8 articles
Move beyond the hype and discover the real value of AI in the Software Development Life Cycle. This guide walks through an ideal AI-augmented dev loop, from drafting specs to incident review.
Why 'It feels right' is not a unit test. Learn how to combine the speed of LLM 'Vibe Coding' with the safety of formal verification for mission-critical agents.
Verify your code in a clean environment. Learn how to use Docker to run unit and integration tests as part of your automated build process.
The first line of defense. Learn how to integrate unit tests into your GitLab pipeline, use test reports, and visualize your code coverage.
Do they play well together? Learn how to use GitLab 'Services' to spin up temporary databases and caches (like Redis or Postgres) during your integration tests.
Fail fast. Learn how to test individual nodes in isolation, read the execution JSON, and find the 'Needle in the haystack' when a workflow fails.
The Refinement Loop. How to treat prompting as an experiment rather than a one-off command.
Is it working? How to verify that your imported Hugging Face model is behaving correctly in Ollama.