{"id":3346,"date":"2025-10-26T10:04:43","date_gmt":"2025-10-26T02:04:43","guid":{"rendered":"https:\/\/crepal.ai\/blog\/?p=3346"},"modified":"2025-10-26T10:11:25","modified_gmt":"2025-10-26T02:11:25","slug":"longcat-video-meituan","status":"publish","type":"post","link":"https:\/\/crepal.ai\/blog\/aivideo\/longcat-video-meituan\/","title":{"rendered":"Meituan&#8217;s LongCat Video: The Ultimate Guide to the Open-Source Video AI"},"content":{"rendered":"\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" width=\"594\" height=\"100\" data-src=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-9.png\" alt=\"\" class=\"wp-image-3364 lazyload\" style=\"--smush-placeholder-width: 594px; --smush-placeholder-aspect-ratio: 594\/100;width:474px;height:auto\" data-srcset=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-9.png 594w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-9-300x51.png 300w\" data-sizes=\"auto, (max-width: 594px) 100vw, 594px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/figure>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-582a69c7 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-container uagb-block-3e214a37\">\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/github.com\/meituan-longcat\/LongCat-Video\" rel=\"nofollow noopener\" target=\"_blank\"><img decoding=\"async\" width=\"556\" height=\"248\" data-src=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-12.png\" alt=\"\" class=\"wp-image-3368 lazyload\" data-srcset=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-12.png 556w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-12-300x134.png 300w\" data-sizes=\"auto, (max-width: 556px) 100vw, 556px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 556px; --smush-placeholder-aspect-ratio: 556\/248;\" \/><\/a><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-fcf1eebb\">\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/huggingface.co\/meituan-longcat\/LongCat-Video\" rel=\"nofollow noopener\" target=\"_blank\"><img decoding=\"async\" width=\"560\" height=\"250\" data-src=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-13.png\" alt=\"\" class=\"wp-image-3369 lazyload\" data-srcset=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-13.png 560w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-13-300x134.png 300w\" data-sizes=\"auto, (max-width: 560px) 100vw, 560px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 560px; --smush-placeholder-aspect-ratio: 560\/250;\" \/><\/a><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-ac91a44a\">\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/github.com\/meituan-longcat\/LongCat-Video\/blob\/main\/longcatvideo_tech_report.pdf\" rel=\"nofollow noopener\" target=\"_blank\"><img decoding=\"async\" width=\"564\" height=\"252\" data-src=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-14.png\" alt=\"\" class=\"wp-image-3370 lazyload\" data-srcset=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-14.png 564w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-14-300x134.png 300w\" data-sizes=\"auto, (max-width: 564px) 100vw, 564px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 564px; --smush-placeholder-aspect-ratio: 564\/252;\" \/><\/a><\/figure>\n<\/div>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Hello, I&#8217;m an AI content strategist and a long-time practitioner in the generative AI space. I&#8217;ve spent the last few years testing, benchmarking, and breaking down countless AI models. When Meituan, a tech giant known more for logistics than foundation models, released LongCat Video under an MIT license, I knew I had to dive in. This isn&#8217;t just another model; it&#8217;s a significant move in the open-source video generation race. Today, I&#8217;ll share my hands-on experience and in-depth analysis of what makes LongCat-Video tick.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-1\">What is LongCat-Video? (An Essential Introduction)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">At its core, LongCat-Video is a foundational video generation model developed by Meituan&#8217;s LongCat team. It&#8217;s designed to create video content from various inputs, including text, images, and even existing video clips. My first encounter with it was shortly after its release in late 2025, and what immediately stood out was its promise of generating&nbsp;<em>minutes-long<\/em>&nbsp;videos, a notorious challenge for most open-source models at the time.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It&#8217;s crucial to distinguish LongCat-Video from its sibling,&nbsp;<strong>LongCat-Flash<\/strong>, which is a 560-billion-parameter&nbsp;<em>language model<\/em>&nbsp;(LLM) focused on text-based reasoning and agentic tasks. LongCat-Video is purely dedicated to the visual domain, a specialist in a family of increasingly capable AI models.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LongCat-Video unifies multiple generation tasks into a single, powerful framework.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">To give you a clear, at-a-glance overview, I&#8217;ve compiled its key specifications based on the official documentation. This table summarizes the technical DNA of the model.