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Mélony Qin

💌 I help tech entrepreneurs build and scale their AI business with cloud-native tech. Open & Free Next-Gen Tech Media â–ș cvisiona.com

Featured Post

AI agents on Kubernetes: who controls their actions?

Innovators Weekly Hello Reader, An AI agent running in Kubernetes can read a ticket, inspect metrics, call an API, update a deployment, and explain what it did. That is useful. It is also unsettling. Once software can choose tools, form plans, and act inside production systems, the core question changes from “Can it work?” to “Who controls what it is allowed to do?” Kubernetes already runs critical workloads for banks, hospitals, retailers, manufacturers, public agencies, and AI platforms....

Innovators Weekly Hello Reader, I hope you're doing well! Kubernetes can feel like the “serious startup” choice. It scales, it looks good in architecture diagrams, and almost every cloud-native story seems to pass through it. For AI startups, that can be a trap. A small team racing to ship a model-backed product does not always need a full container orchestration platform. It needs fast experiments, predictable costs, simple deployments, safe access to GPUs, and enough reliability to serve...

Kubernetes and Age of AI

Innovators Weekly Hello Reader, The next operating system for intelligent software may not look like Windows, Linux, or macOS. It may look like a cluster. As companies move from experiments with large models to real production systems, they keep running into the same hard problems. Models need expensive chips. Data pipelines need to run in the right order. Inference services need to scale without wasting money. Teams need logs, security, access control, rollbacks, and ways to recover when...

Innovators Weekly Hello Reader, Part of the journey is the end. It’s time to embrace a new journey. For years, I dreamed of making a difference and helping more people from within a renowned company. That journey taught me a lot. But over time, I realized that the next chapter of that mission, for me, meant building something of my own. It's not easy to take risks, explore new ideas, and find a different way to create meaningful impact. But I’m grateful for everything that brought me here....

Innovators Weekly Hello Reader, I hope you're doing well! 2025 has been a wake-up call for the tech industry. Uncertainty, layoffs, resets, we’ve felt it all.But one thing hasn’t changed: Skilling up is still the only way up đŸ’Ș 📈 The Global Kubernetes Market reached $1.7B in 2023 and is projected to grow to $11.8B by 2032. If you’re building, shipping, or deploying AI applications, mastering cloud-native technologies & Kubernetes is your competitive advantage.In this last day of 2025, I would...

Kubernetes and AI infrastructure

Innovators Weekly Hello Reader, I hope you're doing well! Cloud-native technologies such as Kubernetes and serverless have been revolutionizing modern application design and deployment in recent years. Now, with Artificial Intelligence's rising importance, Kubernetes and GPUs are becoming the backbone of some major AI research companies. For instance, OpenAI is leveraging them to train its complex multimodal AI model scaling to 7,500 worker nodes. How is NVIDIA so good in Accelerated...

Kubernetes and Age of AI

Innovators Weekly Hello Reader, I hope you're doing well! It's been a while, I have been building and executing some new plans. I'm glad you're still here, and I hope you enjoy our weekly spin-off writing on AI entrepreneurs on Substack. I would love to hear from you if you have anything in mind to share with me or anything you want me to cover in cloud-native and AI tech. I'm also happy to share that we have opened our new Reddit community r/cvisiona! Join us from here if you're interested!...

AI is a hard sell

Innovators Weekly Hello Reader, I hope you're doing well! It's summer, I have big plans! We aren't officially in summer yet, but I have been working on a new series of Kubernetes & AI videos. It's been 2 years since I started the Kubernetes in 30 days playlist, and it was a side hustle at the time. I was new to YouTube, and it's always been a bit of regret that I couldn't dedicate more time to what I'm passionate about, until now... You know it's never been a good time to focus on creating...

The power of griy

Innovators Weekly Hello Reader, I hope you're doing well! Stars aren't born they're made ! In the world of cloud-native innovation, it’s easy to focus on big names and how AI is shaping every single aspect of the technology these days. But behind every CNCF milestone is a quiet force: people who show up, contribute relentlessly, and grow with every commit. The Kubestronauts program wasn’t just a badge of participation. It was a launchpad for those who dared to keep going when no one was...

AI Startup failures

Innovators Weekly Hello Reader, I hope you're doing well! I am writing a new blog post about AI development with cloud-native technologies. Then I stumbled upon notes from last year about my study about AI startups, so I figured I would share what I had learned over the last 1.5 years here. You know, some AI startups have created a lot of buzz in recent years but eventually came to an end. It’s important not to get too caught up in the AI excitement. Instead, let’s take a closer look at what...