AI is changing our reliability response teams
In this clip from an AI roundtable with Gremlin, Nobl9, and PagerDuty, Mandi Walls talks about how AI is bringing AI engineers into incident response teams.
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Release Roundup 2025: Reliability across AI, on-prem, and applications
2025 was a stark reminder of why reliability is so critical in the tech sector. The year wrapped up with multiple high-profile outages across several major cloud providers, costing companies around the world billions of dollars. Building resilient systems has never been more of a priority, especially as we move into the era of agentic AI.
Software failure will occur, but we can be ready
Failures will occur, but reliability testing helps us understand them instead of being surprised. Gremlin founder and CEO Kolton Andrus sat down with Stephen Townshend on the Slight Reliability podcast to talk about how!
How to use Gremlin's Reliability Report
Modern applications can easily include hundreds of discrete services, all of which need to be reliable in order for the application to function correctly. While running tests on a handful of critical services can lead to small reliability improvements, real impact requires testing and increased reliability visibility across your entire organization. That’s the logic behind the new, improved Reliability Reports within Gremlin.
Reliability testing creates important conversations
Without reliability tests, you’re left in the dark about how your system will react to failures. It leaves you open to outages and prevents vital conversations that will help improve your reliability.
LLMs need a different approach to reliability
In this webinar clip, Alex Nauda, CTO of Nobl9, explains how LLMs are non-deterministic, which means you need to shift how you monitor the reliability of your AI systems.
Reliability lessons from the 2025 Cloudflare outage
On November 18, 2025, X, ChatGPT, Shopify, and many other major sites went offline simultaneously. Even Downdetector, Ookla’s popular outage tracking website, briefly went offline. What caused this issue? Why were so many major websites affected by it? And what steps can you take to reduce the impact on your own applications?
Reliability is trust in your systems and your team
Reliable systems mean you can trust your systems, but also your team.
Chaos Engineering: Be thoughtful about failure
Chaos Engineering isn’t about breaking things. It’s about being thoughtful about failure to learn something. Gremlin founder and CEO Kolton Andrus lays it out in this clip from when he sat down with Stephen Townshend on the Slight Reliability podcast!
Reliability lessons from the 2025 Microsoft Azure Front Door outage
On October 29th, 2025, Azure Front Door suffered an outage that impacted Microsoft services on a global level, including Microsoft 365, Outlook, Xbox Live, Copilot, and more. It also affected Microsoft Azure, meaning companies like Costco, Starbucks, and Alaska Airlines ran into issues for both customer-facing and internal systems. The root of the issue was a misconfiguration in the data plane for Azure Front Door and the Azure Content Delivery Network.