AWS Makes Agent Evals Framework-Agnostic via OpenTelemetry

Crescitaly · reddit · 2026-08-30

AWS released AgentCore Evaluations, allowing agents built with LangGraph, LlamaIndex, OpenAI's Agents SDK, and others to be scored by reconstructing sessions from OpenTelemetry or OpenInference traces. The service supports regression evals in CI and sampling live production sessions. While this lowers integration barriers, common telemetry doesn't guarantee common meaning—frameworks vary in trajectory completeness—and LLM-as-a-judge results still depend heavily on rubric design and ground truth quality.

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