#jupyter_notebook
DINOv3 offers powerful self-supervised vision models from Meta AI, like ViT up to 7B parameters and ConvNeXt, pretrained on 1.7B web or satellite images. Load them easily via PyTorch Hub, Hugging Face Transformers (v4.56+), or timm (v1.0.20+), with code examples for features, depth, detection, and segmentation. You benefit by using these top-performing, dense features without fine-tuning or labels—saving time and compute for tasks like classification, object detection, and zero-shot analysis on your images.
https://github.com/facebookresearch/dinov3
CRPF QRT teams have taken over Security of Nabanna & other Key Govt HQs in West Bengal amid the power transition and have sealed all movements of Government Files, orders from Union Home Ministry
#Policy
West Bengal Chief Secretary orders all Department Secretaries and Head of Offices to ensure that no important paper or file is removed or damaged or taken out from the offices. #Policy
🚨 Indian Govt invokes Force Majeure for contracts hit by West Asia disruptions
👉🏻 West Asia situation treated as war-like event for contracts
👉🏻 Contractors can claim relief for delays linked to disruptions
👉🏻 Govt may grant 2–4 month extension case-by-case
👉🏻 No penalties or liquidated damages for eligible delays
👉🏻 Applies across goods, services & works contracts
👉🏻 Valid only if no prior default before 27 Feb 2026
👉🏻 Contracts delayed beyond 90 days may be terminated without penalty #Policy