Best Artificial Intelligence Software for CSS - Page 8

Find and compare the best Artificial Intelligence software for CSS in 2026

Use the comparison tool below to compare the top Artificial Intelligence software for CSS on the market. You can filter results by user reviews, pricing, features, platform, region, support options, integrations, and more.

  • 1
    slicer.dev Reviews

    slicer.dev

    slicer.dev

    €10 per month
    slicer.dev is a powerful browser extension that facilitates the extraction and reuse of components from any website, enabling users to capture both static and interactive elements and seamlessly incorporate them into their projects with ease. By allowing users to navigate to a webpage and select a specific element or section, the tool provides exports in various formats, including React code or AI-compatible prompts for platforms such as Lovable, Bolt, v0, and Cursor. It is designed to maintain the complete structure and functionality of components, including animations and interactive features, ensuring an almost flawless duplication process without the cumbersome need to manually dissect or recreate HTML and CSS. This innovative extension enhances the workflow from idea to execution by transforming real-world UI examples into easily reusable assets, which greatly minimizes both development time and effort. Additionally, slicer.dev allows for the selection of both parent and child elements, enabling precise extraction and organized outputs for user convenience. Ultimately, it empowers developers to accelerate their projects while maintaining high quality and fidelity in their designs.
  • 2
    Zerocheck Reviews
    Zerocheck is an advanced testing platform driven by AI that automates the entire process of test generation, execution, and upkeep based on modifications made in pull requests, allowing teams to identify regressions effortlessly without the need for manual test creation or ongoing maintenance. This platform functions by analyzing the differences in a pull request to pinpoint which user interactions are impacted, subsequently creating new tests that run in conjunction with the complete test suite, while directly posting the outcomes as comments on the pull request. Unlike traditional methods, it visually interacts with the application through accessibility trees and on-screen components, which ensures that tests remain reliable even when the UI undergoes changes or redesigns. Tests can be easily crafted and modified using plain English, making it accessible for all team members regardless of their familiarity with testing frameworks or programming skills. Each execution of the tests yields comprehensive evidence artifacts—such as recordings, screenshots, step traces, timestamps, and linkages to specific commits—which can be exported for compliance and auditing needs. This innovative approach not only accelerates the testing process but also enhances collaboration within development teams, ensuring that quality assurance is seamlessly integrated into their workflow.
  • 3
    Ovren Reviews

    Ovren

    Ovren

    $20 per month
    Ovren serves as an innovative AI-driven development platform that aims to act as a complete “AI engineering department,” allowing teams to automate authentic software development tasks directly within their current codebase. Rather than merely functioning as a coding assistant that provides suggestions, Ovren integrates with a GitHub repository to deploy autonomous AI engineers for both frontend and backend tasks, fully grasping the project's structure, conventions, and logic. Users can delegate specific tasks such as feature implementation, bug fixing, code refactoring, or test additions, with the system handling these tasks from start to finish, delivering production-quality code updates along with comprehensive execution logs and reports. Its operation follows a simple and efficient workflow: users connect their project, assign an AI engineer to a task, and then review the produced code prior to giving their approval, guaranteeing that no changes are integrated without human review. This ensures a balance between the efficiency of AI and the necessary oversight of human developers. Moreover, the platform continually evolves, adapting to user feedback and enhancing its capabilities over time.
  • 4
    GPT-5.5 Pro Reviews

    GPT-5.5 Pro

    OpenAI

    $30 per 1M tokens (input)
    GPT-5.5 Pro is a next-generation AI model built for execution-heavy tasks across coding, research, business analysis, and scientific workflows. It can interpret complex instructions, break them into steps, and carry work through to completion using tools and automation. The model supports tasks such as generating documents, building applications, analyzing datasets, and navigating software environments. It is designed to operate across tools, enabling seamless workflows from idea to output. In addition, GPT-5.5 Pro integrates with workspace agents—customizable AI agents that automate recurring and multi-step processes across teams. These agents can handle tasks like lead research, reporting, and workflow automation, running independently or on schedules. Built with enterprise-grade safeguards, the model ensures secure and controlled automation. It helps organizations improve productivity by reducing manual effort and accelerating decision-making. GPT-5.5 Pro is ideal for teams looking to scale operations and handle complex workloads efficiently.
  • 5
    Replifine Reviews

