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Open-source interactive world model: Matrix-Game 2.0, real-time interaction, minute-level generation!

Open-source interactive world model: Matrix-Game 2.0, real-time interaction, minute-level generation!

On August 12, we released our self-developed world model Matrix-Game 2.0, becoming the first open-source solution in the industry to support real-time long-sequence interaction generation for general-purpose scenarios.

This move fills the technical gap left by DeepMind's un-open-sourced Genie 3 model, providing highly open productivity tools for embodied intelligence, game development, film production, and the metaverse.

Key Features

Matrix-Game 2.0's innovation lies in completely eliminating reliance on language prompts, adopting a purely vision-driven interaction modeling solution:

Deep understanding of physical logic: Users can freely manipulate the virtual environment through action commands, with characters exhibiting physically accurate movement trajectories on complex terrains such as stairs and obstacles;

High-frame-rate real-time interaction and long-sequence generation: Supports movement in all directions (forward, backward, left, right) and camera rotation. Users can control characters to move freely within the scene via commands, with the system generating continuous frames at 25 FPS in real time. Single interactions can produce minute-long interaction videos with natural, fluid movements and precise responses.

Cross-scene generalization capability: Adaptable to diverse environments ranging from GTA street racing to Minecraft block worlds, supporting spatial types such as cities and wilderness, as well as visual styles like oil painting and photorealism.

Core technological innovations

3D causal VAE compression engine: Efficiently compresses spatio-temporal dimensional data, reducing computational complexity by 90% and enabling real-time generation;

Multi-modal diffusion Transformer: Fuses visual encoding and motion instructions to generate physically plausible dynamic sequences frame by frame;

KV cache rolling generation: Maintains attention context via key-value caching to achieve unlimited duration at 25 FPS on a single GPU, overcoming the temporal latency of traditional bidirectional models.

Application scenarios

Game development: Real-time generation of interactive scenes, reducing manual modeling costs by 70%.

Virtual Reality: Real-time rendering of dynamic environments, enhancing user immersion and enabling free exploration of oil painting-style virtual spaces.

Film and Metaverse: Rapidly build complex scenes, shorten production cycles, and generate cinematic-quality dynamic backgrounds in minutes.Github: https://github.com/SkyworkAI/Matrix-Game

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Sheet0 – L4-level Data Agent, converts any data source into structured data tables

Sheet0 – L4-level Data Agent, converts any data source into structured data tables

What is Sheet0?

Sheet0 is an innovative L4-level Data Agent product that provides users with efficient and accurate data collection and processing services. Through natural language interaction, it converts any data source (such as web pages, files, APIs) into structured data tables, achieving “100% accurate, 0 hallucinations” data delivery.

Sheet0's core advantages lie in its dynamic workflow system and data environment-driven feedback mechanism, which automatically correct errors and optimize task execution processes.It is suitable for marketing, e-commerce, and knowledge workers, providing real-time data support for agents. The goal is to become the “new backend” of the agent era, similar to Google.com for agents. Users can complete complex data tasks with simple instructions.

Main features of Sheet0

Data collection and structuring: Converts any data source, such as web pages, files, and APIs, into structured data tables, quickly extracting and organizing data.

Natural Language Interaction: Users can describe their needs using natural language, and Sheet0 automatically completes the task without complex operations.

High Accuracy and Reliability: Provides “100% accurate, 0 hallucinations” data delivery capabilities, ensuring transparent data processing and reliable results through explainable and traceable workflows.

Real-time data delivery: Supports real-time data collection and delivery to meet user demand for timely data.

Automated task execution: Users can enable automatic mode, and Sheet0 will fully automate data processing tasks to improve efficiency.

Dynamic optimization and self-repair: Built-in dynamic workflow system and data environment-driven feedback mechanism can automatically optimize task processes and repair errors.

Sheet0 official website

Official website: https://sheet0.org/

Sheet0 application scenarios

Marketing and sales: Analyze social media data, generate sales leads, optimize marketing strategies, and help companies accurately target customers in the market.

E-commerce operations: Collect e-commerce platform data, analyze product performance, user reviews, etc., to provide decision support for e-commerce operations and improve operational efficiency.

