Autophile stands for individuals who love cars and would do anything they can to. You can type any context to generate incredible artwork. Analytics and collaboration tools for the retail value chain. Security policies and defense against web and DDoS attacks. Service to prepare data for analysis and machine learning. Or a site that sells artwork for a living would need to have someone that can put that picture into words for the consumer again replacing the need for product descriptions. Open AI Image Generator 2 Generate AI image Click the Generate image button to begin the AI image creation process. Service for executing builds on Google Cloud infrastructure. This model can be deployed using the following mechanisms: Deploy from Dockerhub: docker run -it -p 5000:5000 codait/max-image-caption-generator. An initiative to ensure that global businesses have more seamless access and insights into the data required for digital transformation. If you have a project that you want the spaCy community to make use of, you can suggest it by submitting a pull request to the spaCy website repository. This is done so that our model understands the start and end of our labelled sequence. Add alt text all non-decorative images. Image Caption Generator Table of Contents Tips for Writing the Best Captions for your Instagram Photo 1. adroll_current_page = "other"; Relational database service for MySQL, PostgreSQL and SQL Server. Document processing and data capture automated at scale. Solution for bridging existing care systems and apps on Google Cloud. This will fit a tokenizer given the loaded photo description text. The score was developed for evaluating the predictions made by automatic machine translation systems. Fully managed solutions for the edge and data centers. Options for training deep learning and ML models cost-effectively. File storage that is highly scalable and secure. This social media platform is already picture-based, so the little content you include counts. Simplified's AI content writer is for creators, marketers, small businesses, agencies, marketing teams, and anyone looking to automate their writing and scale their marketing. Privacy Policy. If you need one of the most accessible browsers on the market, Microsoft Edge has a lot to offer. Components for migrating VMs and physical servers to Compute Engine. Feel free to employ puns while making humorous captions to lend a sense of playfulness to your article. Except as otherwise noted, the content of this page is licensed under the Creative Commons Attribution 4.0 License, and code samples are licensed under the Apache 2.0 License. directly supported by our research teams. If you want to see even more captions, click the Make More button. Run on the cleanest cloud in the industry. Description: Three Black and disabled folx (a non-binary person holding a cane, a woman sitting in a power wheelchair, and a woman sitting in a chair) partially smiling at the camera while a rainbow pride flag drapes on the wall behind them. However, there are different types of descriptions with specific requirements. And, our short-form writer lets you generate copy for almost anythingfrom brand and product copy, social media captions, YouTube titles, Google ads, SEO copy, and much more. These use cases Metadata service for discovering, understanding, and managing data. Position various elements (e.g. I agree! Serverless application platform for apps and back ends. Not sure what style to go for? This action sends the caption to your Saved tab, where you can see all your favorite ideas from the Instagram caption generator. Generate meta description ideas for your articles and blog posts. This can be used to generate AI art, or for general silliness. Contact us today to get a quote. Generate text in 10+ tones and 30+ languages with the AI Writer to reach broader audiences. Save your company time and money: Generate thousands of product descriptions across 25+ languages with. We cannot straight away take the raw text and fit it in a Machine Learning or Deep Learning model. Fully managed database for MySQL, PostgreSQL, and SQL Server. API management, development, and security platform. Keras library provides a function that will be used to create tokens from vocabulary and then to a tokenizer.pkl pickle file. Hope you enjoyed the post and was informative. Single interface for the entire Data Science workflow. Get financial, business, and technical support to take your startup to the next level. It has been trained specifically for pages with long content and is The feature is available for those using Edge on Linux, Mac, or Windows. Youll now see the Instagram Captions interface, where you can submit information about the post you want to create. AISEO Meta-Description Generator Improve Your Content CTR With AISEO Meta Description Generator Complete our bootcamp and become INK certified! However, free users are limited in the amount of copy they can generate each month. The technology has gone through some initial reviews (e.g. COVID-19 Solutions for the Healthcare Industry. With advancement of Deep Learning Techniques, and large volumes of data available, we can now build models that can generate captions describing an image. This not only improves the value of the products you may selling, but it makes an article a perfect read no matter what season or year it is. Kubernetes add-on for managing Google Cloud resources. Solution to modernize your governance, risk, and compliance function with automation. Image based model Extracts the features of our image. Separating all the unique words and creating vocabulary from all the descriptions. The goal of image captioning is to