How to Monitor LLMs in Production Before They Drain Your Budget

Description

**Are you burning through your LLM budget with zero visibility into why?** You're not alone - 73% of production deployments are facing this exact problem right now. In today's Platform Engineering Playbook, we tackle the monitoring crisis plaguing AI infrastructure and break down five game-changing developments reshaping how we deploy and secure production systems. **🎯 What You'll Learn:** • How to implement proper LLM observability using Grafana Cloud, OpenLIT, and OpenTelemetry • Step-by-step rollout strategies that won't break your production environment • Why Teleport's new Beams could revolutionize AI agent security in your infrastructure **📺 Chapters:** 0:00 - Cold Open: The LLM Budget Crisis 2:15 - Today's Platform Engineering News 8:30 - Deep Dive: LLM Monitoring in Production 15:45 - Implementation Walkthrough **🔥 This Week's News:** • Teleport Beams: Trusted runtimes for AI agents • Metal3 joins CNCF incubation at KubeCon Europe 2026 • Cloudflare's Gen 13 servers deliver 2x edge compute performance • New AI-compatible certification frameworks • Pi-Hole deployment strategies for network-wide ad blocking Perfect for platform engineers, DevOps teams, and infrastructure leaders dealing with AI workloads in production. **Sources & References:** • https://grafana.com/blog/ai-observability-llms-in-production/ • https://cloudnativenow.com/kubecon-cloudnativecon-europe-2026/teleport-launches-beams-to-provide-trusted-runtimes-for-ai-agents-in-production-infrastructure/ • https://www.cncf.io/blog/2026/03/23/metal3-at-kubecon-cloudnativecon-europe-2026-meet-the-cncfs-freshly-incubated-bare-metal-project/ • https://blog.cloudflare.com/gen13-launch/ • https://letsdatascience.com/news/made-in-usa-introduces-ai-compatible-certification-framework-b0b018ac • https://thenewstack.io/pihole-docker-network-adblocking/ #PlatformEngineering #DevOps #CloudNative #Kubernetes