Knowledge work: Provide knowledge workers with efficient data processing and analysis tools to quickly organize and analyze complex data and improve work efficiency.

Market Research: Quickly collect and organize market data, support real-time data analysis, and help researchers quickly gain insights into market trends.

Content Creation: Provide data support for content creators, quickly collect data on relevant topics, and assist in content creation and topic planning.

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Open-source project gains over 11,500 stars in just 7 days! AI programming tool Open Lovable: Clone any website with a single sentence!

Open-source project gains over 11,500 stars in just 7 days! AI programming tool Open Lovable: Clone any website with a single sentence!

Lovable, the latest sensation, allows users to generate websites and applications through chat, with pricing based on credits. Its innovative model and astonishing speed have caught everyone's attention.

Additionally, Tencent's first AI full-stack engineer with integrated design and research capabilities, CodeBuddy IDE, is also gaining significant traction. It supports mainstream models such as Claude, GPT, Hunyuan, and DeepSeek, and is currently in beta testing with upgraded features. Contact me privately for a 100% free access code!

AI programming and development have entered a new era, and app development has never been easier! Today, we recommend an open-source tool called Open Lovable, which makes code generation as simple and natural as chatting.

💡 What is this cutting-edge technology?

Open Lovable is a revolutionary AI development tool that allows you to quickly build React apps through natural language conversations. All you need to do is say, “Help me create a login page with animation effects,” and the AI will immediately generate the complete code and run it in real-time!

🌟 Core features are too powerful

🤖 AI-driven code generation

Based on top AI models such as GPT-4 and Claude, supports multiple large language models, intelligently understands your needs, and generates high-quality code.

🔒 Secure sandbox environment

No need to worry about code crashing your computer. All code runs in an isolated secure environment, ensuring development security.

⚡ Real-time code application

Code takes effect immediately after generation, no need to manually copy and paste, real-time preview of effects, doubling development efficiency!

📦 Intelligent package management

AI automatically detects and installs the required npm packages, eliminating the headache of dependency issues, package management is fully automated.

🐛 Error monitoring and resolution

The system monitors code errors in real time and provides solutions, making debugging easy and enjoyable.

🛠 Powerful technology stack

The project is built on Next.js 15, React 19, and TypeScript, and integrates cutting-edge technologies such as E2B sandbox technology and FireCrawl web scraping. It supports multiple AI model providers and has a highly modern technical architecture.

🎯 Actual application scenarios

Rapid prototyping: Product managers can quickly validate ideas

Learn programming: Beginners can learn code writing through dialogue

Code refactoring: AI helps optimize existing code structures

Component library development: Quickly generate reusable React components

📈 Enthusiastic community response

The project has gained a lot of attention on GitHub, with developers praising its innovative interaction methods and powerful features. Although there are still some technical challenges to overcome, the overall outlook is very bright!

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Eleven Music - AI Music Generator | Create Studio-Quality Music from Text

Generate professional music with Eleven Music AI. Create royalty-free songs from simple text prompts. Perfect for creators, businesses, and artists. Transform text to music in minutes.

eleven music, AI music generator, text to music, royalty-free music, ElevenLabs music, AI music creation, studio-quality music

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GPT OSS - Open Source GPT Models by OpenAI

Discover GPT OSS, OpenAI's groundbreaking open-source language models. GPT-OSS-120B and GPT-OSS-20B offer powerful reasoning capabilities, developer-friendly features, and Apache 2.0 licensing for democratized AI access.

gpt oss, open source gpt, gpt models, ai language models, gpt-oss-120b, gpt-oss-20b, openai open source, free gpt models, apache 2.0 license

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ZhiPu Releases GLM-4.5, Outperforming All Open-Source Large Language Models

On the evening of July 28, ZhiPu dropped a major surprise without any prior announcement, releasing their next-generation flagship model, GLM-4.5.

This month, Kimi K2 and Qwen 3 were released one after another, and the competition among Chinese open-source large language models was heating up. Unsurprisingly, ZhiPu also joined the fray. With impressive performance metrics and native fusion capabilities, GLM-4.5 immediately captured widespread attention.