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Parameter Category<\/th><th>Specific Metric<\/th><th>Data \/ Description<\/th><th>Source &amp; Time<\/th><\/tr><\/thead><tbody><tr><td>Model Architecture<\/td><td>Base Architecture<\/td><td>Dense Transformer<\/td><td><a href=\"https:\/\/github.com\/meituan-longcat\/LongCat-Video\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">LongCat-Video GitHub<\/a>&nbsp;(2025-09-15)<\/td><\/tr><tr><td>Model Size<\/td><td>Total Parameters<\/td><td>13.6 Billion<\/td><td><a href=\"https:\/\/github.com\/meituan-longcat\/LongCat-Video\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">LongCat-Video GitHub<\/a>&nbsp;(2025-09-15)<\/td><\/tr><tr><td>Core Capabilities<\/td><td>Supported Tasks<\/td><td>Text-to-Video, Image-to-Video, Video Continuation<\/td><td><a href=\"https:\/\/github.com\/meituan-longcat\/LongCat-Video\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">LongCat-Video Technical Report<\/a>&nbsp;(2025-09-15)<\/td><\/tr><tr><td>Key Innovation<\/td><td>Efficiency Mechanism<\/td><td>Block Sparse Attention<\/td><td><a href=\"https:\/\/github.com\/comfyanonymous\/ComfyUI\/issues\/10480\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">ComfyUI GitHub Issue #10480<\/a>&nbsp;(2025-09-16)<\/td><\/tr><tr><td>Training Method<\/td><td>Optimization<\/td><td>Multi-reward Group Relative Policy Optimization (GRPO)<\/td><td><a href=\"https:\/\/github.com\/meituan-longcat\/LongCat-Video\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">LongCat-Video GitHub<\/a>&nbsp;(2025-09-15)<\/td><\/tr><tr><td>License<\/td><td>Model Weights<\/td><td>MIT License<\/td><td><a href=\"https:\/\/github.com\/meituan-longcat\/LongCat-Video\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">LongCat-Video GitHub<\/a>&nbsp;(2025-09-15)<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"640\" data-src=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-7-1024x640.png\" alt=\"\" class=\"wp-image-3354 lazyload\" data-srcset=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-7-1024x640.png 1024w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-7-300x188.png 300w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-7-768x480.png 768w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-7.png 1440w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/640;\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Data Source: Analysis of public releases from&nbsp;<a href=\"https:\/\/github.com\/meituan-longcat\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Meituan&#8217;s GitHub<\/a>&nbsp;and&nbsp;<a href=\"https:\/\/venturebeat.com\/ai\/chinese-food-delivery-firm-meituans-open-source-ai-model-longcat-flash\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">VentureBeat<\/a>.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"640\" data-src=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-16-1024x640.png\" alt=\"\" class=\"wp-image-3355 lazyload\" data-srcset=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-16-1024x640.png 1024w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-16-300x188.png 300w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-16-768x480.png 768w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-16.png 1440w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/640;\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Data Source: Based on features described in the&nbsp;<a href=\"https:\/\/github.com\/meituan-longcat\/LongCat-Video\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">official repository<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-2\">Key Features of LongCat-Video &amp; The Competitive Landscape<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">What makes LongCat-Video more than just another name in a crowded field? From my testing, its strength lies in a unique combination of versatility, long-form coherence, and open-source accessibility. Unlike proprietary models like Google&#8217;s Veo or OpenAI&#8217;s Sora, which are powerful but locked in a black box, LongCat-Video invites developers to build upon it.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Side-by-side comparison often reveals subtle but crucial differences in motion quality and temporal consistency.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-deep-dive\">Core Feature Deep Dive<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Unified Multi-Task Architecture:<\/strong>\u00a0This is its standout feature. A single 13.6B parameter model handles three distinct tasks without needing separate versions.\n<ul class=\"wp-block-list\">\n<li><strong>Text-to-Video (T2V):<\/strong>\u00a0You provide a text prompt, it generates a video.<\/li>\n\n\n\n<li><strong>Image-to-Video (I2V):<\/strong>\u00a0You provide a starting image and a prompt, it animates the scene.<\/li>\n\n\n\n<li><strong>Video Continuation:<\/strong>\u00a0You provide an existing video, and it generates the subsequent frames, extending the action seamlessly. Based on my experiments, this is where it truly shines, avoiding the common &#8220;color drift&#8221; and &#8220;motion inconsistency&#8221; that plagues other models after a few seconds.