How to Design Complex Deep Learning Tensor Pipelines Using Einops with Vision, Attention, and Multimodal Examples
In this tutorial, we walk through advanced usage of Einops to express complex tensor transformations in a clear, readable, and mathematically precise way. We demonstrate how rearrange, reduce, repeat, einsum, and pack/unpack let us reshape, aggregate, and combine tensors without relying on error-pro...
Vega raises $120M Series B to rethink how enterprises detect cyber threats
Vega Security raised $120 million Series B, bringing its valuation to $700 million, in a round led by Accel. The company aims to rethink how enterprises detect cybersecurity threats.
At a private dinner a few months ago, Jensen Huang apparently said what I’ve been thinking for some time. The US is significantly behind China in AI development. Here are some of the reasons. Huang starts with the ratio of AI developers in China (he estimates 1 million) to AI developers in the US (2...
AITech Interview with Humberto Farias, Chief Executive Officer, MAGIC Research
High-performance AI architecture meets deep research. Learn how distributed systems and private frameworks solve cost and security barriers. 1. Humberto, let’s begin with your journey—what inspired you to found MAGIC Research, and how did that shift shape your vision for AI-powered research?We start...
AlgoSec Study Finds Enterprises Seek More Control in Network Security
One of the market’s most comprehensive annual vendor-agnostic studies found that rapid cloud expansion, distributed workloads, and AI-driven traffic patterns are driving increased demand for unified policy control and end-to-end transparency. Global cybersecurity leader AlgoSec has released its annu...
NordVPN passes its no-logs assurance assessment for the sixth time
NordVPN, a leading cybersecurity company, underwent an independent no-logs assurance engagement at the end of 2025. Seeking to maintain a high level of trust and transparency, NordVPN commissioned Deloitte Lithuania, one of the market-leading Big Four firms, to conduct an assurance report on the Nor...
Perforce AI Products and Features Achieve ISO 42001 Certification
Reflects growing industry demand for AI that meets ethical, governance, and compliance needs. Perforce Software, the DevOps company for global teams seeking AI innovation at scale, today announced that several AI products and features within its portfolio obtained ISO 42001 certification, the first ...
The first signs of burnout are coming from the people who embrace AI the most
Because employees could do more, work began bleeding into lunch breaks and late evenings. The employees' to-do lists expanded to fill every hour that AI freed up, and then kept going.
AI reads brain MRIs in seconds and flags emergencies
Researchers at the University of Michigan have created an AI system that can interpret brain MRI scans in just seconds, accurately identifying a wide range of neurological conditions and determining which cases need urgent care. Trained on hundreds of thousands of real-world scans along with patient...
How to Build a Privacy-Preserving Federated Pipeline to Fine-Tune Large Language Models with LoRA Using Flower and PEFT
In this tutorial, we demonstrate how to federate fine-tuning of a large language model using LoRA without ever centralizing private text data. We simulate multiple organizations as virtual clients and show how each client adapts a shared base model locally while exchanging only lightweight LoRA adap...
Somewhere between “this model will replace your entire workflow” and “this chatbot will become your best friend,” many teams are left wondering what’s real, what’s useful, and what’s just… very confident marketing.
That’s where Stability AI stands out.