Performance at the top, setting a new benchmark for open-source models

The newly released GLM-4.5 series includes: GLM-4.5and the lightweight GLM-4.5-Air.

GLM-4.5: Total parameters: 355 billion; activated parameters: 32 billion;

GLM-4.5-Air: Total parameters: 106 billion; activated parameters: 12 billion.

Both models adopt a Mixed Expert (MoE) architecture and offer two modes: Thinking Mode for complex reasoning and tool usage, and Non-Thinking Mode for instant responses, allowing users to switch between modes based on their needs.

Both large models are fully open-sourced (MIT license) and available on the Hugging Face and ModelScope platforms.

HuggingFace: https://huggingface.co/collections/zai-org/glm-45-687c621d34bda8c9e4bf503b

ModelScope: https://modelscope.cn/collections/GLM-45-b8693e2a08984f

Just one day after its release, GLM-4.5 topped Hugging Face's global rankings.

According to data provided by Zhipu, GLM-4.5 has been clearly labeled as small but powerful, fast and efficient.

Small but powerful

GLM-4.5 is the first to natively integrate reasoning, coding, and agent capabilities in a single model.Its comprehensive capabilities have reached open-source SOTA. In LLM evaluations, GLM-4.5 ranked third globally, first in China, and first among open-source models. The data results are quite impressive. 

However, GLM-4.5's parameter count is only 1/2 that of DeepSeek-R1 and 1/3 that of Kimi-K2, indicating that parameter optimization has been done very well.

Compared to the recently released Kimi K2 and Qwen3, GLM-4.5 is stronger. Based solely on the official data provided, it even outperforms the closed-source Claude 4 Opus.

Fast and cost-effective

The API call price for GLM-4.5 is as low as 0.8 yuan per million tokens for input and 2 yuan per million tokens for output.

The model generation speed of GLM-4.5 is truly impressive, with the high-speed version reaching up to 100 tokens per second according to official data. It also supports low-latency and high-concurrency deployment requirements.

This cost-effectiveness makes GLM-4.5 the top choice among current open-source models, truly a blessing for developers.

Scene Applications and Experience

Powerful performance ultimately needs to be applied in real-world scenarios. The biggest advantage of GLM-4.5 is its native fusion agent capability, meaning the model itself is a “jack-of-all-trades” that can simultaneously handle complex logic, write code, and autonomously execute tasks like an agent, providing a unified and powerful “brain” for developing complex AI applications.

Leading Programming Capabilities

As a developer, what I care about most is programming capability.

In Coding evaluations, GLM-4.5 outperformed Kimi K2 and Qwen3-Coder. ZhiPu directly compared the performance of Claude Code + Claude-4-Sonnet, Kimi-K2, and Qwen3-Coder using 52 programming development tasks. Among several open-source large models, GLM-4.5 leads the pack by a wide margin.

ZhiPu not only published performance comparison charts but also fully disclosed the 52 test questions and agent task trajectories for industry verification.

Based on the currently announced API call pricing, GLM-4.5 is poised to become a high-cost-effective open-source alternative for developers seeking AI programming tool assistance.

Application Case Demonstrations

ZhiPu has also shared several GLM-4.5 development cases with us, such as generating a real searchable “Google search” with a single sentence:

Z.ai version “Google search”: https://chat.z.ai/s/2bd291ba-fe6a-4026-a8f4-1efa498267b2

By leveraging the powerful capabilities of large language models in information retrieval, content understanding, platform interaction, and autonomous execution, GLM-4.5 achieves the ability to generate web pages from a single sentence, enabling more people to experience the joy of development. This may well be one of the future directions for large language models.

We have recently updated our AI no-code application generation platform, which allows users to input their requirements and generate web pages in real-time, with the ability to modify specific sections via a visual interface. However, it certainly doesn’t compare to the fully developed GLM-4.5 (manual dog head).

GLM-4.5 Experience Link: https://chat.z.ai/

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Coze Studio - Open-Source AI Agent Development Platform

Coze Studio - Open-source AI agent development platform by ByteDance. Build, debug, and deploy AI agents with visual workflow editor, plugins, and enterprise-grade architecture.