    Replifine

    Replifine

    $12 per month
    Replifine is an innovative UI cloning tool driven by AI that transforms various inputs like screenshots, wireframes, Figma designs, or app references into meticulously crafted frontend code ready for production. Users can simply upload an image of their UI, select their desired framework and model, and receive a code component that is prepared for immediate deployment. Notably, Replifine operates up to four AI models concurrently, allowing developers and designers to access multiple code versions simultaneously; this enables them to assess different architectural styles, select the most refined output, mix components as needed, and significantly decrease their iteration time. The tool generates clean code compatible with frameworks such as React, Next.js, Vue, and Svelte, as well as general HTML, and provides styling options including Tailwind CSS, CSS Modules, inline styles, or standard HTML/CSS. Its output focuses on avoiding cluttered “div-soup,” ensuring the use of semantic HTML, robust TypeScript TSX/JSX support, extraction of design tokens, and accurate mapping of recognized shapes to actual components in UI libraries, all while inferring mobile-first responsive designs from the original screenshot. This comprehensive functionality makes Replifine an essential asset for developers looking to streamline their workflow and enhance productivity.
  • 6
    Ornold Reviews

    Ornold

    Ornold

    $29 per month
    Ornold serves as an MCP server that facilitates AI-driven browser automation, allowing AI agents to gain comprehensive control over anti-detect browsers via an open protocol. This platform is specifically designed for large-scale browser automation and integrates features like vision-centric interactions, automatic CAPTCHA resolution, simultaneous multi-browser operations, human-like behavior, and tools for recovery, all within a unified system. Unlike traditional methods that depend on fragile CSS selectors or XPath, Ornold employs a vision mode that takes screenshots and analyzes web pages similarly to a human, accurately identifying interactive elements with pixel-precise coordinates and executing clicks based on normalized coordinates, thereby enhancing the automation's robustness amid layout changes. It interfaces with browser profiles using the Chrome DevTools Protocol and is compatible with various anti-detect browsers, including Dolphin Anty, Octo Browser, Linken Sphere, AdsPower, Multilogin, GoLogin, Incogniton, Vision, Undetectable, MoreLogin, Indigo, and any browser that supports CDP. Furthermore, Ornold's innovative approach positions it as a versatile solution in the realm of automated web interactions, making it an essential tool for developers seeking efficiency and reliability in their automation tasks.
  • 7
    Ornith-1.0 Reviews

    Ornith-1.0

    DeepReinforce

    Free
    Ornith-1.0 represents an innovative family of models tailored specifically for coding tasks that require agentic capabilities. This family encompasses a wide range of models, from the compact 9B Dense versions ideal for deployment on edge devices to the expansive 397B MoE frontier-scale models designed for peak performance, including variants such as 9B Dense, 31B Dense, 35B MoE, and 397B MoE. Built upon the foundational strengths of pretrained models like Gemma 4 and Qwen 3.5, Ornith-1.0 excels in achieving top-tier performance among open-source models that are similar in size when evaluated against coding benchmarks. A significant breakthrough of this model is its self-improving training framework, which effectively learns to produce both solution rollouts and the tailored scaffolds that direct those rollouts. Rather than depending on static, human-crafted harnesses, Ornith-1.0 perceives the scaffold as a dynamic entity that evolves alongside the policy, enabling the model to optimize both the orchestration of tasks and the resulting solutions in tandem. This dual optimization approach enhances the model's adaptability and effectiveness in real-world coding scenarios.
  • 8
    Persona Reviews
    Persona is a VanillaJS Agent UI Library that empowers developers to craft interactive front-end experiences using pure JavaScript. It is lightweight, highly extensible, and built to be WebMCP-native, making it compatible with any technology stack while seamlessly connecting to various SSE backends. Developers have the flexibility to begin with a floating launcher in the corner, a copilot docked next to an application, or even a full-height assistant that takes over the entire page, all while adjusting the launcher setup without altering the agent or application itself. This library is tailored for a diverse range of use cases, including support, documentation, sales, onboarding, internal tools, and personalized agent experiences, transforming the chat interface into an additional operational layer for the application. By utilizing WebMCP, developers can facilitate direct interactions with page actions, search functionalities, shopping carts, bookings, forms, and additional tools right from the browser through a document.modelContext; Persona intelligently identifies these tools, prompts the user for confirmation before execution, and streams the outcomes back into the ongoing conversation. Furthermore, this enhances user engagement by ensuring that interactions are intuitive and contextually relevant, ultimately leading to a more productive experience.
  • 9
    Gemini 3.5 Flash-Lite Reviews