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Efficient Long-Video Generation:<\/strong>\u00a0The model is natively pretrained on video continuation tasks. This, combined with\u00a0<strong>Block Sparse Attention<\/strong>, allows it to generate videos of a minute or more at 720p resolution without a catastrophic drop in quality or an exponential increase in compute cost. It&#8217;s a clever engineering solution to a major bottleneck.<\/li>\n\n\n\n<li><strong>Open-Source with MIT License:<\/strong>\u00a0This cannot be overstated. The MIT license is highly permissive, allowing developers and companies to use, modify, and integrate the model into their own applications with very few restrictions. This is a strategic move by Meituan to foster a community and accelerate innovation.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-head-to-head\">Head-to-Head: LongCat-Video vs. The Competition<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">To put its performance in perspective, I&#8217;ve benchmarked it against other leading models based on publicly available data and my own qualitative tests. The data from Meituan&#8217;s own internal benchmarks provides a fascinating glimpse into how it stacks up against both open-source rivals and proprietary giants.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"640\" data-src=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-17-1024x640.png\" alt=\"\" class=\"wp-image-3356 lazyload\" data-srcset=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-17-1024x640.png 1024w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-17-300x188.png 300w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-17-768x480.png 768w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-17.png 1440w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/640;\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Data Source:&nbsp;<a href=\"https:\/\/huggingface.co\/meituan-longcat\/LongCat-Video\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">LongCat-Video Hugging Face Page<\/a>&nbsp;(Internal Benchmark, 2025-09). MOS = Mean Opinion Score.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" width=\"720\" height=\"560\" data-src=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-19.png\" alt=\"\" class=\"wp-image-3357 lazyload\" style=\"--smush-placeholder-width: 720px; --smush-placeholder-aspect-ratio: 720\/560;width:704px;height:auto\" data-srcset=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-19.png 720w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-19-300x233.png 300w\" data-sizes=\"auto, (max-width: 720px) 100vw, 720px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Data Source:&nbsp;<a href=\"https:\/\/huggingface.co\/meituan-longcat\/LongCat-Video\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">LongCat-Video Hugging Face Page<\/a>&nbsp;(2025-09).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In the Image-to-Video domain, the competition is fierce. The chart on the right shows the overall quality scores from the same internal benchmark. While LongCat-Video scores slightly lower in overall quality for I2V compared to its T2V performance, it remains competitive. For instance, it shows better Visual Quality (3.27) than proprietary models like Seedance 1.0 (3.22) and Hailuo-02 (3.18), even though it lags in motion and alignment metrics in this specific test. This suggests its strength lies in generating visually pleasing frames from an image, even if the animation isn&#8217;t as dynamic as some competitors.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This trade-off is common in generative models. The key takeaway for me is that LongCat-Video provides a very strong open-source baseline, particularly excelling in visual fidelity and text-to-video tasks, while offering a unique capability for long-form generation that others lack.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Feature<\/th><th>LongCat-Video<\/th><th>Wan 2.2 (Open)<\/th><th>Hunyuan-Video (Open)<\/th><th>Runway Gen-4 (Closed)<\/th><th>Veo 3 (Closed)<\/th><\/tr><\/thead><tbody><tr><td><strong>Accessibility<\/strong><\/td><td><strong>Open Source (MIT)<\/strong><\/td><td>Open Source<\/td><td>Open Source<\/td><td>Paid Subscription<\/td><td>Paid Subscription<\/td><\/tr><tr><td><strong>Parameters<\/strong><\/td><td>13.6B (Dense)<\/td><td>28B (MoE)<\/td><td>13B (Dense)<\/td><td>N\/A<\/td><td>N\/A<\/td><\/tr><tr><td><strong>Max Length<\/strong><\/td><td><strong>Minutes-long<\/strong><\/td><td>~16 seconds<\/td><td>~16 seconds<\/td><td>16 seconds<\/td><td>120 seconds<\/td><\/tr><tr><td><strong>Core Tasks<\/strong><\/td><td><strong>T2V, I2V, Video Continuation<\/strong><\/td><td>T2V, I2V<\/td><td>T2V, I2V<\/td><td>T2V, I2V, Editing<\/td><td>T2V, Editing<\/td><\/tr><tr><td><strong>Camera Control<\/strong><\/td><td>Limited<\/td><td>Limited<\/td><td>Limited<\/td><td>Yes<\/td><td>Yes<\/td><\/tr><tr><td><strong>Lip Sync<\/strong><\/td><td>No<\/td><td>No<\/td><td>No<\/td><td>Yes<\/td><td>No<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-3\">How to Use LongCat-Video: A Step-by-Step Practical Guide<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Talk is cheap; let&#8217;s generate a video. I&#8217;ll walk you through the process of setting up LongCat-Video and running a Text-to-Video generation. This guide assumes you have a basic familiarity with Python and the command line.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A sample of frames generated by LongCat-Video, demonstrating its stylistic versatility.