Vilosia

Vilosia is an AI-powered platform that helps medium and large enterprises with internal development teams to visualize their software architecture, simplify migration, and improve system modularity. The platform uses Gen AI to automatically add event triggers to the codebase, enabling users to understand data flow, system dependencies, domain boundaries, and external APIs. Vilosia also offers AI workflow analysis to extract workflows from function call chains and identify database usage. Users can scan their codebase using CLI client & CI/CD integration and stay updated with new features through the newsletter.

Trudo.ai is an AI-powered workflow automation platform that allows users to build complex workflows using simple English language commands. The platform is backed by Python code and features interactive UI components. Users can create and customize nodes, handle dynamic routing, and benefit from flexible memory allocation. Trudo.ai also offers AI Copilot functionality for non-technical users to generate logic and user interfaces. With support for various data types and no extra frameworks required, Trudo.ai covers a wide range of use cases and provides versions to track workflow changes.

GiteAI is an AI-powered tool designed to enhance collaboration and productivity for software development teams. It leverages machine learning algorithms to automate code reviews, identify bugs, and suggest improvements in real-time. With GiteAI, developers can streamline their workflow, reduce manual efforts, and ensure code quality. The platform integrates seamlessly with popular version control systems like GitHub, GitLab, and Bitbucket, providing actionable insights and analytics to drive continuous improvement.

EDIA is an automated CONTENT LABELLING platform that enables modular, goal-oriented, and reusable content using high-end AI. The platform provides instant structure and insight into content through its Metadata API, integrated with various systems and authoring tools. EDIA offers subscription services, tools, and API integrations to automate metadata creation. Users can create a free account to access the platform's tools. The platform aims to improve content discoverability, reduce production costs, and enhance content management efficiency.

Onvo AI is an embedded data visualization platform that allows users to create interactive dashboards and data visualizations using simple AI prompts. It connects to various data sources, enabling users to build insightful charts and visualizations without the need for complex queries or manual data manipulation. Onvo AI offers customization options, allowing users to match their brand's identity and provides secure sharing and embedding features. It also includes analytics capabilities, enabling users to track dashboard usage and user engagement.

ReliveAI is a no-code AI platform that simplifies building AI-powered workflows and agents, enabling rapid business process automation with a user-friendly interface. It offers prebuilt AI Agents to transform business operations, customizable AI workflows tailored to user data, and seamless integration with multiple AI models and APIs. The platform enhances Salesforce with advanced NLP, translates natural language into precise SQL queries, and provides automation for Airtable, Gmail, Notion, Slack, and Google Drive. ReliveAI aims to optimize processes, improve decision-making, and unlock the full potential of user data.

Echobase is an AI tool designed to easily integrate AI into businesses by allowing teams to query, create, and analyze data from their files. It offers advanced AI models tailored to specific business needs, enabling the creation of AI agents capable of tasks like basic Q&A, data analysis, and content creation. Echobase provides a centralized workspace for uploading and querying organizational knowledge bases in real-time, along with features for collaboration and role management. The tool prioritizes data security through robust encryption, API usage, and user-controlled data access.

Basejump AI is an AI-powered data access tool that allows users to interact with their database using natural language queries. It empowers teams to access data quickly and easily, providing instant insights and eliminating the need to navigate through complex dashboards. With Basejump AI, users can explore data, save relevant information, create custom collections, and refine datapoints to meet their specific requirements. The tool ensures data accuracy by allowing users to compare datapoints side by side. Basejump AI caters to various industries such as healthcare, HR, and software, offering real-time insights and analytics to streamline decision-making processes and optimize workflow efficiency.

BuildShip.com is a powerful AI Assistant Builder that allows users to create AI Assistant ChatBots in just 5 minutes. The platform enables users to connect to tools and databases without the need for any code, offering full flexibility with low-code options. Users can build AI Assistants using popular models like OpenAI, Claude 3, and Azure, and can easily ship their creations as APIs, chat widgets, workflow, or schedule jobs. The platform also provides secure integration with databases, the ability to generate custom action nodes, and seamless plugin chat widgets for websites. BuildShip.com simplifies the process of building AI Assistants and empowers users to bring their ideas to life effortlessly.

