Operations | Monitoring | ITSM | DevOps | Cloud

The latest News and Information on Log Management, Log Analytics and related technologies.

Graylog Verascend Incident System Overview

Verascend Incident System Graylog's agentic layer that turns correlated, risk-scored alerts into verified incidents. Graylog’s Verascend Incident System turns risk-scored alerts into verified incidents before analysts open a case. Alert fatigue is a math problem. Tuning is a workaround. Verascend combines risk-scoring, event consolidation, and two AI agents to confirm which correlated events are real incidents, automatically, before an analyst ever opens a case. Analysts investigate. They don’t filter.

VictoriaLogs Has Now a Long Term Support (LTS) Release

VictoriaLogs now runs in production everywhere, and many teams running it have told us the same thing: everyone wants new features, but it’s hard to keep upgrading their logging backend every few weeks. They want the mix of stability and up-to-date security that only LTS releases can satisfy. We’re happy to announce the first Long Term Support (LTS) release of VictoriaLogs: v1.52.1. This is the start of a new v1.52.x LTS line.

Ask Your Logs: The AI Assistant Comes to Papertrail

It is 2 a.m., and something is wrong. The answer is somewhere in your logs, but finding it means guessing keywords, remembering search syntax, and scrolling through thousands of lines. Your systems keep growing, so you have more data than ever and less clarity when it counts. Today, we are bringing the AI assistant, the SolarWinds in-product AI agent (also known as SW1 in earlier previews), to Papertrail. Ask your logs a question in plain English and get an answer, with a link back to the evidence.

Elastic Introduces Elastic nightshift AI SRE to Investigate with the Full Context Others Can't Afford to Keep

The AI SRE uses complete context from across the entire stack to continuously detect issues and learn from every incident, delivering evidence-backed answers engineers can trust.

First CloudWatch Logs on Logit.io

CloudWatch already holds the lines from your Lambda, ECS task, or unified agent. The first useful win on Logit.io is not a migration spreadsheet. It is one Log Group, the documented Lambda shipper posting to this stack's API, and rows in OpenSearch Dashboards Discover that show logGroupName, logStreamName, and message. If you are still proving that a Logs stack can accept anything at all, start with First Logs on Logit.io; this post assumes CloudWatch is the source and the Stack API is the pipe. Contents.

10 Best AI Logging Tools in 2026: Features, Pricing & Comparison

As businesses increasingly integrate artificial intelligence into their applications and workflows, understanding what happens behind the scenes of these AI systems has become essential. AI-powered chatbots, large language models (LLMs), and autonomous AI agents can process thousands of requests, interact with external applications, and execute complex tasks. However, when something goes wrong, identifying the source of the problem isn’t always straightforward. Was the AI response incorrect?

Log in, look around, level up: Building a trial people want to explore

We turned the mic around for this episode, with Zoe Hawkins interviewing Adam White and Jake Lee about Sumo Logic’s redesigned free trial. The new 14-day sandbox comes preloaded with realistic data feeds, Cloud SIEM, and our AI agents, so no one has to build collectors or open tickets before finding out whether the platform fits. Adam and Jake walk through the guided “choose your own adventure” paths, the broad, open-ended questions that bring out the best in Mobot, and how the trial will keep pace with new releases.

Searching Sentry Logs with Regex

We use Sentry's new Regex search for Logs to hunt for non-obvious bugs in our app. What do you do when traces show that Postgres jobs are backing up? Logs are trace-connected, so by looking at one of the affected traces, we can see all of the logs on that trace. In there, we can see Postgres has logged that it acquired a lock only after a long wait. Using regex, we can find all of these logs that describe acquiring a lock after a 10-second-plus wait. That narrows our search from thousands or hundreds of logs down to about a dozen.

Debug Production at the Speed of AI

Your coding agent can debug production issues now. Yes… Not just “help you debug.” Actually run the investigation… FOR YOU! In this new era of agentic development, speed matters. And in the old days (you know… last week or so) we used to investigate production bugs ourselves. Manually. Like humans. But for a lot of incidents, we don’t need to do all of that anymore.

Where Jev fits in ops

If you're using agents and MCPs to get a better understanding of your environment or work through an investigation, you can get a lot of useful information back. You can pull logs, look at recent changes, and check how services are configured, but you're still the one deciding what to do with all of it. That part of the process still lives in your head. To see where Jev might fit, look at decisions your team already makes and work backwards from them.