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Announcing Gremlin Foresight AI

Today we're launching Foresight AI, Gremlin’s agentic resilience product that analyzes and tests your systems for potential failures, fixes them, and verifies reliability at the speed of AI. I've spent most of my career on call. At Amazon and Netflix, I served as a Call Leader, the person running the bridge when something big broke. Those years taught me the same lesson we founded Gremlin on: the best incident is the one that never happens.

Stop rewriting the same update with AI-Powered Incident Communications

This blog post is part of PagerDuty’s ongoing series on how we’re helping customers navigate their journey towards autonomous operations. Read on to learn about how PagerDuty’s AI-Powered Incident Communications builds towards this vision.

The Rundeck MCP Server: AI where your Automation lives

This blog post is part of PagerDuty’s ongoing series on how we’re helping customers navigate their journey towards autonomous operations. Read on to learn about how PagerDuty’s Runbook Automation / Rundeck MCP Server recently announced in GA builds towards this vision.

OpenTelemetry Collector Configuration for LLM Observability

Your LLM application emits telemetry unlike anything else in your stack. Model calls, tool invocations, retrieval steps, and token usage arrive as spans whose attributes carry entire prompts and completions. That data is bulky, it's full of user content you may not be allowed to export, and depending on which instrumentation each service uses, the same fact can arrive under different attribute names.

How Completing AIM Certification Enhances Your Brand Strategy

In the competitive landscape of branding, standing out requires more than just a catchy slogan or a memorable logo. It involves a strategic approach that resonates with your audience, builds trust, and evolves with industry standards. For those looking to elevate their brand strategy, completing AIM Certification can be a pivotal step. This course not only offers insights into brand equity measurement but also aligns your strategy with industry best practices.

Wire transfer verification software guide

Wire transfer verification software confirms that the person sending a wire is who they say they are, and that the payment is genuine. There aren't many on the market and for most banks, wire verification is still a manual job run through call centers, where staff phone the customer and confirm the details. Without software designed to automate this process safely, this is a slow grind, and it leaves gaps because checks happen at fixed points, so a fraudster can impersonate the customer, or talk the customer into sending money.

Holiday readiness: run your first load test with skills

Before you can answer whether checkout will survive Black Friday, you need a test you can rerun. In this demo, we used a coding agent and the Speedscale skills to record a Node app, mock its downstream API, and run a 30-second load test with 10 virtual users. That’s a small first step in holiday readiness. It gives you a working test and a result to inspect, with time left to fix what you find before a code freeze.

pgvector for RAG: When you don't need a dedicated vector database

Dedicated vector databases have become such a standard part of the RAG conversation that teams often add one before they have proved they need it. According to studies, over 70% of companies using LLMs are using vector databases and RAG to customize their models. That shows how quickly the pattern has become normal. However, it does not mean every RAG application needs a separate retrieval system. If your application already runs on PostgreSQL, pgvector may be enough.

Best Code Review Collaboration Platforms for AI Teams

Your team ships more code than ever, but are your pull requests keeping pace? As AI-assisted development accelerates output, code review collaboration platforms have become the difference between shipping confidently and merging blindly. The right platform connects your review workflows, surfaces context where you need it, and keeps collaboration flowing across distributed teams.