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ISSUE 479 | Week in Review: Solving Kubernetes’ Biggest Problem
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“It’s funny: In migrations, you think you’re about 70% of the way done, and you start doing significant testing, you realize you’re only 10% of the way through, because you’re finding so many issues.”
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AI agents need to browse the web, but traditional browser automation tools are too brittle for the job. That’s the problem second-time founder Paul Klein IV is solving with Browserbase and its open source Stagehand framework: creating a browser tool that AI agents can use effectively.
Next week, Frederic Lardinois and Alex Williams will talk about the latest in Generative AI with Naveen Rao, VP of AI at Databricks. Hit the "Notify Me" button on our YouTube channel to join the stream and interact live!
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Wondering why your K8s bills keep rising? Watch now to uncover hidden costs, understand key cost drivers, and gain actionable strategies to optimize your Kubernetes spend. Real-world examples included!
Sponsored
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Week in Review: Solving Kubernetes’ Biggest Problem
Thank you to my colleague Richard MacManus for writing last week’s Week in Review — I took a few days off to go “downy ocean,” as we say here in the U.S. Mid-Atlantic, and am the better for it. Time spent with friends in a pleasant (albeit sweltering) locale is always good for what ails you.
And speaking of what ails us, Kubernetes has long struggled with one big design flaw: it’s not built for running or managing stateful workloads. Databases can be Kryptonite to Kubernetes, and the situation gets even more confusingly complex as you scale.
No surprise, then, that last week’s most popular post with The New Stack’s readers was one contributed by Rotem Tamir, co-founder and CTO of Ariga, and Gabriele Bartolini, vice president and chief architect of Kubernetes at EDB.
The two introduce the notion of “reconciliation loops” for stateless infrastructure. Such loops operate much like air conditioners keep a room’s temperature consistent, even when the outdoors temperature changes: “They aren’t just automation. They’re autonomous,” Tamir and Bartolini wrote. “They provide us with infrastructure that responds to failure, handles change safely, and continues to move forward without requiring constant oversight at every step.”
But such a model doesn’t work for stateful infrastructure and workloads, like databases. Instead, Kubernetes operators — ”purpose-built controllers that extend Kubernetes to manage complex, domain-specific, stateful resources” — can get the job done. In their TNS post, Tamir and Bartolini walked readers through an example of using two open source projects — CloudNativePG and Atlas Operator — to manage PostgreSQL schema changes on Kubernetes.
The result represents what the authors call “a truly GitOps-native approach to schema change management.”
They sum up why solving this particular problem is vital for organizations that use K8s: “As Kubernetes becomes the control plane for everything, state can’t be the exception.”
Databases, they add, cannot be treated like “untouchable snowflakes — segregated from the rest of our infrastructure automation … to achieve truly modern, scalable, and repeatable systems, we must integrate them into the same workflows we use for everything else.”
— Heather Joslyn, editor-in-chief, The New Stack
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By speaking the language your AI already knows and providing secure access through MCP, you can transform the way your organization works with data.
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Version 5.3 adds some significant new features, the most important of which is a new form of command substitution that executes a command in the current shell context.
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AWS today launched Kiro, its answer to Windsurf and Cursor, with a focus on writing specs over prompts.
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Model Context Protocol unlocks powerful AI-first integrations for developers, but without care, it can introduce serious risks.
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The definition of "open source" is quietly eroding. When these lines blur, trust breaks — and open source doesn’t work without trust.
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Learn how to create a comprehensive alerting system across three critical channels using InfluxDB 3's new Python processing engine.
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Learn the essential components of the industrial edge, a three-phase approach to put your plan into action and success factors to measure.
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This exclusive event will showcase SonarQube’s powerful capabilities, including static code analysis to ensure code quality, seamless DevOps integrations for efficient workflows, and advanced AI-driven capabilities to supercharge your development process. This is a unique opportunity to dive into the latest advancements in application development and see how SonarQube is revolutionizing the software development lifecycle (SDLC). Save your spot!
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In this insightful live webinar, Harness’s Deba Chatterjee and Rohan Gupta will join TNS Host Chris Pirillo to reveal how Harness uses advanced agentic AI-powered testing to rigorously validate its own AI workflows. Don’t miss the live demo of Harness’s AI Test Automation in action, validating both AI and non-AI workflows. Save your spot now!
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October 12-14 // RALEIGH, NC
All Things Open is a technology conference focusing on the tools, processes and people making open source possible. More than anything, ATO is an educational conference where attendees learn about new technologies and topics, and it’s always been that way even through year 13 of one of our favorite conferences. From beginner level programming to hot topics like Machine Learning & AI, this event features more than 150 sessions across 15+ tracks. Register through TNS to get the best deal on tickets!
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The CloudFest USA isn’t just another event — it’s where the future of the internet takes the stage. If you're in cloud, hosting, WordPress, or IT infrastructure, Miami is the place to be this November to learn from the best on AI, hardware, and security. The mainstage agenda is out, and ticket prices are going up on August 1. Use code NEWSTACK20 for 20% off — register through TNS today!
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Are you ready to explore how open, flexible platforms help bring AI from pilot to production? The real challenge with AI isn’t tech—it’s strategy. Whether you’re just starting or scaling AI across teams, this session offers practical guidance and real-world examples to help reduce complexity and accelerate deployment. It is packed with practical steps to make AI work for your business. Watch the replay today!
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Meet AI Tutor from our sister site roadmap.sh: your personal guide to mastering everything from JavaScript and DevOps to system design. Ask questions anytime, get instant explanations, and explore tailored roadmaps and career guidance built just for you — so you can keep growing at your own pace.
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