#OpenTelemetry

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· Engineering ·33 min read

OpenTelemetry and Evaluation in Multi-Agent Workflows — the full production stack

How to instrument multi-agent systems with OpenTelemetry, propagate trace context across an in-memory bus, and build a layered evaluation pipeline — from real-time policy gates to async LLM-as-judge to SLO-based trust scoring. Everything I learned building Genie.

· Engineering ·7 min read

airshipit + OpenTelemetry — 30% reduction in manual ops in a multi-vendor OSS project

Notes from integrating OpenTelemetry into airshipit, an open-source bare-metal Kubernetes lifecycle project with contributions from Ericsson, AT&T, Microsoft, and others. The hard part wasn't OTel; it was making distributed traces useful across foreign code.