    Gemini 3.5 Flash-Lite

    Google

    $0.30 per 1M input tokens
    Gemini 3.5 Flash-Lite stands out as the quickest model within Google's Gemini 3.5 lineup, specifically engineered for tasks requiring low latency and for enhancing developer workflows that demand high throughput, including agentic search, document processing, coding, and extensive data analysis. It boasts an impressive output capacity of 350 tokens per second and marks a significant enhancement over earlier Flash-Lite iterations in terms of both quality and agentic capabilities. Developers have the flexibility to adjust the model's thinking level to suit the demands of the task at hand: minimal or low thinking allows for rapid processing of large volumes, while elevated thinking levels accommodate more intricate, multi-step workflows involving subagents. Furthermore, the model is equipped with built-in computational skills, enabling it to interact effectively with various digital environments across compatible platforms. Additionally, Gemini 3.5 Flash-Lite excels in coding, comprehending long contexts, and executing real-world tasks, consistently outperforming its predecessor, Gemini 3.1 Flash-Lite, in critical assessments and even exceeding the performance of Gemini 3 Flash on multiple benchmarks related to agentic functions and software engineering. This impressive performance highlights its potential to transform how developers approach complex workflows and data-intensive tasks.
  • 10
    Manifest Reviews

    Manifest

    Omfang AB

    $29 per month
    Manifest, developed by Omfang, serves as an action layer for AI agents, transforming any webpage into a structured representation that delineates the capabilities available to an agent. By submitting a URL to the Manifest API, developers obtain a clean JSON output that details the state of the page, encompassing available buttons, forms, inputs, navigation links, mandatory fields, and interdependencies among actions. Manifest operates by loading the webpage in a genuine Chromium browser after executing JavaScript, examining the accessibility tree utilized by screen readers, and cross-referencing it with the underlying DOM to capture intricate details often overlooked by the accessibility layer, such as input types, placeholders, disabled states, and submission prerequisites. Once potential actions are identified, their locators are resolved with precision instead of relying on model-generated guesses; any ambiguous matches are flagged as uncertain rather than assumed. This process provides agents with a machine-readable framework that enhances their reasoning capabilities regarding interactions like clicking, filling, or submitting without depending on screenshots or fragile CSS selectors. Ultimately, Manifest elevates the efficiency and reliability of AI agents in navigating and interacting with web content.
  • 11
    Treegress Reviews

    Treegress

    Treegress

    $29 per month
    Treegress is an autonomous AI-driven quality assurance platform that effortlessly generates and executes comprehensive end-to-end web tests from just a website URL, eliminating the need for coding, prompts, visual baselines, or step recordings for its user-friendly features. The platform meticulously scans the website, constructs a testable map, and automatically generates test cases that require approval before execution, all without the necessity for environmental setup or scripting. Teams have the capability to review and modify test data, assertions, and expected outcomes, as well as organize test cases into cycles and track execution across different releases. In the event of a test failure, Treegress offers video replays, console logs, network logs, and shareable links that enable engineers to swiftly diagnose and resolve issues. Furthermore, its semantic analysis of the DOM and CSS decodes the live structure, styles, and layout of web applications, while its multi-agent architecture efficiently manages flow discovery, validation, and adaptation in parallel, enhancing overall testing efficiency. This innovative approach ultimately streamlines the testing process and empowers teams to deliver higher-quality web applications with greater confidence.
  • 12
    Kitesurf Reviews
    Kitesurf is an innovative browser tailored specifically for AI agents, operating entirely on Cloudflare Workers rather than relying on Chromium. This browser prioritizes the essential needs of agents, focusing on aspects such as structured machine-readable content, efficient scalability, minimal CPU and memory consumption, and secure interaction with potentially untrustworthy web pages, all while eschewing unnecessary human-centric features like tabs, themes, extensions, or perfectly smooth scrolling. Treating each page load as potentially untrusted, Kitesurf initiates every session in a clean state, ensuring that components are segregated and have access only to the resources necessary for their operations. Utilizing native Rust compiled to WebAssembly when feasible, the architecture is structured around three main components: the Engine, PageScript, and PageRenderer. The Engine facilitates interaction through Chrome DevTools Protocol WebSocket and REST APIs, while managing session state, and PageScript is responsible for parsing HTML and CSS, executing JavaScript, and running WebAssembly within isolated Workers. Overall, Kitesurf exemplifies a forward-thinking approach to browser design, catering exclusively to the unique requirements of AI-driven tasks.
  • 13
    CLion Reviews

