LLM Observability - 5 most important components

Description

Doing a LLM Observability walkthrough using Opik by Comet! (Open-source, production-grade) 𝗪𝗵𝗮𝘁 𝗜 𝘀𝗵𝗼𝘄 𝗶𝗻 𝘁𝗵𝗲 𝘃𝗶𝗱𝗲𝗼: ✓ Full trace logging for every call ✓ Cost tracking across workflows ✓ Latency monitoring per query ✓ Error detection with full context ✓ Multi-step agent visualization Also walking through Agent Optimizer to: 𝗔𝘂𝘁𝗼-𝗼𝗽𝘁𝗶𝗺𝗶𝘇𝗲 𝗽𝗿𝗼𝗺𝗽𝘁𝘀 𝗳𝗿𝗼𝗺 𝗽𝗿𝗼𝗱 𝗱𝗮𝘁𝗮 Logging tells you what broke. Auto-optimization fixes it. → Analyze agent failures in production → Generate improved prompts automatically → Test against your eval dataset → Deploy without manual engineering Result: 150+% performance boost documented.