Does your LLM telemetry tell the truth? Replays provider responses through LLM instrumentation libraries and checks every reported value against the wire.
python testing instrumentation tracing openai observability ai-agents otel opentelemetry conformance-testing llm llmops anthropic genai llm-observability openllmetry semantic-conventions openinference
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Updated
Oct 12, 2026 - Python