    CLion

    JetBrains

    $8.90 per month
    Who wouldn't want to write code at the speed of their thoughts while their integrated development environment (IDE) handles all the tedious tasks? But is such a feat achievable with a complex programming language like C++, especially considering its modern features and intricate templated libraries? The answer is a resounding yes! Witness it for yourself. Instantly create vast amounts of boilerplate code, easily override and implement functions with just a few keystrokes. You can swiftly generate constructors, destructors, getters, setters, and various operators like equality, relational, and stream output. Effortlessly wrap code blocks in statements or generate declarations from their usage. With the ability to craft custom live templates, you can efficiently reuse standard code snippets throughout your projects, saving time and ensuring a cohesive coding style. Additionally, you can rename symbols, inline functions, variables, or macros, reorganize members within the hierarchy, modify function signatures, and extract functions, variables, parameters, or typedefs with ease. With these capabilities at your fingertips, coding becomes not only faster but also significantly more enjoyable.
  • 14
    JupyterLab Reviews
    Project Jupyter is dedicated to the creation of open-source tools, standards, and services that facilitate interactive computing in numerous programming languages. At the heart of this initiative is JupyterLab, a web-based interactive development environment designed for Jupyter notebooks, coding, and data manipulation. JupyterLab offers remarkable flexibility, allowing users to customize and organize the interface to cater to various workflows in fields such as data science, scientific research, and machine learning. Its extensibility and modular nature enable developers to create plugins that introduce new features and seamlessly integrate with existing components. The Jupyter Notebook serves as an open-source web application enabling users to produce and share documents that incorporate live code, mathematical equations, visualizations, and descriptive text. Common applications of Jupyter include data cleaning and transformation, numerical simulations, statistical analysis, data visualization, and machine learning, among others. Supporting over 40 programming languages—including popular ones like Python, R, Julia, and Scala—Jupyter continues to be a valuable resource for researchers and developers alike, fostering collaborative and innovative approaches to computing challenges.
  • 15
    JetBrains Fleet Reviews
    Developed entirely from the ground up, JetBrains Fleet draws on two decades of experience in creating integrated development environments (IDEs). It utilizes the robust IntelliJ code-processing engine, featuring a distributed architecture and a fresh user interface designed for modern developers. Our aim with Fleet was to create a swift and efficient text editor that allows for quick code browsing and editing. It launches almost instantaneously, enabling you to start your work without delay, and has the capability to seamlessly evolve into a full-fledged IDE, with the IntelliJ engine operating independently from the editing interface. Fleet encompasses all the beloved features of IntelliJ-based IDEs, such as code completion tailored to your project context, easy navigation to definitions and usages, real-time code quality assessments, and convenient quick-fixes. The architecture of Fleet is thoughtfully designed to accommodate various configurations and workflows, allowing it to run locally on your machine or to offload some processes to the cloud, showcasing its versatility and adaptability for different development needs. This flexibility ensures that developers can choose the setup that best fits their workflow requirements.
  • 16
    Text Generator Reviews
    Experience cutting-edge AI text generation that is not only accurate but also fast and adaptable to your needs. Our competitive and cost-effective solution leverages advanced large neural networks to deliver exceptional performance. Whether you want to create chatbots, engage in question answering, summarize content, paraphrase text, or adjust the tone, our continuously evolving text generation API is equipped to meet these requirements. Users can easily steer the text creation process through 'prompt engineering,' allowing for tailored outputs based on keywords and natural inquiries, which can be effectively utilized for tasks like classification or sentiment analysis. Importantly, we prioritize your privacy, ensuring that personal information is never stored on our servers in any way. Our algorithms undergo ongoing training to enhance the AI's comprehension of current events, ensuring relevance in its responses. Additionally, our platform supports global text generation, facilitating communication in nearly any language. By crawling links and analyzing image content, we can generate realistic text based on diverse inputs, including the ability to interpret text from images to answer questions about screenshots or receipts. Furthermore, our shared API also accommodates code generation across multiple programming languages, making it a versatile tool for developers. Our commitment to innovation and user satisfaction ensures that we remain at the forefront of AI text generation technology.
  • 17
    Second Reviews

