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Why Observability Is Vital For AI And LLM Applications

A new commentary argues that observability — the ability to monitor, trace and understand system behaviour — is essential for building and running AI and LLM applications. Because large language models can behave unpredictably, teams need visibility into inputs, outputs, costs and performance to debug failures, catch hallucinations and keep systems reliable in production.

Why now: As companies rapidly deploy LLM-powered applications, engineers are increasingly focused on how to monitor and troubleshoot them.

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