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Source channel @githubtrending · Post #14963 · Jul 16

#jupyter_notebook SAM 2 is a powerful new AI model that can quickly and accurately separate objects in both images and videos, even if it has never seen them before. It works in real-time, allowing you to select objects with simple prompts like clicks or boxes and refine the results interactively. This makes tasks like video editing, object tracking, and image annotation much easier and faster. SAM 2’s ability to handle complex scenes and track objects smoothly across video frames helps improve creativity and productivity in many fields, from media production to computer vision research. It is open-source and easy to use with Python and PyTorch. https://github.com/facebookresearch/segment-anything

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

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#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

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#go #bpf #cncf #cni #containers #ebpf #k8s #kernel #kubernetes #kubernetes_networking #loadbalancing #monitoring #networking #observability #security #troubleshooting #xdp