    Second

    Second

    $300 per bot per month
    Leverage developer bots to accelerate the development of your web applications without the need for a frontend engineer. These bots operate with contemporary frameworks and libraries, ensuring the production of clean and efficient source code. Once you bring engineers on board, they can seamlessly enhance the existing codebase while collaborating with a Second bot. You can either connect a developer bot to an ongoing project or initiate a new one, resulting in a noticeable increase in development speed. By generating code and submitting pull requests for your engineers to evaluate before integration, developer bots streamline the coding process. This approach allows you to boost your revenue by providing more web applications to your clients. With developer bots capable of constructing 80-90% of the application, your in-house engineers can focus on the remaining elements, ensuring the delivery of a modern, scalable, and high-performance codebase. Additionally, Second bots supply features as source code, granting you the freedom to customize these features according to your requirements, thereby enhancing the overall adaptability of your projects. Adopting this model not only optimizes your development workflow but also empowers your team with innovative tools and resources for future endeavors.
  • 18
    Grida Reviews
    Grida allows for instantaneous responses to your clicks, transforming entire frames into a single component seamlessly. With its headless workflow, the platform enhances your efficiency, enabling you to expedite every phase of your project. As a free and open-source tool, Grida automatically converts your Figma designs into developer-friendly code for both web and mobile applications, exclusively focusing on Figma to offer the most sophisticated and responsive development experience available. You'll discover all the necessary tools to launch your project using Figma, but remember that the plugin requires write access to the file, which means you may need to ask your team manager to grant you an editor role. By swiftly translating your creative visions into human-readable code, Grida significantly cuts down on development time that would otherwise take months. While building UI applications from scratch can be time-consuming, relying solely on traditional coding methods is no longer the only option available in today's fast-paced environment. Embrace the future of design and development with Grida, where efficiency meets creativity in perfect harmony.
  • 19
    Favtutor AI Code Generator Reviews
    Our intuitive platform offers an effortless and efficient coding experience that is easily accessible. Bid farewell to the monotonous grind of manual coding. With just a click, our AI-driven Code Generator supplies you with organized, flawless code, alleviating the difficulties associated with traditional programming. By comprehending your needs, our AI crafts complete programs customized to your preferences, liberating you from the task of assembling code elements. Utilizing the cutting-edge GPT-3.5 model, you can unlock your coding potential and discover a wealth of new opportunities. Furthermore, our AI supports you throughout the entire process, enabling you to develop creative applications and innovative projects that push the boundaries of your imagination. Embrace a new era of coding where technology enhances your creative journey.
  • 20
    GPT-5 Reviews

    GPT-5

    OpenAI

    $1.25 per 1M tokens
    OpenAI’s GPT-5 represents the cutting edge in AI language models, designed to be smarter, faster, and more reliable across diverse applications such as legal analysis, scientific research, and financial modeling. This flagship model incorporates built-in “thinking” to deliver accurate, professional, and nuanced responses that help users solve complex problems. With a massive context window and high token output limits, GPT-5 supports extensive conversations and intricate coding tasks with minimal prompting. It introduces advanced features like the verbosity parameter, enabling users to control the detail and tone of generated content. GPT-5 also integrates seamlessly with enterprise data sources like Google Drive and SharePoint, enhancing response relevance with company-specific knowledge while ensuring data privacy. The model’s improved personality and steerability make it adaptable for a wide range of business needs. Available in ChatGPT and API platforms, GPT-5 brings expert intelligence to every user, from casual individuals to large organizations. Its release marks a major step forward in AI-assisted productivity and collaboration.
  • 21
    CuServly Reviews

    CuServly

    CuServly

    €29 per month
    The CuServly customer service AI chatbot is designed to communicate in 95 different languages and is tailored to suit your business's specific needs, making it the ultimate AI-driven solution for customer support. With just three simple clicks, you can create and train your own natural language chatbot that is equipped to handle any customer inquiry effortlessly. CuServly provides you with complete control over the chatbot's knowledgebase, allowing you to customize elements such as the logo, color scheme, avatar, chatbot name, welcome message, and responses for situations when the chatbot lacks sufficient information to assist. You can train your chatbot using designated website URLs or file contents as data sources, enabling it to gather relevant information. By entering a URL (such as a FAQ page) or uploading various data files (including PDF, DOC, TXT, XLS, PPT, or CSV formats), you can enhance the chatbot's ability to accurately respond to customer questions. The more comprehensive the content you supply, the more proficient the chatbot will become in providing answers. Additionally, CuServly empowers you to manage the chatbot's knowledgebase through an intuitive interface, where you can easily add, modify, or remove data units as needed, ensuring a continually optimized customer support experience. This level of customization and flexibility makes CuServly an indispensable tool for any business seeking to enhance their customer interactions.
  • 22
    TrustLoop Reviews

