The Autoptic
Change Resilience Blog

New platform features empower engineering teams to better detect, understand, and act on AI-driven production changes before they become customer-impacting incidents. Austin, Texas, USA. May 5, 2026. At DevOpsDays Austin 2026, Autoptic today announced three new artificial intelligence (AI) capabilities in its DevOps Change Resilience Platform, advancing the company’s mission to help modern software teams better detect and address lurking, latent production problems before the

Autoptic is is honored to be a Startup Sponsor for DevOpsDays Austin, May 5-6, 2026. Co-Founders Peco Karayanev and Steve Semelsberger will be there to support the Austin DevOps community and showcase Autoptic solutions. Say hi if you are coming! And if you aren't already signed up, please register and join us. The agenda, topics, attendees, and other sponsors are compelling. https://devopsdays.org/events/2026-austin/welcome/

Today, Autoptic announced and officially launched a Referral Partner Program, open to individuals and companies committed to progressing DevOps Change Resilience. The program offers a streamlined approach to sign-up, registration, activation, and payments. Program members earn 5% of Autoptic license fees throughout the first year for qualified prospect introductions. The Autoptic Referral Partner Program is free to join and there is no minimum commitment. To learn more, pleas

1. Introduction: The Hidden Cost of Change and the Visibility Tax In the contemporary landscape of high-velocity software delivery, the pursuit of engineering speed has reached an unprecedented zenith. However, this acceleration is inherently coupled with a paradoxical decline in system clarity, a phenomenon now identified by industry analysts as the visibility tax. While the adoption of DevOps and Agile methodologies has successfully compressed the lead time for changes, the

By Steve Semelsberger , Co-Founder & CEO, Autoptic If you ask engineering leaders today what resilience means in a DevOps context, you’ll often hear a familiar answer: fewer incidents, faster recovery, tighter controls. In other words, resilience is framed as defense. That framing is good. But it is incomplete. In modern software systems, resilience is not just about absorbing change safely. It’s also about enabling more change, more confidently. These are not opposing ideas;

By Steve Semelsberger , Co-Founder & CEO, Autoptic In nature, change is not an exception—it’s the rule. Forest ecosystems regenerate after fires. Rivers reshape landscapes over centuries. Weather patterns evolve daily. Healthy systems in the natural world don’t resist change; they adapt to it. Modern software systems are no different. At scale, production systems are living environments. They’re made up of services, infrastructure, people, and processes interacting continuous

By Peco Karayanev , Autoptic Co-Founder & CTO [Below is an excerpt from an article originally posted on LinkedIn. Direct link for full piece is below]. AI writes our code, provisions our infrastructure, optimizes our pipelines, and increasingly makes autonomous decisions inside production systems. The promise is extraordinary speed. The risk is invisible fragility. We are entering an era where machines are not just assisting change — they are driving it. Modern software syste

Summary Is your organization ready for AI DevOps? From federated data access to deterministic tooling, here are the 11 non-negotiable requirements for safe, production-grade resilience strategies. These are often used by SRE and platform infrastructure teams as a complement to their observability approach. Introduction Many of us dream about an AI teammate that can fix outages at 3 AM. The dream is seductive: an autonomous agent that detects a spike, identifies the bad commit