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Prerequisites:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A system with a powerful NVIDIA GPU (e.g., RTX 3090\/4090) with at least 24GB of VRAM.<\/li>\n\n\n\n<li>Conda or another Python environment manager.<\/li>\n\n\n\n<li>Git and Hugging Face CLI installed.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">Step 1: Clone the Repository and Set Up the Environment<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">First, we&#8217;ll get the official code from GitHub and create a dedicated Conda environment to avoid dependency conflicts.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># Clone the official repository\ngit clone https:\/\/github.com\/meituan-longcat\/LongCat-Video.git\ncd LongCat-Video\n\n# Create and activate the conda environment\nconda create -n longcat-video python=3.10\nconda activate longcat-video\n\n# Install the required dependencies\npip install -r requirements.txt<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">A clean installation is the foundation for a smooth generation process.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Step 2: Download the Model Weights<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">The model is hosted on Hugging Face. We&#8217;ll use the&nbsp;<code>huggingface-cli<\/code>&nbsp;to download the weights into a local directory. This is a large download and will take some time.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># Create a directory for the weights\nmkdir weights\n\n# Download the model\nhuggingface-cli download meituan-longcat\/LongCat-Video --local-dir .\/weights\/LongCat-Video --local-dir-use-symlinks False<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">Step 3: Run a Text-to-Video Generation<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">With everything in place, we can now run the demo script. Let&#8217;s try a simple but evocative prompt to test its capabilities.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># Run the text-to-video script\npython run_demo_text_to_video.py \\\n  --checkpoint_dir .\/weights\/LongCat-Video \\\n  --prompt \"A majestic eagle soaring through a dramatic sunset over a mountain range, cinematic lighting\"<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">Step 4: Check Your Output<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">The script will save the generated video in the&nbsp;<code>outputs<\/code>&nbsp;directory. You should find an MP4 file that brings your prompt to life. My first run produced a surprisingly coherent clip with rich colors, though the eagle&#8217;s wing motion was slightly unnatural\u2014a common artifact in models of this generation.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"640\" data-src=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-20-1024x640.png\" alt=\"\" class=\"wp-image-3358 lazyload\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/640;width:819px;height:auto\" data-srcset=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-20-1024x640.png 1024w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-20-300x188.png 300w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-20-768x480.png 768w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-20.png 1440w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Illustrates the end-to-end workflow from setup to final output.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For those looking to get more out of the model, tweaking the inference parameters is key. Here are some of my recommendations based on experimentation.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Parameter<\/th><th>Default Value<\/th><th>My Recommended Value<\/th><th>Reason for Change<\/th><\/tr><\/thead><tbody><tr><td><code>num_frames<\/code><\/td><td>16<\/td><td>64<\/td><td>To generate a longer, more developed scene (approx. 4 seconds at 16fps).<\/td><\/tr><tr><td><code>guidance_scale<\/code><\/td><td>7.5<\/td><td>9.0<\/td><td>Increases how strongly the model adheres to the prompt, often improving visual quality.<\/td><\/tr><tr><td><code>num_inference_steps<\/code><\/td><td>50<\/td><td>50<\/td><td>50 is a good balance of quality and speed. Increasing it further has diminishing returns.<\/td><\/tr><tr><td><code>seed<\/code><\/td><td>-1 (random)<\/td><td>42 (or any integer)<\/td><td>Use a fixed seed to get reproducible results for the same prompt.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"640\" data-src=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-21-1024x640.png\" alt=\"\" class=\"wp-image-3359 lazyload\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/640;width:862px;height:auto\" data-srcset=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-21-1024x640.png 1024w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-21-300x188.png 300w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-21-768x480.png 768w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-21.png 1440w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Conceptual illustration of the trade-off when tuning guidance scale.