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Source channel @githubtrending · Post #15063 · Aug 15

#python#agents#ai#ai_ux#autogen#browser_use#computer_use_agent#cua#ui Magentic-UI is a tool that helps you automate complex web tasks by working together with you. It lets you plan step-by-step actions, watch the progress, and approve sensitive steps to keep control and safety. You can interact with it through a browser, upload files, and even run multiple tasks at once. It learns from past tasks to improve future automation. This means you save time on repetitive or complicated web activities while staying in control, making your work easier and more efficient. It supports Python 3.10+ and works best with Docker or WSL2 on Windows. https://github.com/microsoft/magentic-ui

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@githubtrending · Post #15415 · 01/15/2026, 12:30 PM

#go#bpf#cncf#cni#containers#ebpf#k8s#kernel#kubernetes#kubernetes_networking#loadbalancing#monitoring#networking#observability#security#troubleshooting#xdp Cilium is an eBPF-based tool for Kubernetes that delivers fast networking, deep visibility, and strong security. It creates simple Layer 3 networks across clusters, handles load balancing to replace kube-proxy, enforces identity-based policies from L3 to L7 (like HTTP or DNS rules), supports service mesh with encryption, and offers Hubble for real-time traffic monitoring. Stable versions like v1.18.6 run on AMD64/AArch64. You gain scalable performance, easier policy management without IP hassles, better troubleshooting, and higher efficiency for large cloud-native apps, cutting costs and boosting reliability. https://github.com/cilium/cilium