IntegraBot is an advanced AI platform that allows users to develop AI chatbots without coding. Users can choose from different AI models, integrate tools and APIs, and train their agents with company data. The platform offers features like creating custom tools, importing data, and integrating with various applications. IntegraBot ensures data security, compliance with regulations, and provides best practices for AI usage.

Microsoft Copilot Studio is an end-to-end conversational AI platform that allows users to design intelligent, actionable, and connected AI assistants for employees and customers. Users can create custom copilots, design conversational applications using generative AI and large language models, and customize Copilot for Microsoft 365. The platform offers capabilities to build copilots, generate conversations, bring systems to life, control copilot responses, handle complex queries, and offer personalized interactions. It also enables users to expand copilot reach, extend line-of-business apps, and escalate conversations with human agents.

Chat BI is an AI-powered business intelligence tool that allows users to design large-screen reports and dashboards through natural language descriptions. It offers advanced analytics tools, AI analysis, low code customization, collaboration features, and intelligent AI functions. The platform enables seamless integration with legacy systems, providing a user-friendly experience for multiple users. Chat BI aims to simplify data analytics and reporting processes for businesses of all sizes.

DevAI is an AI-powered platform designed to assist developers in enhancing their productivity and efficiency. It offers a wide range of tools and features to streamline the development process, from code generation to debugging. With its advanced algorithms and machine learning capabilities, DevAI aims to revolutionize the way developers work and collaborate on projects.

Clay is an AI-powered data enrichment and outreach automation tool designed to help go-to-market teams scale personalized outbound campaigns. It combines 75+ data enrichment tools, AI capabilities, and automation features to streamline lead generation, data cleaning, and personalized messaging. With access to 50+ data providers, Clay offers comprehensive coverage of information and enables users to connect, enrich, and sync their CRM data effortlessly. The platform also features AI web scraping, personalized email building, automated inbound and outbound processes, and data formatting functionalities.

Process Street is an AI-powered platform that helps businesses streamline their processes and improve operational efficiency. It offers features such as workflows automation, data unification, document sharing, and AI transformation. With Process Street, users can create, track, and complete tasks efficiently, make data-driven decisions, and automate repetitive tasks using generative AI. The platform also provides analytics to track key performance indicators and ensure consistent adherence to procedures. Process Street is trusted by top companies to revolutionize workflow management and drive productivity and growth.

FARSPEAK.AI is an AI application that offers RESTful AI for databases, allowing users to query databases using natural language and deploy AI agents to enhance data processing. The application supports MongoDB Atlas, provides up-to-date embeddings, and offers both structured and unstructured data support. FARSPEAK simplifies work for AI engineers, app & web developers, and product designers by enabling faster AI feature development, natural language querying, and insights generation from data.

Vilosia is an AI-powered platform that helps medium and large enterprises with internal development teams to visualize their software architecture, simplify migration, and improve system modularity. The platform uses Gen AI to automatically add event triggers to the codebase, enabling users to understand data flow, system dependencies, domain boundaries, and external APIs. Vilosia also offers AI workflow analysis to extract workflows from function call chains and identify database usage. Users can scan their codebase using CLI client & CI/CD integration and stay updated with new features through the newsletter.

Cambrian Copilot is an AI tool designed for researchers and engineers to easily stay up-to-date with the latest machine learning research. With over 240,000 ML papers available for search, the tool helps users understand complex details and automate literature reviews, simplifying the process of discovering and accessing cutting-edge research in the field of machine learning.

AFI Explorer is an AI-powered application that allows users to easily access, search, and reference Air Force publications on their mobile devices. The app provides instant access to a wide range of Air Force documents, making it convenient for Air Force personnel to stay up-to-date with the latest information. AFI Explorer is designed to streamline the process of finding and utilizing Air Force publications, enhancing efficiency and productivity for users. The app is user-friendly and intuitive, offering a seamless experience for accessing essential Air Force resources.

RBG AI Drop #001 is an AI tool that allows users to interact with a virtual version of Justice Ruth Bader Ginsburg. Users can ask her any YES/NO question and receive a response. The tool is designed as an experiment to engage users in a unique and interactive way. By signing up, users can be the first to receive future AI drops and continue the experience.

