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The latest News and Information on Incident Management, On-Call, Incident Response and related technologies.

Runbooks are history: Why agentic AI will redefine incident response forever

If you’re an SRE, platform engineer, or on-call responder, you don’t need another article explaining incident pain. You feel it every time your phone lights up in the middle of the night. You already know the pattern: You’ve invested in runbooks, automation, observability, and “best practices,” yet incident response still feels like firefighting. Now imagine the same midnight page, but with AI SRE in place: What once took hours is now finished in a couple of minutes.
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Cloud Outages Are Rising: How Early Signals Help IT Teams Respond Faster in 2026

Cloud outages used to be rare, headline-making events. Today, they're part of the daily reality of running digital operations. Whether triggered by a configuration error, network routing issue, API failure, or global infrastructure disruption, cloud incidents now occur frequently, propagate quickly, and affect more services than ever before. In 2025, one trend has become undeniable: Teams that detect cloud outages early experience less downtime, respond faster to incidents, and avoid unnecessary internal chaos.

99%+ Accuracy on a Moving Target: Model Deprecation and Reliability with Not Diamond

Shipping systems powered by LLMs would be hard enough if the models stayed the same. But in reality, they don’t. Models get updated and deprecated at a pace traditional software wouldn’t. All while teams are still expected to hit reliability targets that look a lot like traditional SLAs.

What NVIDIA, Okta, and Warner Bros. Discovery Learned About Scaling AI Operations Beyond the Pilot Phase

One key takeaway from AWS re:Invent 2025 was that a clear gap has emerged between teams still experimenting with AI and those seeing measurable value at scale. In two sessions, PagerDuty customers joined us onstage to explain how they’ve scaled pilots into successful AI operations.

What Our Customers Say: The Real Value of Incident Response Tools

You’re thinking about implementing an incident response tool, but you’re not quite sure what to look for – or which solution is the right fit? Of course, we could tell you a lot about the benefits of an incident response tool. After all, we’ve been involved with our software from day one and know the thinking behind every feature. But how can you know whether an incident response tool like SIGNL4 will truly work for you in real-world scenarios?

DevEx matters for coding agents, too

The speed at which you can go from making a change in your code, to understanding if it actually works, has long been a popular topic of discussion (and often, humour) for engineers. This remains true in a world with AI. Developer experience isn't just important for humans anymore. Those agents we're all using hundreds of times a day? Feedback cycles matter just as much for them, if not more.

Closing the Year: What 2025 Taught Us About Resilience

By Doreen Jacobi, DERDACK / SIGNL4 It is that time of the year again. Time to reflect and look back at 2025. And I find myself thinking less about platforms and features – and more about the people behind them. The engineers who pick up the phone at 2 a.m. The operators who make judgment calls with incomplete information. The responders who keep systems running when everything feels urgent. If this year taught us anything, it’s this: technology can detect the problem, but people solve it.