Generation is an accelerator, not magic: AI proposes structure and common fields; engineers verify standards, secrets, and company policy.
High-return tasks include new microservices from templates, sidecars, probe tuning, and multi-environment values. Less copy-paste means more time for unique business logic.
Russian and English prompts reduce the mental tax of “the right docs language” in the moment - helpful for mixed teams and partners. Next step: AI deploy to Kubernetes using the same configs.
Quality, review and security checks on AI-generated YAML
Treat AI output like a pull request: review diffs, run static checks, validate in dev. You keep speed without surrendering control. Pre-deploy SAST on code - in Security & SAST.
Dockerfiles, Helm and adjacent DevOps artifacts
Containerization and Helm often move together. Help spanning Dockerfiles and base manifests reduces image/chart mismatch.
Highlights
- Draft Helm values and Kubernetes manifests from intent
- Help with Dockerfiles and common object types
- Prompts in Russian and English
- Less drift between services caused by copy-paste
- Faster bootstrap of new services
- Pairs with Git for reviewable artifacts
- AI as co-author, not a substitute for review