Monitoring

Apr 7, 2026 LLM Engineering 36 min read

LLM Engineering (12): Production — Deployment, Monitoring, Cost

Serving stack choices in detail, autoscaling LLMs, latency budgets, prompt+completion cost tracking, multi-model routing, FrugalGPT cascading, observability you need from day one, and the on-call patterns that work.

Apr 30, 2024 Databases 42 min read

Databases (8): Databases in Practice — Migration, Monitoring, and War Stories

The operational side of databases — schema migrations, connection pooling, monitoring, backup strategies, managed database options, and hard-won lessons from production incidents.

May 26, 2023 Cloud Computing 58 min read

Cloud Computing (7): Cloud Operations and DevOps Practices

A working DevOps engineer's guide: CI/CD pipelines that gate quality, Terraform for reproducible infrastructure, Prometheus + Grafana monitoring, ELK/EFK logging, SRE error budgets, and the operational habits that keep …