI Bill Is Going Up. Both Are True.

There are two clocks running in AI right now, and most finance teams are reading the wrong one. The first clock is the price of frontier intelligence. That is t…

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The AI You See Online Isn't the AI That Ships

Your feed is full of two kinds of AI content. Agents that supposedly run entire companies while the founder sleeps, and screenshots of chatbots telling customer…

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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 …

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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…

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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…

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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…

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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…

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