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Frigga Blog

Engineering insights.
DevOps without the noise.

Deep technical articles, product updates, and infrastructure thinking from the Frigga engineering team. Written by engineers who manage real production systems.

99 articles
Why AI Agents Get Infrastructure Wrong - And How Context Helps

The most dangerous infrastructure mistake isn't always a made-up resource. It is a confident answer built from half the truth. Ask an AI whether a service is exposed to the internet. It inspects the…

How Vörr Cloud Mapping Connects Infrastructure, Services, and Repositories into One Debugging Context

Your production service has one name in AWS, another in Prometheus, another in Jenkins, and a fourth in GitHub. During an incident, someone has to prove they're all the same thing. That join usually…

How Vörr Lets Claude and Codex Investigate Your Production Stack Through MCP

Claude can reason about a production incident. The problem is that production cannot answer back. The evidence is scattered across cloud resources, metrics, logs, traces, deployments, and source…

Where Does Your Codebase End? Comparing Cursor, Kiro, Graphify, and CodeZero

A repository is no longer where an AI coding tool's context has to end. Modern software rarely maps cleanly to one repo. A frontend may depend on backend services, shared libraries, workers,…

How CodeZero Gives Claude Code and Codex Cross-Repository Context

A frontend calls an API. That API invokes another service. A queue triggers a worker somewhere else. One change can cross four repositories before the feature is complete. The problem isn't getting…

How CodeZero Finds the Right Context Across 10K Files and 1M Functions

Give an AI more code, and eventually the context itself becomes the problem. Across 10,000 files and millions of functions, there will always be something that looks relevant - another similarly…

DevOps EngineeringInfrastructure ThinkingFinOpsKubernetesSecurityCI/CDObservabilityCost OptimisationIncident ResponseDevOps EngineeringInfrastructure ThinkingFinOpsKubernetesSecurityCI/CDObservabilityCost OptimisationIncident Response