Honeycomb published a complete, annotated OpenTelemetry Collector configuration for LLM observability that receives traces over OTLP, normalizes OpenInference and OpenLLMetry schemas onto GenAI semant…
SigNoz supports LLM observability through OpenTelemetry rather than a proprietary agent, with integrations covering 55 model providers, agent frameworks, and gateways. Applications emit gen_ai.* spans…
A developer built Argus, a self-hosted AI incident diagnosis tool that runs five independent diagnoses and only returns a root cause when they agree. The tool is a single Go binary that ingests OTLP o…
SigNoz and OpenTelemetry enable distributed tracing in a Golang application with three microservices, using OpenTelemetry Go SDK for instrumentation and OTLP export to SigNoz for visualization. The op…
Honeycomb released a technical guide on instrumenting AI agents with OpenTelemetry's GenAI semantic conventions to enable debugging via the Agent Timeline, which captures tool calls, multi-agent hando…
A developer advocates instrumenting AI agent decision tracing with OpenTelemetry to enable rapid incident response. The approach uses spans to capture reasoning, context, and tool executions, making a…
The OpenTelemetry Collector can be packaged as a Lambda container image and fronted with a Function URL, enabling intermittent telemetry processing at near-zero cost. The architecture uses the AWS Lam…
OpenTelemetry, the vendor-neutral CNCF specification for observability data, is revealing significant gaps in monitoring AI agents and RAG applications, according to a DevOps.com report. Traditional l…
By 2026, distributed tracing has replaced logs as the primary debugging method for microservices, with OpenTelemetry becoming the universal instrumentation standard. OpenTelemetry's auto-instrumentati…
Technical guide for setting up OpenTelemetry (OTEL) telemetry from Claude Code to Prometheus and Grafana to track AI coding productivity metrics. It details the configuration steps, including enabling…