Coze Studio is an open-source, all-in-one AI agent development platform developed by ByteDance. It provides visual tools and a comprehensive environment for creating, debugging, and deploying AI agents, applications, and workflows with ease, using no-code or low-code approaches. It aims to lower the barrier to entry for AI agent development, offering robust app templates, build frameworks, and integration with the latest large language models (LLMs) and tools.

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SuperClaude Development Framework for Claude Code

SuperClaude is a configuration framework designed to enhance Claude Code, Anthropic’s AI coding assistant, with specialized commands, cognitive personas, and advanced development methodologies.

It acts as a lightweight, easily integrated toolkit that automates and optimizes the software development workflow—from idea to production—by embedding AI-driven intelligence directly into your GitHub and local development processes.

SuperClaude is open-source and free to use, running entirely on your local machine for privacy and security.

SuperClaude, Claude Code, AI coding, development framework, artificial intelligence, programming assistant, code generation, developer tools

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Claude Code isn't working? Kiro is here to save the day! The new AI programming tool—you can ditch the cursor!

Claude Code on strike? Kiro will help you breeze through the entire development process!

Big news in AI programming tools! AWS (yes, Claude's parent company) has quietly released a brand new AI IDE—Kiro. After testing it out, we were blown away: This thing can really replace Cursor!

1. Kiro is now completely free, with built-in Claude-Sonnet-4 and Claude-Opus-4 models, ready to use at no cost!

2. It has stronger coding capabilities than Cursor and a more rigorous workflow, so you won't forget anything.

3. It supports Windows and Mac, and you can download and use it immediately. The monthly fee will be cheaper than Cursor in the future.

Download link

(No tutorial needed—just download, register, and get started. Don't ask—it's fully automated!)

Why can Kiro save you?

1. Project documentation is automatically generated, curing forgetfulness!

When you first open Kiro, it will automatically suggest generating project documentation. For example, if you're building a blog system, Kiro will automatically organize three documents: content management, user permissions, and comment interaction, all stored in the .kirodirectory. Every time you communicate with Kiro, it will automatically reference these documents, completely eliminating AI “forgetfulness”!

2. Vibe Mode & Spec Mode—perfect for both tech newbies and experts!

Vibe Mode: Directly chat with AI to write code, ideal for quickly building prototypes or small tools—no prior experience required.

Spec Mode: First generate detailed requirements and design documents, then proceed to coding—perfect for team collaboration and formal projects. For example, when building an e-commerce platform, Kiro will first break down requirements like products, orders, and payments into clear categories, ensuring the entire development process is well-documented.

3. Full control over code modifications, with the ability to revert changes at any time

Kiro's Follow button allows you to preview code changes, and the Revert button restores them with a single click. For example, if you ask Kiro to improve the search function and find it unsatisfactory, you can revert it directly without manually retrieving the history. The experience is more comfortable than Cursor and Claude Code, and your mom won't have to worry about your code being messed up by AI anymore!

How smart is Kiro's Agent design?

1. No token-saving, thoroughly reads all relevant code and documentation

Kiro's philosophy is “no token-saving, get the job done right.” For example, if you ask it to optimize an image upload process, Kiro will automatically search for all relevant modules, read the API documentation, understand frontend and backend dependencies, and then provide a complete optimization recommendation. It doesn't just make a few superficial changes and call it a day. The solution is reliable, and the details are well-considered.

2. Work ethic rivaling an intern, meticulous to the point of being touching

When faced with complex tasks, such as overhauling the user registration process to support dual verification via phone number and email, Kiro proactively maps out all relevant logic, repeatedly confirms requirements with you, and ensures every step is flawless. This is a world apart from Cursor's “make changes without clarifying requirements” approach. The entire process left me exclaiming, “This is reliable!”

3. Logic flowchart? Draw the entire business chain in one sentence!

For example, if you ask Kiro to “draw a logic diagram of our content review process,” you'll receive a detailed Markdown flowchart in minutes, clearly outlining every step from content submission, automatic detection, manual review, to final display. It's fully visualizable directly in the IDE. This efficiency is mind-blowing and saves countless brain cells.