Impact Stack is an AI-powered research platform that enables users to conduct evidence-based research with the help of specialized AI tools and expertise. It allows users to ask questions about companies, industries, or research topics in natural language, providing rigorously researched answers quickly. The platform eliminates the need for manual data entry by allowing users to interface with AI agents equipped with up-to-date knowledge bases. Impact Stack also offers the ability to search and analyze multiple databases simultaneously, streamlining the research process. Users can stay informed with the latest articles and feature updates through subscription.

SumlyAI is an AI-powered platform that generates podcast notes and summaries for busy individuals who want to stay updated on their favorite shows without having to listen to the entire episodes. The service delivers high-quality summaries created using the latest AI technology and reviewed by humans to ensure accuracy and relevance. Users can access a treasure trove of podcast notes and summaries, receive AI-generated summaries straight to their inbox, and enjoy a seamless experience of keeping up with their favorite podcasts.

Mighty Travels Premium is a platform that helps users save up to 90% on airfare tickets and hotels. Users can sign up for free to access exclusive deals and discounts. The website offers valuable travel tips, blog posts, and customer testimonials to enhance the overall travel experience. With Mighty Travels Premium, users can maximize their miles, explore hidden gems, and stay updated on the latest airline amenities and promotions.

Seth's Blog is an AI-powered website that provides insightful articles and content on various topics such as professional development, innovation, and technology. The platform offers a unique perspective on current trends and challenges in the business world, encouraging readers to think critically and creatively. With a focus on problem-solving and resilience, Seth's Blog aims to inspire individuals to adapt to change and embrace new opportunities.

Telborg is an AI tool designed for fast and credible Climate & Energy research and writing. It offers the ability to summarize PDFs using AI technology, making it easier for users to extract key information efficiently. Telborg aims to provide users with reliable and accurate climate research results through its AI-powered platform. The tool is constantly evolving and improving to meet the needs of researchers and writers in the field of climate and energy.

Maxwell Rains AI Studio is an AI consulting and tool development platform that aims to make artificial intelligence accessible and affordable for small businesses and solopreneurs. The platform helps businesses leverage AI tools to enhance efficiency, gain competitive advantages, and make data-driven decisions. Maxwell Rains AI Studio stays at the forefront of impactful AI technology to help businesses succeed in a competitive landscape.

GigaBrain is an AI-powered tool that scours billions of discussions on Reddit and other online communities to provide users with real answers from real people. By combining human feedback with advanced language models, GigaBrain offers a streamlined way to find the most useful posts and comments on a variety of topics, from gaming and travel to skincare and fitness. Users can save time, gain valuable insights, and access authentic answers effortlessly.

mjslackbot.com is a website that provides resources and information related to mjslackbot. Users can find valuable content and details about mjslackbot on this platform. The website aims to offer a comprehensive source of information for individuals interested in mjslackbot and its functionalities.

Law School AI is a cutting-edge AI chatbot designed to revolutionize legal education. It provides law students with personalized study guidance, simplifies complex legal topics, and offers real-time answers to questions. The chatbot aims to make the law school journey more accessible, efficient, and engaging for students. Law School AI offers features such as personalized study plans, instant feedback, and round-the-clock access to law learning resources. It also provides benefits like maximizing productivity, staying current with legal developments, and enhancing the learning experience through AI-powered technology.

CheckforAi was a free nonprofit project for individuals that has been discontinued to focus on new projects. The website encouraged users to subscribe for updates on new projects. For any inquiries, users were directed to contact [email protected]. The website also included links to pages for Terms of Service, Privacy Policy, Cookie Policy, and Disclaimer, all under the Uphold.ai brand.

Conftalks is a platform that summarizes conference talks on various topics such as Crypto, Blockchain, Web3, Software development, AI, and more. Users can explore the latest talks from industry experts and thought leaders. The platform aims to provide valuable insights and knowledge from conferences and events in a concise format.

Scribbler is an AI-powered tool that provides key insights from podcasts and YouTube videos in seconds. Users can access summaries of top podcasts, search for specific content, and engage with transcripts. The tool aims to streamline information consumption and transform passive listening into active engagement.

ResearchBuddy is an AI tool designed to automate the process of conducting literature reviews. It helps researchers and students efficiently gather and analyze information from various sources to enhance their research projects. By leveraging artificial intelligence, ResearchBuddy streamlines the review process, saving users time and effort. The platform offers a user-friendly interface and advanced algorithms to deliver accurate and relevant results. With ResearchBuddy, users can access a comprehensive database of scholarly articles and publications, making it easier to stay up-to-date with the latest research trends and findings.

