Honeycomb's closing keynote at O11yCon argued that the primary reader of telemetry data is no longer a human but an automated process, rendering traditional observability frameworks obsolete. The talk…
A full stack engineer specializing in DevOps and AI infrastructure uses OpenTelemetry to instrument applications and collect telemetry data for real-time monitoring and performance optimization. The e…
OpenObserve has introduced a monitoring solution for AI agents in production that relies on distributed tracing rather than logs, as a single user request can trigger ten or more internal operations a…
SigNoz has released a guide for integrating LiteLLM observability with OpenTelemetry, enabling developers to capture traces, logs, and metrics from LiteLLM SDK and Proxy Server deployments. The integr…
SigNoz has released a guide for setting up OpenTelemetry-based observability and monitoring for the Vercel AI SDK, enabling developers to trace AI function calls, request durations, and custom metadat…
SigNoz has released a guide for instrumenting CrewAI with OpenTelemetry to enable real-time observability into agent, model, and tool performance across AI workflows. The integration allows users to e…
A developer traced a production Claude agent for 30 days and discovered four hidden bottlenecks consuming 47% of the monthly token budget. The agent, which performs code review and changelog drafting,…
SigNoz has released a guide for instrumenting Temporal workflow executions and AI agent patterns with OpenTelemetry, enabling real-time visibility through traces, logs, and metrics. The integration al…
SigNoz has released a guide for monitoring Kubernetes CronJobs using its `k8s-infra` OpenTelemetry collection agent, which automatically captures pod logs and Job metrics without requiring extra confi…
SigNoz announced support for Mastra observability through OpenTelemetry, enabling developers to instrument AI applications and export traces for real-time monitoring of model performance, latency, err…
SigNoz now supports full observability for Ollama LLM workloads through OpenTelemetry, enabling developers to collect traces, logs, and metrics from local Python applications. The integration allows t…
Claude Code users report declining output quality and efficiency, with complaints of less accurate edits and increased back-and-forth sessions appearing across developer communities. Anthropic's AI co…
OpenClaw has released a new observability integration using OpenTelemetry that provides real-time visibility into LLM applications and AI workflows by collecting traces, logs, and metrics. The integra…
SigNoz has released a guide for instrumenting OpenCode AI coding sessions with OpenTelemetry to collect traces, logs, and metrics for real-time observability. The integration allows developers to moni…
SigNoz has released a new guide for instrumenting LangChain and LangGraph AI agent workflows with OpenTelemetry, enabling real-time observability of agent reasoning steps, tool invocations, and model …
This article describes how to build production-grade AI agent systems using a microservices architecture, moving beyond single-process prototypes that fail at scale. It advocates for designing each "m…
SigNoz released a guide for monitoring OpenAI applications using OpenTelemetry and its observability platform, enabling developers to track token usage, model latency, error rates, and request traces …
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…
On May 21, 2026, OpenTelemetry graduated as a CNCF project, solidifying its status as the standard for cloud-native observability. The project is now expanding into AI workloads with new GenAI semanti…
To integrate Anthropic's Claude Code monitoring with Bronto using OpenTelemetry (OTel) to gain a unified view of AI tool usage. The author details two methods: sending logs directly to Bronto via envi…