Xiaomi Unveils HySparse2, the Core Architecture of MiMo-V3: Prefill Compute Cut to 1/5 for Long-Horizon Multi-Turn Agents
On September 24, 2026, Xiaomi's MiMo team unveiled HySparse2, the core architecture of the upcoming
HiFun AI is an online AI image editing tool. It offers features such as object removal, image quality enhancement, resolution upscaling, and automatic masking, making it suitable for quick retouching and asset processing of your own images. It is suitable for content creators, e-commerce operations, design assistants, and individual users who need to process images quickly, as well as for image cleanup, object removal, image quality enhancement, image enlargement, background or partial editing. Before use, you need to be careful when dealing with only materials that you have the right to use, and be cautious when it comes to people, copyrighted images, and commercial publication, especially boundaries such as data sources, material authorization, result review, account permissions, or payment limits. It is suitable for legitimate image restoration and editing, and should not be used for misleading alterations or infringement of others' rights.
Before actually choosing HiFun AI, users need to determine what kind of tasks it solves: automatic masking, cleaning, and enhancement of their own images. It is suitable as a work aid with clear boundaries, not as a substitute for all human judgment; The clearer the input content, business constraints, and review process, the easier it is for the results to be translated into real-world scenarios.
HiFun AI's core capabilities focus on AI image editing, object removal, auto-masking, image quality enhancement, and resolution upscaling. These tools are better suited for processing duplicates, first draft generation, candidates, or initial evaluations, and then allowing users to continue filtering and correcting.
It is suitable for e-commerce image editing, social media materials, personal photo cleaning, and design draft processing. If you are an individual user, you can use it to reduce trial and error from scratch; If it is used by a team, it is more suitable as a precursor to the existing process, so that subsequent review, communication or delivery is more reliable.
People who need light retouching but don't want to open complex software are more suitable. Teams with budget, compliance, brand alignment, or candidate evaluation requirements need to confirm permissions, templates, export methods, and manual review mechanisms.
It should not be used to falsify facts, infringe on portrait rights, or deal with unauthorized material. When it comes to medical, recruiting, financial, legal, portrait, personal data, or third-party materials, it is recommended to only use content that you have the right to process, and to manually confirm it before making a formal decision or publishing it.
Is HiFun AI good for e-commerce photo retouching? **
It is suitable for cleaning up, enhancing and partial adjustments of self-owned product images, but the authenticity of the product should be checked before being put on the shelves.
What is an auto mask used for? **
It can quickly select objects or areas for subsequent removal, replacement, or adjustment.
Can you process images downloaded from the Internet? **
It should only be processed and published if it has the right to use or meets the scope of the license.
Fotor AI is a multi-functional creative platform that integrates AI image generation, intelligent retouching, and graphic design, and is suitable for a wide range of users, including content creators, designers, and marketers. Users can quickly generate high-quality images in a variety of styles, including illustrations, 3D renderings, cartoons, oil paintings, etc., by entering text or uploading images, to meet a variety of application scenarios such as social media content, brand visuals, and commercial promotion. The platform also provides practical tools such as AI avatar generation, image restoration, background removal, photo coloring, etc., to improve creative efficiency. Accessible on the web and mobile, Fotor is user-friendly and easy to use, making it easy for users to realize their creative ideas.
Stable Diffusion is an open-source text-to-image generation model developed by Stability AI that enables users to generate high-quality images through natural language prompts. The model uses diffusion generation technology, which can generate realistic images based on the input text description, and is widely used in art creation, product design, advertising and marketing, and other fields. Stable Diffusion supports on-premise and cloud-based access, and provides APIs for developers to integrate into custom applications. The latest version, Stable Diffusion 3.5, offers significant improvements in image quality and generation speed, making it suitable for professional scenarios that require high-resolution image generation.
Wizart is an AI product visualization and virtual trial platform for home furnishing brands, building materials e-commerce, and product display teams, using it to generate product rendering, virtual trials, and interactive configuration displays. It's for people who already have a clear task, footage, or business process to put photorealistic renders, AI try-ons, and configurators into a more performable workflow. When using it, it is necessary to focus on product restoration, material authorization and display authenticity, especially when it involves customer information, character materials, web page data, learning content or commercial publication, authorization and manual review should be confirmed first. Overall, Wizart is a good tool for generating product renderings, virtual trials, and interactive configuration displays, rather than a substitute for professional final judgment.
Wirestock is an AI-trained data creation task and creator monetization platform for photographers, video creators, and data annotation content teams to generate creative revenue by creating AI training data tasks. It's for those who already have clear tasks, assets, or business processes to fit AI training data, creator tasks, and asset submissions into a more actionable workflow. When using it, you need to focus on material authorization, task requirements, and platform review, especially when it involves customer information, character materials, web page data, learning content, or commercial publication, you should first confirm authorization and manual review. Overall, Wirestock is suitable as an auxiliary tool for generating creative income from creating AI training data tasks, rather than as a substitute for the final judgment of professionals.
WearView is an AI fashion e-commerce model image generator tool for clothing brands, e-commerce operations, and visual merchandisers, for generating AI model showcase images for clothing products. It's better for people who already have clear assets, scripts, customer communications, or business processes to combine product images, AI models, and e-commerce display graphics into a more actionable workflow. When using, you need to focus on product restoration, model authorization and display authenticity, especially when it comes to customer information, character voices, image materials, web page data or published content, you should first confirm authorization and manual review. Overall, WearView is suitable as an auxiliary tool for generating AI model display images of clothing products, rather than a complete replacement for the final judgment of editors, operations, R&D, or management.
Vooka is an AI fashion e-commerce virtual try-on tool designed for fashion brands, e-commerce operations, and product vision teams to generate virtual try-on displays for clothing e-commerce. It's better for people who already have clear assets, scripts, customer communications, or business processes that bring together virtual try-ons, product images, and e-commerce visuals into a one-of-a-kind workflow that's easier to execute. When using it, you need to focus on product restoration, character authorization and display authenticity, especially when it involves customer information, character voices, image materials, web page data or published content, you should first confirm authorization and manual review. Overall, Vooka is suitable as an auxiliary tool for generating virtual try-on displays for apparel e-commerce, rather than a complete replacement for the final judgment of editors, operations, R&D, or management.
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