Unstable Diffusion is a blog platform that focuses on providing insightful and engaging content related to various topics such as technology, science, lifestyle, and more. The platform aims to create a community of readers who are passionate about learning and exploring new ideas. With a user-friendly interface and a diverse range of articles, Unstable Diffusion offers a unique reading experience for individuals seeking knowledge and inspiration.

TubePro is a digital platform designed to provide tools and insights for remote workers, freelancers, and digital professionals. It offers a range of resources to enhance productivity, communication, and digital skills. TubePro aims to support individuals in optimizing their work-from-home experience by offering guides, tutorials, and reviews of various apps and software. Stay connected with the latest trends and tools in the digital workspace through TubePro.

TextLayer is an AI-powered research companion that simplifies access to the latest research in machine learning. It empowers users to turn new discoveries into powerful solutions by providing personalized recommendations, AI-generated insights, and implementation support. The platform offers curated AI-generated summaries of research papers, tailored recommendations, and a chat integration for interacting with AI. TextLayer aims to bridge the gap between complex ML research papers and understanding, fostering curiosity, innovation, and shaping the future of Artificial Intelligence.

AI Parabellum is a specialized AI Tools Directory that aims to unite creators, innovators, and AI enthusiasts. It serves as a platform to discover and showcase the most advanced AI tools in the industry. The website provides a comprehensive collection of AI tools across various categories, catering to individuals and businesses looking to leverage artificial intelligence for different purposes.

Papers With Code is an AI tool that provides access to the latest research papers in the field of Machine Learning, along with corresponding code implementations. It offers a platform for researchers and enthusiasts to stay updated on state-of-the-art datasets, methods, and trends in the ML domain. Users can explore a wide range of topics such as language modeling, image generation, virtual try-on, and more through the collection of papers and code available on the website.

AI Toolhouse is a comprehensive AI tools catalog and directory that allows users to explore various categories of AI tools and Generative AI advancements. Users can discover the newest additions, stay updated with daily data updates, and access cutting-edge resources in areas such as General Writing, Art, Code Assistant, SQL, Human Resources, E-Commerce, Productivity, Sales, Image Editing, and Developer Tools. The platform offers a wide range of verified filters to help users find the most suitable tools for their needs.

Salesfy.ai is an innovative AI-powered lead generation tool that leverages the power of Google Maps to help businesses effortlessly discover and connect with high-quality leads. With advanced search filters, lead insights, and real-time updates, Salesfy.ai streamlines the lead generation process, providing targeted results tailored to specific business needs. The tool also offers an all-in-one AI writing solution to enhance writing quality and efficiency across various content types. With a user-friendly interface and intuitive features, Salesfy.ai revolutionizes lead generation and content creation for businesses of all sizes.

No Jitter is an AI application that provides insights for the Connected Enterprise. It covers a wide range of technology topics including AI & Speech Technologies, Cloud Communications, Contact Center/Customer Experience, and more. The website offers news, views, best practices, digital resources, and events related to enterprise communications. No Jitter aims to keep professionals updated on the latest trends and developments in the field of technology and communication.

GitLab is a comprehensive AI-powered DevSecOps platform that balances speed and security in a single platform. It automates software delivery, boosts productivity, and secures the end-to-end software supply chain. GitLab simplifies the toolchain by providing all essential DevSecOps tools in one place, accelerates software delivery through automation and AI-powered workflows, and integrates security seamlessly. It allows users to deploy anywhere without cloud vendor lock-in, offering value stream management, analytics, and insights to accelerate coding. GitLab is trusted by industry leaders for building mission-critical software and is recognized as a Leader in DevOps Platforms by various industry analysts.

Vulnscanner AI is an AI-powered WordPress security tool that offers affordable and user-friendly website security solutions. It provides instant, jargon-free security reports, step-by-step resolution guides, and customizable security solutions to prevent future attacks. The tool is designed to help small/medium businesses, web professionals, and individuals safeguard their online presence without breaking the bank. With advanced algorithms and military-grade encryption, Vulnscanner AI aims to protect websites from cyber threats and vulnerabilities.