    TrustLoop

    TrustLoop

    $27 per month
    Automating feedback and review processes specifically designed for technology, enhanced by AI, enables the collection of positive reviews to bolster social proof. By strategically gathering internal feedback at key moments, particularly when customers express dissatisfaction, you can ensure that satisfied users are directed to submit glowing 5-star reviews on your preferred third-party platforms. Our AI integration not only streamlines this process but also extracts valuable insights from the gathered feedback and reviews automatically. You can personalize your popup widget using your own CSS without impacting your site's performance, requiring just two lines of code for setup. Once activated, you can set it to run automatically, allowing you to focus on other priorities while effortlessly downloading reports, analyzing reviews, and witnessing a steady influx of positive feedback. The platform offers an intuitive survey builder that is smooth to navigate, allowing for quick and complete customization of surveys, widgets, and landing pages, and can be seamlessly integrated into your email sequences or dashboard. Furthermore, the ease of editing any component ensures that you can adapt your approach as needed without any hassle. This flexibility empowers you to continuously refine your strategy and maximize customer engagement.
  • 23
    Heatbot.io Reviews

    Heatbot.io

    Heatbot.io

    $9 per month
    Heatbot serves as an advanced UI builder driven by data, enabling users to upload heatmaps that analyze user interactions and instantly generate optimized website code. The challenge of accurately interpreting data while balancing user satisfaction with business objectives can be quite demanding. Timely and consistent implementation of changes across various devices can also require significant resources. To begin, capture a screenshot of the specific UI or entire webpage you wish to enhance, and then upload a corresponding heatmap image that showcases user engagement from your tracking tool. This heatmap must align with the area depicted in your initial screenshot. You can either choose predefined goals from a prompt library or create your own, which will be integrated to guide the AI during the UI enhancement process alongside the heatmap insights. Heatbot's AI will meticulously assess the heatmap information, adhere to the established improvement objectives, and produce refined HTML, CSS, and JavaScript code. Additionally, it will generate a detailed report outlining the improvements made and the rationale behind them, ensuring that you have comprehensive insights into the enhancement process. This holistic approach not only streamlines UI development but also empowers businesses to make informed decisions based on user behavior analytics.
  • 24
    OpenAI o3 Reviews

    OpenAI o3

    OpenAI

    $2 per 1 million tokens
    OpenAI o3 is a cutting-edge AI model that aims to improve reasoning abilities by simplifying complex tasks into smaller, more digestible components. It shows remarkable advancements compared to earlier AI versions, particularly in areas such as coding, competitive programming, and achieving top results in math and science assessments. Accessible for general use, OpenAI o3 facilitates advanced AI-enhanced problem-solving and decision-making processes. The model employs deliberative alignment strategies to guarantee that its outputs adhere to recognized safety and ethical standards, positioning it as an invaluable resource for developers, researchers, and businesses in pursuit of innovative AI solutions. With its robust capabilities, OpenAI o3 is set to redefine the boundaries of artificial intelligence applications across various fields.
  • 25
    Qwen2.5-1M Reviews
    Qwen2.5-1M, an open-source language model from the Qwen team, has been meticulously crafted to manage context lengths reaching as high as one million tokens. This version introduces two distinct model variants, namely Qwen2.5-7B-Instruct-1M and Qwen2.5-14B-Instruct-1M, representing a significant advancement as it is the first instance of Qwen models being enhanced to accommodate such large context lengths. In addition to this, the team has released an inference framework that is based on vLLM and incorporates sparse attention mechanisms, which greatly enhance the processing speed for 1M-token inputs, achieving improvements between three to seven times. A detailed technical report accompanies this release, providing in-depth insights into the design choices and the results from various ablation studies. This transparency allows users to fully understand the capabilities and underlying technology of the models.