⚙️ Introduction to MiniMax‑M1 MiniMax‑M1 is a groundbreaking open‑weight large‑scale reasoning model featuring a hybrid Mixture‑of‑Experts (MoE) architecture paired with ultra‑efficient lightning attention. Evolving from MiniMax‑Text‑01 (456 B params), M1 activates 45.9 B params per token and natively handles 1 million‑token context windows—8× larger than DeepSeek R1. Its lightning attention achieves 75% FLOP savings at 100k-generation length compared to

📚Introduction: Video editing using diffusion models has achieved remarkable results in generating high-quality edits for videos. However, current methods often rely on large-scale pretraining, limiting flexibility for specific edits. First-frame-guided editing provides control over the first frame, but lacks flexibility over subsequent frames. To address this, we propose a mask-based LoRA (Low-Rank Adaptation) tuning method

Introduction to Hunyuan3D 2.1 Hunyuan3D 2.1 is an advanced, open-source 3D asset generation system developed by Tencent’s Hunyuan team. Building upon its predecessor, Hunyuan3D 2.0, this iteration introduces significant enhancements in both functionality and accessibility, aiming to revolutionize the process of creating high-fidelity 3D models. What Is Hunyuan3D 2.1? Hunyuan3D 2.1 is a state-of-the-art 3D

Introduction In everyday visual data—think storefronts, street signs, documents—textual regions often carry critical meaning. While diffusion models have excelled at general image restoration, they typically struggle when it comes to restoring text accurately. Instead, they tend to hallucinate text-like shapes that look plausible but are incorrect—imagine a blurry shop sign that becomes gibberish after restoration.

🌐 Introduction WeatherLab is an innovative initiative by Google DeepMind aimed at revolutionizing weather forecasting through advanced artificial intelligence. Launched in June 2025, WeatherLab introduces an experimental AI model designed to enhance the prediction of tropical cyclones, including hurricanes and typhoons. This model leverages stochastic neural networks to generate multiple forecast scenarios, providing a more

In today\’s digital landscape, where cyber threats are becoming increasingly sophisticated, traditional security models are proving inadequate. The Zero Trust Security model has emerged as a crucial strategy for safeguarding modern networks. By shifting the focus from perimeter-based security to a more granular approach, organizations can better protect their sensitive data and systems from unauthorized