The website is an AI tool that offers a wide range of AI, software, and tools for enterprise growth and automation. It provides solutions in areas such as AI hardware, automation, application security, CRM, cloud services, data management, generative AI, network monitoring, process intelligence, proxies, remote monitoring, surveys, sustainability, workload automation, and more. The platform aims to help businesses leverage AI technologies to enhance efficiency, security, and productivity across various industries.

Vilosia is an AI-powered platform that helps medium and large enterprises with internal development teams to visualize their software architecture, simplify migration, and improve system modularity. The platform uses Gen AI to automatically add event triggers to the codebase, enabling users to understand data flow, system dependencies, domain boundaries, and external APIs. Vilosia also offers AI workflow analysis to extract workflows from function call chains and identify database usage. Users can scan their codebase using CLI client & CI/CD integration and stay updated with new features through the newsletter.

GPTBots.ai is a powerful no-code platform for creating AI-driven business applications. It seamlessly integrates large language models with organizational data, services, and workflows to empower AI bots in driving business growth. The platform allows users to build and train AI bots without coding experience, access best-practice templates, optimize AI knowledge bases, and adapt to various scenarios with intelligent agent bots. GPTBots supports diverse input types, offers versatile language models, and enables seamless chatbot-human handoff. Trusted by over 100k companies worldwide, GPTBots enhances customer support, leads generation, SEO writing, and data analysis, catering to various industries.

Spin.AI is an AI-powered SaaS security platform that provides full visibility and control over mission-critical applications. With features such as SSPM, DSPM, ransomware detection & response, data leak prevention, and backup & disaster recovery, Spin.AI offers comprehensive protection for SaaS data. Trusted by over 1,500 organizations across 100+ countries, Spin.AI helps enhance cyber resilience, security operations, and cost efficiency for businesses.

KYP.ai is a productivity intelligence platform that offers a 360° view of organizations across people, process, and technology dimensions. It provides instant productivity intelligence, end-to-end process optimization, holistic productivity insights, ROI-driven automation, and unparalleled scalability. The platform helps in live visibility, immediate impact, hybrid workplace management, technology landscape rationalization, and AI-powered aggregation and analysis. KYP.ai focuses on workforce enablement, no integration hassles, no-code configuration, and secure, privacy-compliant data processing.

Converge360 is a comprehensive platform that offers a wide range of AI news, training, and education services to professionals in various industries such as education, enterprise IT/development, occupational health & safety, and security. With over 20 media and event brands and more than 30 years of expertise, Converge360 provides top-quality programs tailored to meet the nuanced needs of businesses. The platform utilizes in-house prediction algorithms to gain market insights and offers scalable marketing solutions with cutting-edge technology.

OpenText is an AI tool that provides intelligent content services and solutions for businesses across various industries. The platform offers a wide range of services, including Aviator AI, analytics, DevOps, security, and more. OpenText helps organizations drive digital transformation, enhance business growth, and improve operational efficiency through advanced AI-powered workflows and content management systems.

Zoftware is the Middle East's #1 Software Discovery Platform that offers programmed intelligence software buying expertise. It connects users with the best tech solutions for their business needs in the region. With over 3 million reviews and 6000+ software options to compare, Zoftware provides AI assistance to help users make informed decisions. The platform empowers users to discover, compare, and decide on software solutions that align with their requirements, making the process effortless, economical, and efficient.

ArcadianAI is a modern security monitoring platform that offers easy and affordable solutions for businesses and individuals. The platform provides security cameras, crime maps, and a 30-day free trial for users to experience its features. ArcadianAI uses AI technology for intrusion detection, smart alerts analytics, AI heatmaps search, and AI detection of people. The platform aims to enhance security measures by intelligently contextualizing, analyzing, and safeguarding premises in real-time using existing CCTV footage.

TolyGPT is an AI-powered chatbot that is designed to read an entire codebase and generate documentation. It is specifically trained on the Solana validator codebase, allowing users to ask questions about how the validator works. The core of TolyGPT is open source as Autodoc, and it is powered by the GPT-3.5 model. Users can apply to have TolyGPT work on their own codebase and stay updated by following Sam Hogan.

Kolank is an AI tool that provides a unified API for accessing a wide range of Language Model Models (LLMs) and providers. It offers features such as model comparison based on price, latency, output, context, and throughput, OpenAI compatible API integration, transparency in tracking API calls and token expenditure, cost reduction by paying for performance, load balancing with fallbacks, and easy integration with preferred LLMs using Python, Javascript, and Curl.

