Insights

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

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 ...

How We Built a Weekly AWS Cost Digest Powered by AI Cloud

How We Built a Weekly AWS Cost Digest Powered by AI

Learn how NextLink Labs built an AI-powered AWS cost digest to automate cloud expense tracking, identify anomalies, and optimize spending with weekly insights.

Setting Up Your Ruby on Rails Monolith for AI Development Custom Software Development

Setting Up Your Ruby on Rails Monolith for AI Development

Large Rails monoliths burn millions of tokens per AI session. These 5 architectural changes cut costs and boost AI suggestion quality by 3-4x.

Your Engineers Are Already Running AI Agents. Do You Know Which Ones? AI

Your Engineers Are Already Running AI Agents. Do You Know Which Ones?

Most companies are either over-engineered or under-governed for AI agents. A six-layer maturity framework for figuring out where you actually need to be.

AI Overconfidence: Smarter Than Us or Just More Convincing? AI

AI Overconfidence: Smarter Than Us or Just More Convincing?

Explore the pitfalls of AI overconfidence in critical fields like hiring, finance, healthcare, and law enforcement, and discover solutions for more accountable AI systems.

Navigating Deepseek graphic Cybersecurity

Navigating DeepSeek: Key Concerns for U.S. Companies

Learn how U.S. companies can navigate DeepSeek's privacy policies and data risks while leveraging its AI tools effectively. Discover key strategies for compliance and data security.