Unbreakable? Researchers warn quantum computers have serious security flaws

Quantum computers could revolutionize everything from drug discovery to business analytics—but their incredible power also makes them surprisingly vulnerable. New research from Penn State warns that today’s quantum machines are not just futuristic tools, but potential gold mines for hackers. The study reveals that weaknesses can exist not only in software, but deep within the …

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🧠💥 My HomeLab GPU Cluster – 12× RTX 5090, AI / K8s / Self-Hosted Everything

After months of planning, wiring, airflow tuning, and too many late nights this is my home lab GPU cluster finally up and running. This setup is built mainly for: • AI / LLM inference & training • Image & video generation pipelines • Kubernetes + GPU scheduling • Self-hosted APIs & experiments 🔧 Hardware Overview …

Benchmarking framework reveals major safety risks of using AI in lab experiments

While artificial intelligence (AI) models have proved useful in some areas of science, like predicting 3D protein structures, a new study shows that it should not yet be trusted in many lab experiments. The study, published in Nature Machine Intelligence, revealed that all of the large-language models (LLMs) and vision-language models (VLMs) tested fell short …

New memristor training method slashes AI energy use by six orders of magnitude

In a Nature Communications study, researchers from China have developed an error-aware probabilistic update (EaPU) method that aligns memristor hardware’s noisy updates with neural network training, slashing energy use by nearly six orders of magnitude versus GPUs while boosting accuracy on vision tasks. The study validates EaPU on 180 nm memristor arrays and large-scale simulations.

LTX 2 is amazing : LTX-2 in ComfyUI on RTX 3060 12GB

My setup: RTX 3060 12GB VRAM + 48GB system RAM. I spent the last couple of days messing around with LTX-2 inside ComfyUI and had an absolute blast. I created short sample scenes for a loose spy story set in a neon-soaked, rainy Dhaka (cyberpunk/Bangla vibes with rainy streets, umbrellas, dramatic reflections, and a mysterious …