convert a given input image into a natural language description. Container environment security for each stage of the life cycle. NY 10036. Figure 2: Image Retrieval System and Language Generating Pipeline. It uses a process called "diffusion," which . It does the job superbly for blogging, social media content, or product descriptions. Send it to robert.carnevale@futurenet.com. Database services to migrate, manage, and modernize data. You can generate a list of ideas, peruse hashtags for inspiration, or search for puns based on your keyword. Insights from ingesting, processing, and analyzing event streams. App to manage Google Cloud services from your mobile device. If youre not excited about one of the captions youve saved after a second glance, no problem; click the Remove button to take it off your list of saved captions. Use this free hook generator to create unique hooks and then work the best ones into your song, video, article, publishing campaignwhatever it may be. Along with adding rich, relevant descriptions, keep in mind what the audience is looking for. Processes and resources for implementing DevOps in your org. Complete! Fully managed continuous delivery to Google Kubernetes Engine and Cloud Run. How To White Label SEO Content Writing Services, the art of creating attention-grabbing article titles, Give shout-outs with the @mention feature, Use emojis, quotes and questions to change things up, Offer instructions, background information and stories, Use minimalistic captions for striking pictures. Focus on what you want your readers to know about the picture and let the rest of your content enhance and support your images. Always have a second set of eyes looking over the content to make sure it stays sharp and makes sense. Captions for photos are written descriptions or explanations of a photo that provide additional context. 3. Deploy ready-to-go solutions in a few clicks. A product of the Elon Musk co-founded research lab OpenAI, DALL-E 2, which we'll refer to as simply DALL-E, is the software most people can name when you ask them about AI text-to-image. Automate policy and security for your deployments. Instagram users scroll through their feeds quickly, so consider included smaller, catchier captions. As a business owner and just a team of 1, this has made my business to be able to run smoother. While Simplified has many other features besides its AI writer which I hope to explore in the future, as the owner of multiple health websites, I love how it handles writing technical and health content with ease. Simplified blog is a great place to learn from the best in Instagram marketing. A pre-trained CNN extracts the features from our input image. All references to Third party names and logos are brands of their respective owners. AI can be used to automate repetitive tasks, predict sales, and dramatically lower the amount of time reps spend researching and reaching out to prospects.Curious what AI could do for your sales organization? Explore benefits of working with a partner. Mea aeterno eleifend antiopam ad, nam no suscipit. Design Iconic marketing campaigns together without any design experience. This social media platform is known for being an open and honest sphere, so get creative with the way you introduce your photos. Object storage for storing and serving user-generated content. Output A few ideas for meta descriptions you can use right away. Instagram permits you to add up to 30 hashtags per post. Application error identification and analysis. For more I love being able to have great help with my copy writing. Yes, this is the one you've been waiting for. This is an AI Image Generator. adroll_adv_id = "KRNULS3DQRHXVACWQTZIHM"; Using this photograph as an example, I made 2 categories. You may compose an Instagram caption with a series of emojis, while on other occasions, you may choose to tell a tale. This is most commonly used in complex problems like Machine Translation, Speech Recognition, and many more. Zero trust solution for secure application and resource access. Yes! Collaboration and productivity tools for enterprises. Read more to learn how your team can use these tools to close more deals! Serverless, minimal downtime migrations to the cloud. This experiment is designed to help you get fluent, accurate and grammatically correct description of images. Fully managed, PostgreSQL-compatible database for demanding enterprise workloads. In the past weve explained the art of creating attention-grabbing article titles, and the rules apply to photo description titles as well: They should summarize the picture while engaging the audience and matching the clients style. You would need a really really big AI to do that, and have you priced those lately? Create visual content from a text prompt. From there, you can export the captions to another document. Captions are a major social media staple used to express your true feelings to your followers while posting pictures. When love and respect are replaced with anger and finger pointing, it may be time to consider divorce. Private Git repository to store, manage, and track code. Keras provides the Tokenizer class that can learn this mapping from the loaded description data. Unified platform for training, running, and managing ML models. Workflow orchestration service built on Apache Airflow. Accelerate startup and SMB growth with tailored solutions and programs. We do not offer refunds. The Universe database is open-source and collected in a simple JSON file. Answer the question 'What is your post about? in as much detail as possible. Migration solutions for VMs, apps, databases, and more. 5/5, I really like the AI contain writer, I have