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Optimize your cloud costs using Cloud Hub Optimization and Cost Explorer

Application owners are looking for three things when they think about optimizing cloud costs: What are the most expensive resources? Which resources are costing me more this week or month? Which resources are poorly utilized? To help you answer these questions quickly and easily, we announced Cloud Hub Optimization and Cost Explorer, in private preview, …

Topological approach detects adversarial attacks in multimodal AI systems

New vulnerabilities have emerged with the rapid advancement and adoption of multimodal foundational AI models, significantly expanding the potential for cybersecurity attacks. Researchers at Los Alamos National Laboratory have put forward a novel framework that identifies adversarial threats to foundation models—artificial intelligence approaches that seamlessly integrate and process text and image data. This work empowers …

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Our first hyper-consistent character LoRA for Wan 2.2

Hello! My partner and I have been grinding on character consistency for Wan 2.2. After countless hours and burning way too much VRAM, we’ve finally got something solid to show off. It’s our first hyper-consistent character LoRA for Wan 2.2. Your upvotes and comments are the fuel we need to finish and release a full …

Flux Krea Dev is hands down the best model on the planet right now

I started with trying to recreate SD3 style glitches but ended up discovering this is something else altogether. I don’t give a toss about Dalle 2 and Imagen 2 not being open source anymore. Goes on to show what good taste can do. Kudos to Team Krea for training with their custom aesthetic criteria and …

Building a Transformer Model for Language Translation

This post is divided into six parts; they are: • Why Transformer is Better than Seq2Seq • Data Preparation and Tokenization • Design of a Transformer Model • Building the Transformer Model • Causal Mask and Padding Mask • Training and Evaluation Traditional seq2seq models with recurrent neural networks have two main limitations: • Sequential …