{"enrichment":{"faq":[{"a":"LLMOps Platform Engineering teaches you to architect internal LLM platforms that integrate CI/CD pipelines with automated evaluation gates and quality checks. You'll design model promotion workflows that validate safety, performance, and compliance before production deployment, ensuring rapid experimentation doesn't compromise reliability.","q":"How do you build an LLMOps platform with CI/CD?"},{"a":"LLMOps Platform Engineering covers building model promotion pipelines on Kubernetes that orchestrate safe model advancement through staged gates. You'll learn to set up inference serving with auto-scaling, implement canary rollouts for gradual validation, and establish rollback capabilities\u2014balancing speed with production safety.","q":"What's the LLM model promotion pipeline in Kubernetes?"},{"a":"LLMOps Platform Engineering guides you through establishing governance workflows with safety evaluation gates that validate models before promotion. You'll configure quality thresholds, implement automated checks for hallucination detection and guardrails, and create compliance workflows that gate deployment decisions based on measurable criteria.","q":"How do you set up evaluation gates for model deployment?"},{"a":"LLMOps Platform Engineering emphasizes establishing governance frameworks that enforce compliance across model lifecycle stages. You'll implement audit trails, version control in model registries, multi-environment promotion strategies, and observability systems that track safety metrics and cost analytics throughout production LLM inference infrastructure.","q":"What governance and compliance workflows matter for LLM deployment?"},{"a":"LLMOps Platform Engineering teaches infrastructure for A/B testing LLM models and canary deployments that validate new versions safely. You'll design testing frameworks that measure latency, SLOs, and user outcomes, implement gradual traffic shifting to detect issues early, and establish rollback procedures when quality thresholds aren't met.","q":"How can you configure A/B testing and canary rollouts?"},{"a":"LLMOps Platform Engineering covers observability for LLM production systems including latency benchmarking, cost analytics, safety metric tracking, and SLO monitoring. You'll implement dashboards that surface model performance, inference costs, and compliance signals across Kubernetes clusters, enabling teams to detect degradation and respond quickly.","q":"What observability and monitoring do production LLM systems need?"}],"shadow_tags":["model-lifecycle-management","inference-infrastructure","deployment-automation","quality-assurance-gates","risk-mitigation-framework","multi-tenant-governance","performance-benchmarking","compliance-tracking","cost-optimization","canary-rollout"],"summary_rewrite":"LLMOps Platform Engineering teaches you to architect internal LLM platforms that balance rapid experimentation with production safety. You'll implement model promotion pipelines with automated quality and safety gates, canary validation, and rollback capabilities, plus set up A/B testing infrastructure and observability across Kubernetes and cloud inference."},"files":[{"bytes":12795,"path":"devops/ai/llmops-platform-engineering/SKILL.md","sha256":"22c0fda1dab3babc45557b10e5e1dd50ab3ed393591d058e73d388998a2fd697","url":"https://skillfed.io/files/BagelHole/DevOps-Security-Agent-Skills/llmops-platform-engineering/027c6234/SKILL.md"}],"id":"BagelHole/DevOps-Security-Agent-Skills/llmops-platform-engineering","links":{"html":"https://skillfed.io/BagelHole/DevOps-Security-Agent-Skills/llmops-platform-engineering","md":"https://skillfed.io/BagelHole/DevOps-Security-Agent-Skills/llmops-platform-engineering.md","repo":"https://github.com/BagelHole/DevOps-Security-Agent-Skills"},"meta":{"agents_supported":[],"first_seen":"2026-07-28","forks":4,"language":"Shell","last_updated":"2026-05-22","license":"MIT","name":"llmops-platform-engineering","publisher":"BagelHole","stars":44},"relations":{"similar":[{"id":"BagelHole/DevOps-Security-Agent-Skills/gpu-kubernetes-operations"},{"id":"patricio0312rev/skills/kubernetes-manifest-generator"},{"id":"BagelHole/DevOps-Security-Agent-Skills/blue-green-deploy"},{"id":"chaterm/terminal-skills/deployment"},{"id":"spencerpauly/awesome-cursor-skills/kubernetes-deploying"},{"id":"manutej/luxor-claude-marketplace/kubernetes-orchestration"},{"id":"BagelHole/DevOps-Security-Agent-Skills/model-serving-kubernetes"},{"id":"pedronauck/skills/kubernetes-specialist"},{"id":"Jeffallan/claude-skills/kubernetes-specialist"},{"id":"NickCrew/Claude-Cortex/kubernetes-deployment-patterns"}]},"slug":{"owner":"BagelHole","repo":"DevOps-Security-Agent-Skills","skill":"llmops-platform-engineering"},"version":"027c6234"}