validation-loop

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Phased path from local vLLM (Apple Silicon) to Kubernetes on AWS: Terraform, Packer/Ansible, kubeadm, Cilium — validation ladders per phase

kubernetes aws ansible packer terraform iac devbox kubeadm homelab platform-engineering cilium apple-silicon vllm llm-inference validation-loop

Validation-driven agent loop with schema enforcement, confidence-based retries, and bounded LLM reasoning to reduce drift and hallucination.

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