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-4\">The Future of LongCat-Video and the AI Industry<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">LongCat-Video isn&#8217;t just a static release; it&#8217;s a signal of where the industry is heading. Its development aligns perfectly with several macro trends I&#8217;ve been tracking, pointing towards a future where video generation becomes as ubiquitous as image generation is today.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The line between creator and tool is blurring, paving the way for AI-human collaboration in filmmaking.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-4-1\">Trend 1: The Rise of Open-Source &#8220;World Simulators&#8221;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Models like LongCat-Video are early steps toward &#8220;world models&#8221;\u2014AI that can simulate and predict dynamics in a virtual environment. The focus on long-form, coherent video is a foundational requirement for this. I expect to see more open-source models competing with giants like Sora and Veo, driving a Cambrian explosion of applications. The market for AI video generation is projected to reach USD 1,959.24 million by 2030, growing at a compound annual growth rate (CAGR) of 19.9%&nbsp;<em><\/em>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-4-2\">Trend 2: The Shift to Agentic and Multi-Modal Systems<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Meituan&#8217;s broader strategy with the LongCat family is to build intelligent agents. While LongCat-Video handles vision, LongCat-Flash handles reasoning. The next logical step is to merge them. Imagine an AI agent that can not only discuss a film script but also generate pre-visualizations for it on the fly. This convergence is the holy grail of creative AI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">My personal assessment of where key AI video technologies stand in late 2025.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"640\" data-src=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-22-1024x640.png\" alt=\"\" class=\"wp-image-3360 lazyload\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/640;width:840px;height:auto\" data-srcset=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-22-1024x640.png 1024w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-22-300x188.png 300w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-22-768x480.png 768w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-22.png 1440w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"640\" data-src=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-23-1024x640.png\" alt=\"\" class=\"wp-image-3361 lazyload\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/640;width:898px;height:auto\" data-srcset=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-23-1024x640.png 1024w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-23-300x188.png 300w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-23-768x480.png 768w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-23.png 1440w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Data from&nbsp;<a href=\"https:\/\/www.grandviewresearch.com\/industry-analysis\/ai-video-generator-market-report\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Grand View Research<\/a>&nbsp;(2024) and&nbsp;<a href=\"https:\/\/www.verifiedmarketresearch.com\/product\/ai-video-generator-market\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Verified Market Research<\/a>&nbsp;(2024).<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-5\">What Can We Learn from LongCat-Video?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Beyond being a powerful tool, the release and design of LongCat-Video offer valuable lessons for everyone, from casual creators to professional AI developers.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI video is poised to revolutionize content creation across numerous industries.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-for-creators\">For Everyday Creators and Non-Technical Users<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Democratization of High-Quality Video:<\/strong>\u00a0Tools built on models like LongCat-Video will drastically lower the barrier to creating professional-looking video content. You won&#8217;t need a film crew to create a compelling ad for your small business or a cinematic intro for your YouTube channel.<\/li>\n\n\n\n<li><strong>A New Canvas for Storytelling:<\/strong>\u00a0This technology enables new forms of narrative. Think interactive stories where the user&#8217;s choices generate the next scene, or infinitely long, ambient visual streams for relaxation or focus.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-for-developers\">For AI Developers and Professionals<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>The Power of Smart Architecture:<\/strong>\u00a0LongCat-Video&#8217;s 13.6B dense model competes with a 28B MoE model (Wan 2.2). It&#8217;s a testament that bigger isn&#8217;t always better. Clever architectural choices (like Block Sparse Attention) and focused training data can yield incredible efficiency.<\/li>\n\n\n\n<li><strong>Strategic Open-Sourcing:<\/strong>\u00a0Meituan&#8217;s use of the MIT license is a strategic masterstroke. It builds a community, attracts top talent, and establishes their model as a foundational layer for others to build upon, creating a powerful ecosystem.