A developer instrumented a Python-based AI agent pipeline using OpenTelemetry and SigNoz to track LLM latency and cost. The setup uses explicit inline tracing to capture domain-specific metrics like t…
Pydantic warns that 95% of enterprise AI pilots fail, and the few that reach production often ship the wrong agent because teams perfect evals before validating the agent's purpose with real users. Th…
A senior engineer at a mid-size SaaS company shares production deployment best practices for AI agents, emphasizing version-controlled pipelines, blue-green deployments, and decision-level observabili…
GitHub added a control on July 8 that lets enterprises mandate where Copilot Chat and Copilot CLI send OpenTelemetry data, removing the need for individual developers to set environment variables. The…
Cohere has released a no-code OpenTelemetry instrumentation package for monitoring its AI APIs, enabling developers to trace Chat, Embed, and Rerank requests end-to-end in SigNoz without modifying app…
BoundFlow, an open-source control plane for AI agents, enforces cost caps, approval gates, and self-healing policies on unattended LLM workflows. The backend is Apache-2.0 licensed and self-hostable, …
A developer self-hosted SigNoz to trace a multi-step LLM agent pipeline, finding the GenAI semantic-convention attributes the most useful feature. The setup required only a minimal Foundry CLI deploym…
ReskPoints, a new Python library from Resk Security, provides purpose-built logging for AI agent loops with features like sampling, masking, and multi-export to console, Datadog, Prometheus, and OpenT…
A developer explored SigNoz, an open-source observability platform built on OpenTelemetry, and found it easy to set up with Docker. The platform's distributed tracing feature impressed the developer b…
SigNoz released a new dashboard for monitoring Cohere applications using OpenTelemetry trace data, providing metrics on request volume, errors, token consumption, latency, model usage, and request-typ…
Microsoft has launched hosted agents for its Azure AI Foundry platform to general availability, offering a managed, framework-agnostic runtime for deploying AI agents across more than 20 Azure regions…
Vercel released AI SDK 6 in May 2026, introducing the ToolLoopAgent class that formalizes multi-step LLM interactions as structured while loops. The SDK treats agents as bounded, deterministic systems…
Vercel released AI SDK 6, introducing the ToolLoopAgent interface for building autonomous loops with typed tools, streaming output, and OpenTelemetry hooks. The SDK emphasizes production safety throug…
GitHub announced on July 8, 2026 that enterprises can centrally manage Copilot settings and telemetry controls for VS Code and Copilot CLI through MDM, server-managed settings, or locked local setting…
GitHub announced enterprise-managed OpenTelemetry export for Copilot in VS Code and CLI, allowing organizations to mandate telemetry flow to approved collectors without individual developer configurat…
A practical guide from a former Grafana employee lists alternatives for teams that have outgrown the LGTM stack or are tired of Grafana Cloud's rising costs, grouping options by use case such as unifi…
SigNoz has released a Model Context Protocol (MCP) that lets engineers investigate logs and traces using natural language instead of manual queries. The tool automatically navigates to relevant servic…
Langflow 1.10+ now includes built-in OpenTelemetry support for real-time observability of visual AI workflows. Users can export flow and LLM traces to SigNoz by running the official Docker image with …
Observability platforms are charging an AI premium on all telemetry spans indiscriminately, even ordinary backend spans like HTTP calls and database queries that carry no LLM payload, according to an …
SigNoz released a new dashboard for monitoring Langflow applications using OpenTelemetry trace data, providing metrics on LLM token consumption, latency, model usage, agent activity, and errors to hel…