https://meshery-extensions.github.io/tcslabs-academy/pr-preview/pr-36/tags/validation/Recent content in Validation on TCS Labs AcademyHugoenhttps://meshery-extensions.github.io/tcslabs-academy/pr-preview/pr-36/learning-paths/deea6061-b6be-49a9-ad1c-f1a5c32e1fa9/ai-assisted-infrastructure-design-with-meshery-and-kanvas/validating-ai-generated-infrastructure/validation-and-guardrails/Mon, 01 Jan 0001 00:00:00 +0000https://meshery-extensions.github.io/tcslabs-academy/pr-preview/pr-36/learning-paths/deea6061-b6be-49a9-ad1c-f1a5c32e1fa9/ai-assisted-infrastructure-design-with-meshery-and-kanvas/validating-ai-generated-infrastructure/validation-and-guardrails/https://meshery-extensions.github.io/tcslabs-academy/pr-preview/pr-36/learning-paths/deea6061-b6be-49a9-ad1c-f1a5c32e1fa9/ai-assisted-infrastructure-design-with-meshery-and-kanvas/validating-ai-generated-infrastructure/Mon, 01 Jan 0001 00:00:00 +0000https://meshery-extensions.github.io/tcslabs-academy/pr-preview/pr-36/learning-paths/deea6061-b6be-49a9-ad1c-f1a5c32e1fa9/ai-assisted-infrastructure-design-with-meshery-and-kanvas/validating-ai-generated-infrastructure/<p>An LLM can produce a syntactically valid Kubernetes manifest in seconds, but syntactic correctness is not the same as operational correctness. Missing resource limits, label selector mismatches, or absent NetworkPolicies pass a YAML linter yet cause outages or security gaps the moment they land in a cluster.</p> <p>This course teaches you to treat validation as a first-class step in the AI-assisted infrastructure workflow. You will learn how Meshery&rsquo;s model-driven policy engine catches semantic errors that plain schema checks miss, how to apply shift-left techniques to AI output before a single <code>kubectl apply</code> runs, and how to design durable guardrails that bound what generated infra can do. The course closes with a concrete review checklist you can carry into every pull request that contains AI-generated infrastructure.</p>