Modern Alerting Systems Design for Observability Teams
Alerting is a response system, not a noise system
Alerting gets described as a monitoring feature far too often. That framing is convenient, but it hides the real problem.
Prometheus
llama.cpp Quickstart with CLI and Server
Run GGUF models with the CLI and server
llama.cpp is a C/C++ inference engine for GGUF models: llama-cli for interactive chat, llama-completion for scripted prompts, and llama-server for an OpenAI-compatible HTTP API.
Monitor LLM Inference in Production (2026): Prometheus & Grafana for vLLM, TGI, llama.cpp
Monitor LLM with Prometheus and Grafana
LLM inference looks like “just another API” — until latency spikes, queues back up, and your GPUs sit at 95% memory with no obvious explanation.
Observability for LLM Systems: Metrics, Traces, Logs, and Testing in Production
End-to-end observability strategy for LLM inference and LLM applications
LLM systems fail in ways that traditional API monitoring cannot surface — queues fill silently, GPU memory saturates long before CPU looks busy, and latency blows up at the batching layer rather than the application layer.
Observability in Production: Monitoring, Metrics, Prometheus & Grafana Guide (2026)
Metrics, dashboards, logs, and alerting for production systems — Prometheus, Grafana, Kubernetes, and AI workloads.
Observability is the foundation of reliable production systems.
Without metrics, dashboards, and alerting, Kubernetes clusters drift, AI workloads fail silently, and latency regressions go unnoticed until users complain.
Prometheus Monitoring: Complete Setup & Best Practices
Set up robust infrastructure monitoring with Prometheus
Prometheus has become the de facto standard for monitoring cloud-native applications and infrastructure, offering metrics collection, querying, and integration with visualization tools.
Install and Use Grafana on Ubuntu: Complete Guide
Master Grafana setup for monitoring & visualization
Grafana is the leading open-source platform for monitoring and observability, transforming metrics, logs, and traces into actionable insights through stunning visualizations.