OctoEverywhere is a free and unlimited AI tool that provides remote access to OctoPrint, Klipper, and Bambu Lab printers. It offers features such as live progress push notifications, print failure detection, and 3D printer notifications. The application is secure, easy to set up, and trusted by over 180k makers worldwide. Users can access their printers from anywhere, monitor prints remotely, and receive webcam snapshots. OctoEverywhere aims to empower makers globally by providing a powerful and accessible tool for 3D printing enthusiasts.

Google Colab Copilot is an AI tool that integrates the GitHub Copilot functionality into Google Colab, allowing users to easily generate code suggestions and completions while working on their projects. By following a simple setup guide, users can enable this feature and enhance their coding experience within the Google Colab environment. The tool streamlines the coding process by providing intelligent code suggestions based on the context and code patterns, ultimately boosting productivity and efficiency for developers.

Lobe is a free and easy-to-use machine learning tool for Mac and PC that allows users to train machine learning models and deploy them to any platform of their choice. It provides a user-friendly interface for creating, training, and deploying machine learning models without requiring extensive coding knowledge.

Roost.ai is an AI-driven testing copilot that offers automated test case generation using Large Language Models (LLMs). It helps in building reliable software by providing 100% test coverage, detecting static vulnerabilities, and freeing up developer time. Roost.ai is trusted by global financial institutions and industry leaders for its ability to elevate test accuracy and coverage through generative AI technology.

How2 is an AI-powered tool designed for the Command-Line interface, providing users with suggestions for shell commands directly from the Unix Terminal. It utilizes AI models retrained on Bash/Zsh commands to enhance the Command Line experience. Users can quickly create Bash scripts, search StackOverflow, and seamlessly work with PowerShell. How2 is committed to user safety by never executing commands, only proposing options, and preventing code injection or misuse. The tool is free for up to 5 queries per day, with the option to subscribe for more queries. How2 is developed by Claudio Santini in London.

The website 'What should I build next?' is a platform designed to help developers generate random development project ideas. It serves as an ultimate resource for developers seeking inspiration for their next project. Users can pick components or randomize to create unique project ideas. The platform offers free credits to active users daily and encourages user engagement. With a user-friendly interface, the website aims to support developers in overcoming creative blocks and kickstarting new projects.

Weaviate is an AI-native database designed to bring intuitive AI-native applications to life with less hallucination, data leakage, and vendor lock-in. It offers features like Hybrid Search, Retrieval-Augmented Generation, Generative Feedback Loops, and Cost-performance optimization. Weaviate empowers developers to build AI-native applications with flexible, reliable, open-source foundations, including a vector database and surrounding services. With over 1M monthly downloads, Weaviate is a core piece of the AI-native stack for developers and enterprises, providing model inference and AI infrastructure tailored to specific use cases.

Engine is an AI-powered IDE platform that enables users to build full-stack applications using natural language and code. It offers features like open-source, pricing options, testimonials, and instant deployment. With a focus on AI-driven development, Engine provides scalable architecture, customization, security, and compliance. Users can interact with the platform through a natural language interface and benefit from rapid prototyping. Engine is designed to cater to developers, architects, and tinkerers looking to streamline their development process with AI capabilities.

Microsoft Azure is a cloud computing service that offers a wide range of products and services for businesses and developers. It provides global infrastructure, FinOps capabilities, customer stories, and innovation insights. Azure features include virtual machines, AI services, Kubernetes service, Cosmos DB, and more. The platform supports hybrid and multicloud solutions, analytics, application development, and modernization. Azure also offers resources, pricing tools, and partner programs. With a focus on AI and machine learning, Azure enables responsible AI development and secure cloud solutions. The platform caters to IT professionals, developers, data analysts, business leaders, startups, and students, offering a comprehensive suite of tools and services.

Pythagora is an AI-powered development tool that revolutionizes software development by enabling users to build apps from scratch through natural language communication. It works seamlessly with developers to break down app specifications, select technologies, create project architecture, write code, test, deploy, and more. Pythagora is a VS Code extension powered by GPT Pilot and GPT-4, offering features like code generation, error reading, debugging, version control, and automated testing. With Pythagora, users can create production-ready, modular code without the need for extensive documentation, making software development faster and more efficient.