Postgres continues to serve transactional workloads, ClickHouse handles analytics and an ecosystem has developed that brings them closer together. https://thenewstack.io/postgres-clickhouse-the-oss-stack-to-handle-agentic-ai-scale/

https://www.dw.com/en/ai-bubble-about-to-pop-as-returns-on-investment-fall-short-chatgpt-microsoft-nvidia-grok-elon-musk/a-74636881 Warren Buffett hold cash, he is waiting for crash https://www.gobankingrates.com/investing/strategy/why-warren-buffett-holds-more-cash-than-fed-signals-about-market/

LLMs are very large, so instead of changing all their weights, we use parameter-efficient fine-tuning to only train small parts. Methods like LoRA, QLoRA, prefix/prompt tuning, adapters, and BitFit add tiny extra layers or low-rank updates while keeping the main model frozen. This saves memory and compute, lets people train on normal GPUs, and makes it easy to reuse one base model for many different tasks.

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If Kubernetes still feels like a black box, this is for you. 🔥 I’ve just launched my new book “Kubernetes Recipes: A Practical Guide for Container Orchestration and Deployment” – and it’s built to solve your real problems, not add more theory to your reading list. Instead of long explanations, you get copy-paste-ready, battle-tested recipes you can use directly in your clusters. 💡 What you’ll get inside: 🧩 149+ practical recipes for day-to-day Kubernetes work 🚀 From installation & API fundamentals to advanced scaling, monitoring & troubleshooting 🔐 Security recipes to protect your clusters with sane, production-ready defaults 📦 Storage, volumes & config best practices with real YAML examples 🛠️ Integrated ecosystem: Helm, logging, Prometheus, Grafana, and more 🎙️ Want more context? Check out our appearance on De Nederlandse Kubernetes Podcast – Episode #100, where we talk about the book, real-world Kubernetes war stories, and give away copies to the community. 👉 Ready to level up your Kubernetes game? Get Kubernetes Recipes (Apress / Springer Nature, ISBN 979-8-8688-1324-5) on Amazon or directly via the publisher and turn Kubernetes from “mysterious” into “mastered.” https://kubernetes.recipes/ If you pick it up, comment or DM me which recipe you tried first—I’m genuinely curious what lands hardest in your environment. #KubernetesRecipes #Kubernetes #DevOps #CloudNative #SRE #PlatformEngineering #LucaBerton #Apress