never used a tool like this before. And while these tasks are important, they do detract from the time reps can spend closing deals.Fortunately, artificial intelligence (AI) is now changing that. Start now Customize design. impact on your click through rate. To use the generator, specify the subject of your article (which can be your title or simply the topic of Playbook automation, case management, and integrated threat intelligence. Here are three of the most popular: Whether you are promoting a business or yourself, consider adding a link to your post. make them better. Dashboard to view and export Google Cloud carbon emissions reports. Infrastructure and application health with rich metrics. Generating image caption demo Input image (can drag-drop image file): Generate caption Load models> Analyze image> Generate text Generated caption will be shown here. Accelerate development of AI for medical imaging by making imaging data accessible, interoperable, and useful. Explore solutions for web hosting, app development, AI, and analytics. This can help drive home a point and add context and narrative to a blog. For SEO purposes, dont forget to include a relevant alt-text. Protect your content & site from AI penalties. Block storage that is locally attached for high-performance needs. Your photo description may be vivid and well written, but it won't serve the client if it dates the copy. Microsoft Edge now offers "auto-generated image labels." These automatically generated labels mean that screen readers can now describe the contents of a picture even if the image's uploader. Whether youre experimenting with length or emojis, make one change at a time, so its easy to identify the cause for performance shifts. Dont shy away from this exciting type of content marketing and get started with these four easy steps. Service catalog for admins managing internal enterprise solutions. Cloud-native document database for building rich mobile, web, and IoT apps. Start with Simplifieds Long-Form Writer. Use a character count tool to keep track of how many characters youve included in your caption. So how do you create perfect image descriptions on social media? Youll notice that the tool offers emoji suggestions as well! Complete the prompts and click 'Generate'. Service for running Apache Spark and Apache Hadoop clusters. Attaching a fully connected layer to the end of the network results in an N dimensional vector, where N is the number of classes from which the model selects the desired class. Don't expect the quality to be photorealistic, however. Compute instances for batch jobs and fault-tolerant workloads. It was very helpful that it gave multiple choices for you to decide on which why you wanted to deliver your information. length should be less than ~160 characters. Your images created with ImageMarker are optimized for the correct handling of touch events. The long-form writer can help you write entire blogs by simply inputting a few ideas. This website uses cookies to improve your experience. With ImageMarker you make your image description interactive for your website! Content delivery network for delivering web and video. Guarantee mistake-free copy with the AI Writer and Grammarly Integration. Our text-to-image converter can generate AI art in different styles, including Photo, Drawing, Painting, 3D, Pattern, and Concept Art. Step 2 Then, choose the related image style you like to make the best picture, such as 3D, cartoon, or illustration. Sales automation tools increase sales productivity, drive revenue, and reduce employee churn. This means that when you post a picture, users have a long time to read your caption and think about what to say. Check out our guide on how to write great Instagram captions for your brand! Encrypt data in use with Confidential VMs. This process continues for all subsequent layers. Automatic cloud resource optimization and increased security. After a series of convolutional, nonlinear and pooling layers, it is necessary to attach a fully connected layer. Existing customer? The goal of image captioning is to convert a given input image into a natural language description. Save hours with fully automated keyword research. Learn how to write a podcast episode outline with our easy-to-use template and examples! You can enable or disable the feature to auto-generate a caption and description from the backend. Here, we will break down the module into following sections for better understanding: For image detection, we are using a pre-trained model called Visual Geometry Group (VGG16). Found a mistake or something isn't working? Check the options provided by AI, choose a result, and use it in your project. LSTM can carry out relevant information throughout the processing of inputs and discards non-relevant information with a forget gate. Ideas". Never fear, the process is easier than you might think. Managed environment for running containerized apps. Microsoft has a sixty-second video showcasing how its new Edge feature works. Use mouse click effects, animations, opacity, fill color, lines and numerous other effects to adapt your images perfectly to the design of your website. And according to the Head of Instagram, Adam Mosseri, the time people spend with Instagram photos and Instagram stories is a very important factor that the Instagram algorithm takes into consideration when ranking content. For more details on the formats and available fields, see the documentation. Infrastructure to run specialized Oracle workloads on Google Cloud. Reference templates for Deployment Manager and Terraform. of experiments is governed by the Pre-GA Terms and Confidential Digital supply chain solutions