Operations | Monitoring | ITSM | DevOps | Cloud

Let Your LLM Debug Using Production Recordings

Modern LLM coding agents are great at reading code, but they still make assumptions. When something breaks in production, those assumptions can slow you down—especially when the real issue lives in live traffic, API responses, or database behavior. In this post, I’ll walk through how to connect an MCP server to your LLM coding assistant so it can pull real production data on demand, validate its assumptions, and help you debug faster.

AI SRE in Practice: Resolving GPU Hardware Failures in Seconds

When a pod fails during a TensorFlow training job, the investigation usually starts with the obvious questions. The answers rarely come quickly, especially when the failure involves GPU hardware that most engineers don’t troubleshoot regularly. This scenario walks through an actual GPU hardware failure and shows how AI-augmented investigation changes both the time to resolution and the expertise required to handle it.

The Ultimate Small Office Downtime Prevention Checklist

We've all been there. It is 2:00 PM on a Tuesday, one hour to the deadline, and all of a sudden the internet goes dead. Or the server freezes. Or that critical piece of software decides this is the right time to insist on an update which it cannot perform. What follows is not quietness, but the costly sound of productivity grinding to a halt.

Intercom outage - January 9th, 2026

Ever had that sinking feeling when your help desk just stops responding, but the official status page says everything is “up and running”? That’s exactly what happened on January 9, 2026, when Intercom – one of the world’s most popular support tools – hit a major snag. While hundreds of companies were left staring at loading circles, StatusGator was already on the case.

Why Computer Games Continue to Shape Modern Digital Entertainment

Privacy Facebook X old Twitter Linkedin Reddit Word to Clean HTML ConverterWord HTML Undo New page indentation compress encoding option ico option2 option3 option4 option5 option6 option7 option8Clean Computer games are no longer just a pastime for kids sitting in front of bulky screens. Today, they are a global form of entertainment, social interaction, creativity, and even income. From casual puzzle games to massive online worlds, computer games have become part of everyday life for millions of people.

The Myth of the Beachfront: Real Estate in San Miguel de Allende

When searching for the perfect vacation home or retirement destination in Mexico, the dream often looks the same: white sands, crashing waves, and a margarita in hand while watching the sunset over the ocean. It's a compelling image. It's also one that causes a surprising amount of confusion for first-time buyers looking at San Miguel de Allende.

How to Do Full-Text Search Across All Application Traffic with Speedscale

Modern DevOps observability tools are excellent for monitoring system health, tracking distributed traces, and aggregating metrics. However, they lack the fidelity needed for full-text search across application traffic. While observability platforms excel at showing what happened and when, they often fall short when you need to find where a specific piece of data (like an email address, user ID, or transaction token) appears as it flows through your entire application stack.

Speedscale vs. LocalStack for Realistic Mocks

API mocking plays a crucial role in modern software development allowing developers to simulate external API endpoints. It’s an effective way to isolate your application for testing and ensure that code changes don’t inadvertently break critical dependencies. Essentially, API mocking helps you create robust, reliable software by allowing you to test how your application interacts with external services.

CFEngine 3.27 LTS released - Exploration

Today, we are pleased to announce the release of CFEngine 3.27.0! The code word for this release is exploration. This release also marks an important event, the beginning of the 3.27 LTS series, which will be supported for 3 years. Several new features have been added since the release of CFEngine 3.24 LTS, in the form of non-LTS releases.