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You’ve probably felt this one: GitHub Actions usage creeps up across your org, and your actual visibility into it doesn’t keep pace. Which workflows are slow? Which are flaky? How...
How the OTel Java agent attaches at JVM startup, what it captures automatically across JDBC, Spring MVC, and Kafka, and where @WithSpan picks up the rest. Adding tracing to a Java...
The upcoming release of the July 28 Model Context Protocol (MCP) specification completely revolutionized how developers build AI tools. By shifting from stateful, long-lived connec...
A useful agent trace is not a list of timestamps. It is a causal tree. When a TypeScript agent retrieves documents in parallel, calls a model, retries a tool, and falls back to ca...
The previous post traced the shop with three bindings and a sink, all applied from the program's own entry point. That is fine when the program is yours. It is less fine when the a...
OpenTelemetry E2E Setup Guide for AI Agents This guide shows how to set up end-to-end OpenTelemetry observability for AI agents, from local tracing to production export. It covers...
When I wrote about unit testing with wrapture the pattern in every test was the same: create a binding on a method, open a timeline(), run the code, and read the recorded calls off...
Originally appeared on OmbuLabs.ai.Tracing helps answer an important question: what happened? But knowing what happened isn’t the same as knowing whether it was any good. That’s wh...
Head-based sampling makes a decision the instant a trace starts, before anyone knows whether that trace is boring or the one you will spend Friday night chasing. That is the wrong...
I released Wide Events, a Rails gem that records each request or job execution as one dense, high-cardinality telemetry event. It gives coding agents queryable production context w...
OpenTelemetry solved a real problem. Before it, every APM vendor had you install a proprietary agent, which meant switching vendors meant re-instrumenting everything. OTel gave eng...
Agent observability explained: what to trace, how evals and traces answer different questions, and what changes when you deploy multi-agent systems.
Set up Amazon Bedrock AgentCore Observability for AI agents running outside AWS: on-premises, on GCP, on Azure, or on developer machines. This walkthrough uses the AWS Distro for O...
Context-based session scoring and multi-agent traces bring new depth to Agentforce Observability, now included for free for every Agentforce customer.
In the first article, we got started with Jeffrey Microscope and learned to read a single flamegraph — the timeseries, search, tooltips, and the allocation and wall-clock variants....
Logging is one of the oldest practices in software engineering, yet in distributed systems it remains one of the most poorly implemented. Most teams log, but very few log well. The...
<p>Welcome to part 15 of the VCF-9.1 home lab series. The previous post in this series discussed implementing Distributed Transit</p>
As engineering teams adopt coding agents like Codex, leaders need visibility into adoption, consumption, and reliability. This post shows how to route Codex OpenTelemetry metrics t...
[DOCUMENT ID: ARTICLE_PUB_2026_08_28_DUAL_TRACE]Continue reading on Medium »
For a web application the natural unit of tracing is the request: one HTTP request, its method, path and status, and every observed call made while handling it, as one tree. The co...
It is good to hear that the CNCF OpenTelemetry project has become a graduated project (7 years after Fluentd, which encapsulates Fluent Bit, which is also OTLP-compliant). Admitted...
How Tracea gives you in-app HTTP inspection + API mocking with zero proxy setupContinue reading on Medium »
Extend AWS DevOps Agent to investigate Apache Spark failures on Amazon EMR. This post shows how to register the Apache Spark Troubleshooting Agent for Amazon EMR as a custom MCP ca...
Originally appeared on The Rails Tech Debt Blog.Wiring an LLM into a Rails app takes a handful of lines. Understanding what it actually costs you (feature by feature, user by user)...
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