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"640\" data-src=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-24-1024x640.png\" alt=\"\" class=\"wp-image-3362 lazyload\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/640;width:832px;height:auto\" data-srcset=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-24-1024x640.png 1024w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-24-300x188.png 300w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-24-768x480.png 768w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-24.png 1440w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">My analysis of the model&#8217;s applicability across different sectors.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Resource Name<\/th><th>Type<\/th><th>Link \/ Description<\/th><th>Why I Recommend It<\/th><\/tr><\/thead><tbody><tr><td>Official LongCat-Video Repo<\/td><td>GitHub Repository<\/td><td><a href=\"https:\/\/github.com\/meituan-longcat\/LongCat-Video\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">github.com\/meituan-longcat\/LongCat-Video<\/a><\/td><td>The source of truth. Essential for installation and usage.<\/td><\/tr><tr><td>LongCat-Video Technical Report<\/td><td>Research Paper<\/td><td>Available on the GitHub page<\/td><td>For a deep dive into the model&#8217;s architecture and training.<\/td><\/tr><tr><td>ComfyUI &amp; Stable Diffusion WebUI<\/td><td>Community Tools<\/td><td>Various GitHub repos and Discords<\/td><td>These communities are rapidly integrating new models like LongCat-Video.<\/td><\/tr><tr><td>AI-focused YouTube Channels<\/td><td>Video Tutorials<\/td><td>Channels like Matt Wolfe, Two Minute Papers<\/td><td>Great for staying updated and seeing models in action.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-6\">Frequently Asked Questions (FAQ) about LongCat-Video<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">I&#8217;ve gathered the most common questions I&#8217;ve received about LongCat-Video to give you quick, direct answers.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-faq-pricing\">Is LongCat-Video Free? (Pricing &amp; Plans)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Yes, LongCat-Video is fundamentally free. However, &#8220;free&#8221; in the open-source world means free of licensing costs, not free of operational costs. You are responsible for the hardware (a powerful GPU) and electricity required to run it.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Aspect<\/th><th>LongCat-Video<\/th><th>Proprietary Models (e.g., Runway, Pika)<\/th><\/tr><\/thead><tbody><tr><td><strong>Model Weights<\/strong><\/td><td><strong>Free (MIT License)<\/strong><\/td><td>Inaccessible \/ Proprietary<\/td><\/tr><tr><td><strong>Usage Cost<\/strong><\/td><td><strong>Cost of your own hardware\/cloud compute<\/strong><\/td><td>Subscription-based (e.g., $12-$100\/month) or credit packs<\/td><\/tr><tr><td><strong>Target User<\/strong><\/td><td>Developers, researchers, hobbyists with powerful hardware<\/td><td>Creators, marketers, businesses looking for a managed service<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-faq-worth-it\">Is LongCat-Video Worth It? Pros &amp; Cons<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Whether it&#8217;s &#8220;worth it&#8221; depends entirely on who you are. For a developer or researcher, it&#8217;s an invaluable tool. For a marketer with no technical skills, it&#8217;s likely not the right choice today.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Pros (Advantages)<\/th><th>Cons (Disadvantages)<\/th><\/tr><\/thead><tbody><tr><td>1.&nbsp;<strong>Truly Open-Source:<\/strong>&nbsp;Unrestricted access and modification under the MIT license.<\/td><td>1.&nbsp;<strong>High Technical Barrier:<\/strong>&nbsp;Requires powerful hardware and command-line knowledge to run.<\/td><\/tr><tr><td>2.&nbsp;<strong>Excellent Long-Video Coherence:<\/strong>&nbsp;A key differentiator from other open-source models.<\/td><td>2.&nbsp;<strong>No User-Friendly Interface:<\/strong>&nbsp;Out of the box, it&#8217;s just scripts. Relies on community tools like ComfyUI for a GUI.<\/td><\/tr><tr><td>3.&nbsp;<strong>Versatile Multi-Tasking:<\/strong>&nbsp;One model for T2V, I2V, and video continuation is highly efficient.<\/td><td>3.&nbsp;<strong>Lower Quality than Top Tier Closed Models:<\/strong>&nbsp;While competitive, it doesn&#8217;t yet match the hyper-realism of Sora or Veo 3.<\/td><\/tr><tr><td>4.&nbsp;<strong>No Censorship or Usage Limits:<\/strong>&nbsp;You have full control over the content you generate (bound by law).<\/td><td>4.&nbsp;<strong>Slower Generation Speed:<\/strong>&nbsp;Generating video locally can be slow compared to optimized cloud services.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-faq-infinitetalk\">How does LongCat-Video compare to InfiniteTalk, another Meituan model?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">They serve completely different purposes.&nbsp;<strong>LongCat-Video<\/strong>&nbsp;is a general-purpose video generator for creating diverse scenes and actions.&nbsp;<strong>InfiniteTalk<\/strong>, released in August 2025, is a specialized model for creating &#8220;talking head&#8221; videos; it excels at lip-syncing an audio track to a static image or existing video of a person, but it cannot generate a video of a &#8220;car driving down a street.