Specs + Hooks: Fully automated development workflow, doubling team efficiency

Kiro has mastered Spec-Driven Development. For example, if you want to add a “bookmark” feature, just say it, and Kiro will automatically break it down into user requirements, boundary conditions, acceptance criteria, generate interface designs, database table structures, and automatically create development tasks and test points. Every step can be previewed, rolled back, and audited, with documentation and code synchronized in real-time—maintenance is no longer a headache!

Hooks automation triggers are even more amazing: snapshots are automatically generated when components are saved, API documentation is automatically updated when interfaces are modified, and dependency security is automatically checked before submission, so everyone on the team can enjoy consistent quality assurance and security reviews.

Other bonus features that crush similar products

• MCP: Can be integrated with other AI tools for maximum expandability.

• Steering Rules: Customize AI agent behavior and have intelligent agents follow your commands.

• Agentic Chat: Contextual programming and real-time task communication.

• Compatible with VS Code plugins: Built on Code OSS and fully supported by the Open VSX plugin ecosystem.

2025 AI Development Tool Hierarchy

My real ranking:

Claude Code > AugmentCode > Kiro > Cursor > Everything else

If you can use the original Claude Code, go for it. Newbies should try Kiro/Cursor first, with Kiro offering a better experience. AugmentCode is high-quality but slow. Cursor… just forget about it!

Summary: Can’t use Claude Code? Try Kiro now!

Kiro is now free and available on Mac, Windows, and Linux, supporting all major programming languages. From requirements to launch, the AI development experience is fully optimized!

What are you waiting for? Download it now and experience the future of AI IDE!

click here Download page

Getting started guide: https://kiro.dev/docs/guides/learn-by-playing/

Kiro, it's really something!

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Kimi K2 - Advanced AI Model by Moonshot AI

Explore Kimi K2, an advanced AI model by Moonshot AI, designed for complex language tasks, reasoning, and problem-solving. Learn about its features, performance, and how to access it.

Kimi-K2 Ai, AI model, Moonshot AI, large language model, LLM, agentic intelligence, open-source AI, artificial intelligence, machine learning

Another major benefit is that we can leverage the power of the open-source community to improve the technical ecosystem.

Within 24 hours of K2 being open-sourced, the community already had an MLX implementation for K2 (trainable and deployable on Mac devices), 4-bit quantization, and more.

It's important to note that K2 released two model versions this time:

Kimi-K2-Base: A pre-trained model that has not undergone instruction fine-tuning, suitable for research and customization scenarios;

Kimi-K2-Instruct: A general-purpose instruction fine-tuning version (not a thinking model), which performs excellently in most question-answering and agent tasks.

Relying solely on Kimi's internal resources, some subsequent open-source work would indeed be difficult to achieve quickly.

However, the most important thing is that open-sourcing drives model improvement.

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Best ByteDance Seedance AI Art Generator & Video Creator

Seedance serves its users by providing a clear overview of the model’s strengths, including its ability to create 1080p videos with rich detail and smooth motion, its advanced semantic understanding, and its performance on industry benchmarks. The site is structured to help visitors quickly understand how Seedance can be used for various creative and professional needs, such as generating marketing content, storytelling, or visual demonstrations, all driven by simple text or image prompts.

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AI Image & Video All-in-One Platform for Content Creators.

Koddy ai is an AI Image & Video ALL in one platform for Content Creators who want to generate stunning images and videos effortlessly. By integrating multiple advanced AI models, Koddy ai streamlines the creative process, allowing users to produce high-quality visual content without needing technical expertise or switching between different tools. Its unified interface brings together the latest in image and video generation technology, making it easier and faster for creators to bring their ideas to life, whether for social media, marketing, or personal projects. Koddy-ai is tailored to meet the demands of modern content creation, providing a seamless, efficient, and innovative solution for anyone looking to enhance their visual storytelling.

Koddy ai: AI Image & Video ALL in one platform for Content Creators. Create stunning AI-generated images and videos with multiple cutting-edge models all on one platform.

