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Technical insights from real engagements.

The difference between AI-assisted development and agentic development is not incremental. It is architectural. Most teams are using AI wrong.

AI AgentsDevOpsProductivityArchitecture

20 April 2026 · Peter Hinge · 7 min read

Read article Read article: Your team is the bottleneck, not your backlog

Most ML predictions can run as a batch job. Knowing which ones actually need an API is the decision that determines your infrastructure cost, complexity, and reliability.

MLOpsInfrastructureFastAPIArchitecture

19 March 2026 · Mico Boje · 5 min read

Read article Read article: Not everything needs real-time inference

The same five problems show up in almost every production Kubernetes cluster we audit. Here is what they are and what to do about them.

KubernetesSecurityDevOps

12 January 2026 · Mico Boje · 7 min read

Read article Read article: What we find in most Kubernetes cluster reviews