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AI observability: how do you trace and log LLM calls in prod?

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01

Understand the problem

OTEL gen_ai conventions, AI Gateway, and turning traces into evals.

observabilitytracing
02

Attempt it yourself

Sketch your approach before reading the solution — that's what interviews test.

Nudge consolestandby

Stuck? Beam a request up — the console returns a conceptual nudge that guides your logic without spoiling the implementation.

03

Study the solution

Emit OTEL gen_ai spans for every LLM call (model, tokens, latency, cost, prompt version). Centralize via AI Gateway/LangSmith and replay failures into evals.

Solution ready — 2 min read

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04

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