Observability for Coding Agents and LLM Applications
OpenTelemetry-native tracing beats LangSmith lock-in for multi-framework stacks.

OTEL-native observability for agents; same problem Datadog/Honeycomb already solve with vendor SDKs.
ML engineers, agent framework users (LangChain, Vercel AI SDK), teams running production agentic systems
Datadog APM for agents · Honeycomb for LLM tracing · LangSmith debugging dashboard
OpenTelemetry-native tracing beats LangSmith lock-in for multi-framework stacks.
Fills the gap between flat trace generators and 15-container Docker Compose demos.
Mitmproxy integration shows raw HTTP when LangSmith only shows parsed traces.
Agent installs its own observability plugin via llms.txt instead of manual config.
ByteBuddy injects trace context into Spark tasks; sees executor-level details no competitor offers.
Local-first agent observability inverts the cloud-default like Off Grid AI did.