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πŸ§‘β€πŸ’» GitHub Actions: Automating Edge LLMOps Deployments via CI/CD πŸ§‘β€πŸ’»
How-ToDevOps

πŸ§‘β€πŸ’» GitHub Actions: Automating Edge LLMOps Deployments via CI/CD πŸ§‘β€πŸ’»

via Dev.to DevOpsYoshio Nomura2h ago

❌ A brutal reality of edge computing: an architecture bound to a single local machine is not a deployment; it is a liability. πŸ‘‰ In Phase 7, I engineered a Merchant of Record (MoR) Kubernetes cluster capable of trans-continental B2B routing. However, the deployment execution remained localized. Today, in Phase 8, I severed that physical tether by injecting a strict CI/CD pipeline. 🟒 1. The Hyperscaler Handoff: Global capital demands zero points of failure. The compilation of the inference container and the structural auditing of the K3s declarative state have been completely offloaded to GitHub Actions. 🟒 2. The Immutable Verification: Upon every merge to the "enterprise-saas-mor" branch, the pipeline executes a multi-stage Docker build, utilizes gha caching to minimize compute time, and strictly performs a --dry-run audit across the entire Kubernetes observability and stateful ledger manifests. If a single YAML indentation is flawed, the pipeline strictly blocks the deployment. 🟒 3. Th

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