&#8221; Think of them as different tools in a filmmaker&#8217;s toolkit.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Risk Disclaimer:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This report is for informational and educational purposes only.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">All opinions are based on personal experience and publicly available data and do not constitute any investment or implementation advice.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Please conduct your own thorough validation and risk assessment before using any tool or technology in a production environment.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Reference<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.grandviewresearch.com\/industry-analysis\/ai-video-generator-market-report\" rel=\"nofollow noopener\" target=\"_blank\">AI Video Generator Market Size And Share Report, 2030<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/venturebeat.com\/ai\/chinese-food-delivery-firm-meituans-open-source-ai-model-longcat-flash\" rel=\"nofollow noopener\" target=\"_blank\">Chinese food delivery app Meituan&#8217;s open source AI model LongCat<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.verifiedmarketresearch.com\/product\/ai-video-generator-market\/\" rel=\"nofollow noopener\" target=\"_blank\">AI Video Generator Market Size, Share, Scope And Forecast<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/huggingface.co\/meituan-longcat\/LongCat-Video\" rel=\"nofollow noopener\" target=\"_blank\">meituan-longcat\/LongCat-Video \u2013 Hugging Face<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/comfyanonymous\/ComfyUI\/issues\/10480\" rel=\"nofollow noopener\" target=\"_blank\">New Model: LongCat-Video (with weights!) \u00b7 Issue #10480 \u2013 GitHub<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/meituan-longcat\/LongCat-Video\" rel=\"nofollow noopener\" target=\"_blank\">meituan-longcat\/LongCat-Video \u2013 GitHub<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/meituan-longcat\" rel=\"nofollow noopener\" target=\"_blank\">LongCat \u2013 GitHub<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">longcat video technical report<\/h2>\n\n\n\n<div data-wp-interactive=\"core\/file\" class=\"wp-block-file\"><object data-wp-bind--hidden=\"!state.hasPdfPreview\" hidden class=\"wp-block-file__embed\" data=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/longcatvideo_tech_report.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of longcatvideo_tech_report.\"><\/object><a id=\"wp-block-file--media-c86c36ce-e96d-46bf-8749-9e04df624c2b\" href=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/longcatvideo_tech_report.pdf\">longcatvideo_tech_report<\/a><a href=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/longcatvideo_tech_report.pdf\" class=\"wp-block-file__button wp-element-button\" aria-describedby=\"wp-block-file--media-c86c36ce-e96d-46bf-8749-9e04df624c2b\" download>Download<\/a><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Hello, I&#8217;m an AI content strategist and a long-time practitioner in the generative AI space. I&#8217;ve spent the last few years testing, benchmarking, and breaking down countless AI models. When Meituan, a tech giant known more for logistics than foundation models, released LongCat Video under an MIT license, I knew I had to dive in. [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":"","_uag_custom_page_level_css":"","footnotes":""},"categories":[8],"tags":[],"class_list":["post-3346","post","type-post","status-publish","format-standard","hentry","category-aivideo"],"blocksy_meta":[],"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false,"trp-custom-language-flag":false},"uagb_author_info":{"display_name":"Fenix","author_link":"https:\/\/crepal.ai\/blog\/author\/admin\/"},"uagb_comment_info":27,"uagb_excerpt":"Hello, I&#8217;m an AI content strategist and a long-time practitioner in the generative AI space. I&#8217;ve spent the last few years testing, benchmarking, and breaking down countless AI models. When Meituan, a tech giant known more for logistics than foundation models, released LongCat Video under an MIT license, I knew I had to dive in.&hellip;","_links":{"self":[{"href":"https:\/\/crepal.ai\/blog\/wp-json\/wp\/v2\/posts\/3346","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/crepal.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/crepal.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/crepal.ai\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/crepal.ai\/blog\/wp-json\/wp\/v2\/comments?post=3346"}],"version-history":[{"count":4,"href":"https:\/\/crepal.ai\/blog\/wp-json\/wp\/v2\/posts\/3346\/revisions"}],"predecessor-version":[{"id":3376,"href":"https:\/\/crepal.ai\/blog\/wp-json\/wp\/v2\/posts\/3346\/revisions\/3376"}],"wp:attachment":[{"href":"https:\/\/crepal.ai\/blog\/wp-json\/wp\/v2\/media?parent=3346"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/crepal.ai\/blog\/wp-json\/wp\/v2\/categories?post=3346"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/crepal.ai\/blog\/wp-json\/wp\/v2\/tags?post=3346"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}