Case studies
Practical examples of how engineering teams combine CLI tools with AI agents.
A practical PR review stack: Claude Code or Codex plus gh and ripgrep
The winning pattern is rarely a single coding agent. Teams usually pair one agent with fast code search and GitHub-native execution.
How Python-heavy teams pair Gemini CLI or Aider with uv
Coding agents become far more reliable when environment bootstrap and dependency sync are fast and reproducible.
Extending coding agents into production operations with kubectl
Once teams trust an agent in code review, the next step is usually read-heavy operational work in staging and Kubernetes.