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Category: AI Observability & Monitoring

Agnostic AI observability frameworks, monitoring patterns, OpenTelemetry for AI, LLM tracing, production ML monitoring

Observability for AI Systems: Why OpenTelemetry Is Not Enough and What the Community Needs

Posted on March 4, 2026March 6, 2026 by
Technical Research
Technical Research by Oleh Ivchenko  ·  DOI: 10.5281/zenodo.18864333

Modern AI systems deployed in production remain fundamentally opaque to the engineers who operate them. While OpenTelemetry has emerged as the de facto standard for distributed systems observability, its extension to AI and large language model (LLM) workloads exposes critical gaps: latency traces do not capture hallucination rates, infrastructure metrics do not surface semantic drift, and no v...

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Technical Research by Oleh Ivchenko DOI: 10.5281/zenodo.18864333
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