Tag
#observability
4 posts tagged observability.
- ops
LLMOps Best Practices 2024: From Prototype to Production-Grade Systems
A practitioner's guide to the LLMOps best practices that separate fragile demos from reliable production systems: prompt versioning, observability, evaluation, and cost governance.
- ops
Token-Cost Observability in Production: What You Measure vs What You Should
Most LLM apps track total spend and call it done. The interesting signals — per-feature cost, per-user attribution, anomaly bands — require deliberate instrumentation.
- mlops
MLOps Tool Review: Arize vs Evidently
An honest comparison of two ML observability tools—where each fits, where each frustrates, and what neither one solves.
- mlops
Concept Drift Detection in Production: Practical Thresholds and Why Most Alerts Are Noise
How to actually detect concept drift in live systems, what thresholds matter, and why your monitoring dashboard is probably lying to you.