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Open source Seed-Coder-8B-Base

Seed Coder is a powerful family of open-source code large language models developed by ByteDance Seed, featuring base, instruct, and reasoning variants optimized for various coding tasks.

Seed-Coder is an advanced, open-source family of code generation models developed by ByteDance’s Seed team, designed to significantly enhance programming and software engineering tasks through artificial intelligence. The website serves as a hub for accessing and understanding these state-of-the-art models, which leverage large language models (LLMs) to automate and optimize code generation, completion, infilling, and reasoning.

Seed-Coder 8b models are trained on massive datasets sourced from GitHub repositories and code-related web data, using a novel "model-centric" data processing approach that minimizes manual data curation by employing smaller LLMs to filter and select high-quality training data. This results in highly efficient and powerful models that achieve leading performance in various coding benchmarks. The site provides detailed documentation, model downloads, and insights into the architecture and training methods behind Seed-Coder, promoting transparency and community-driven development under a permissive MIT open-source license. Seed-Coder supports long context lengths (up to 32,768 tokens), enabling sophisticated code understanding and generation over large codebases.

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LTXV 13B open-source video model

LTXV 13B AI Video Generation, A groundbreaking 13B-parameter AI model by Lightricks, revolutionizing video creation with unprecedented speed and quality. LTXV-13B is available under the LTXV Open Weights License. The model and its tools are open source, allowing for community development and customization. 30x faster than comparable models, powered by advanced multiscale rendering technology. The LTXV 13B model builds upon the DiT-based architecture, introducing groundbreaking features like multiscale rendering and improved motion quality. LTXV-13B Video model represents a significant evolution from its predecessor, the LTX Video model, with a notable increase in parameters from 2 billion to 13 billion.

Rapid Video Generation: Produces 5-second, 24 FPS videos at 768x512 resolution in under 4 seconds.

High Video Quality: Utilizes diffusion transformer architecture to ensure smooth motion and eliminate object deformation.

Real-Time Processing: Enables live video generation and instant adjustments for creative flexibility.

Scalability: Supports both short clips and longer, high-quality video projects.

Open-Source Model: Available under OpenRail license on GitHub and Hugging Face, promoting community-driven development.

Hardware Efficiency: Runs effectively on common GPUs, including consumer-grade cards like RTX 4090.

ComfyUI Integration: Comes with native support and custom nodes for seamless use within ComfyUI.

Google Cloud Integration: Leverages cloud infrastructure for efficient data processing and scalability.

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DeepCoder-14B new opensource coding model

DeepCoder is an innovative platform that leverages AI technology to revolutionize code generation. It offers a powerful open-source model, known as the DeepCoder-14B-Preview, which is fine-tuned for coding tasks and achieves a remarkable 60.6% Pass@1 accuracy on LiveCodeBench.

DeepCoder-14B-Preview model is a great code reasoning LLM fine-tuned from DeepSeek-R1-Distilled-Qwen-14B using distributed reinforcement learning to scale up to long context lengths. This model is the result of a collaboration between Together AI and Agentica. DeepCoder is designed to assist developers in creating efficient code by generating solutions from problem statements instantly.

It supports various coding tasks, including competitive programming, code debugging, and algorithmic solutions. The platform is accessible through Ollama, allowing users to deploy it with simple commands.

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Hugging Face DeepSite coder

Hugging Face DeepSite coder() is an AI coding tool powered By Deepseek V3 latest version that helps you create websites and web applications without coding knowledge. Get real-time previews, SEO optimization, and rapid deployment with DeepSite's powerful platform. DeepSite is an advanced AI-powered website generator that helps users build websites effortlessly. With just a simple description, DeepSite generates production-ready websites with clean code and professional design—no programming skills required. The Hugging Face Advantage: Join the revolution in AI-powered web development. DeepSite combines Hugging Face's trusted infrastructure with DeepSeek V3's superior intelligence – a combination that delivers exceptional results every time.

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Transform your photos into enchanting Ghibli-style artwork with our free Ghibli AI image generator. Experience the magic of Studio Ghibli's art style powered by advanced AI technology.