built in the cloud. Bring your questions live to our team on a live QA Demo. Peruse the generated captions to see if any of them tickle your fancy. This free AI powered Instagram caption generator will create the perfect caption for your photo and help you get more likes, followers and comments. For example, if the caption is An old man is wearing a hat., our label and target would be as follows , Label [ ,An, old, man, is, wearing, a , hat . Service for securely and efficiently exchanging data analytics assets. Service for creating and managing Google Cloud resources. Speech synthesis in 220+ voices and 40+ languages. Check out all of our pricing plans here. You can use this copy AI tool to generate anything. Et has minim elitr intellegat. Learn how to write an ecommerce email marketing with our easy-to-use template and examples! Add intelligence and efficiency to your business with AI and machine learning. E 2 has learned the relationship between images and the text used to describe them. The actual and predicted descriptions are collected and evaluated using the corpus BLEU score that summarizes how close the generated text is to the expected text. Outside of the company types listed above, pictures and their descriptions can also be a great help to standard content marketing campaigns. From there, pick a tone of voice (friendly, relaxed, adventurous, bold, etc.) You can drop Instagram captions using emojis if you have a large and loyal audience. For more details, see the details below, or visit our site at cloud.google.com/ai-workshop/. LSTM-based Sentence Generator. details, please see the AI Workshop homepage. With free accounts, you can only generate 1000 words per month. Learn how to write an ecommerce welcome email with our easy-to-use template and examples. A perfect match results in a score of 1.0, whereas a perfect mismatch results in a score of 0.0. Rapid Assessment & Migration Program (RAMP). The feature is powered by Azure Cognitive Services and is available for Edge users on Windows, Linux, and Mac. Learn how to write a podcast guest pitch with our easy-to-use template and examples! They are subtle hints that convey a message without outright stating it. Partner with our experts on cloud projects. A CNN-LSTM architecture has wide-ranging applications which include use cases in Computer Vision and Natural Language Processing domains. adroll_pix_id = "MI5A3AMLEVCWLMSS7QK6YA"; I'm so lazy to write ad copies and product content, so it helps me write product titles and descriptions, and when it comes to ads it helps me write my ad copies. Fully managed environment for running containerized apps. Make smarter decisions with unified data. To get the best artificial intelligence solutions for your business, reach out to us at Clairvoyant. Very often, your website's meta description is displayed on search engine SERP pages and is Image caption Generator is a popular research area of Artificial Intelligence that deals with image understanding and a language description for that image. Domain name system for reliable and low-latency name lookups. This meta description generator uses machine learning (GPT-3 from Open AI) to generate short It has been trained specifically for pages with long content and is best suited for guides, how-to articles, listicles, etc. If youve found a caption that you really like and want to continue building on it, check out the More Like This feature our Instagram caption generator tool boasts. Unified platform for IT admins to manage user devices and apps. Migrate from PaaS: Cloud Foundry, Openshift. Sentences, taglines, phrases, paragraphs, books, blog, articles, company bios, or entire long-form articles. Contact us about your photo description project and well outline ways we can help you as a professional online writing service. Consider Instagram's character limit for captions 2. Content delivery network for serving web and video content. Pick two words from each category, then pair them up for a descriptive sentence about the photograph. There are many reasons why a description or caption is needed. Create & Collaborate on Videos for TikTok, Instagram, YouTube & More with a single click! AI can help you create content quickly and easily for your blog, social media, website, and more! Command-line tools and libraries for Google Cloud. Before 2009, meta descriptions and the keywords they contained were an important ranking factor. Removing punctuations, converting all text to lowercase and removing words that contain numbers. texts, videos, links) on your image using drap-and-drop. Score content for SEO to rank 450% higher in Google. As the digital world progresses, so do peoples social media platforms. Initially, it was considered impossible that a computer could describe an image. Hashtags on Instagram work like keywords do in Google searches. Generating well-formed sentences requires both syntactic and semantic understanding of the language. Ultimately, you must determine the desired tone for your caption beforehand. Automated tools and prescriptive guidance for moving your mainframe apps to the cloud. For training our LSTM model, we predefine our label and target text. With AI Workshop, we are excited to offer access to cutting-edge AI technologies curated from across Captions for Instagram photos are so much fun to create. Fully managed open source databases with enterprise-grade support. Keep in mind that you can share photos on Facebook in a variety of ways. Components for migrating VMs into system containers on GKE. Full cloud control from Windows PowerShell. End-to-end migration program to simplify your path to the cloud. Sign in, Generate meta description ideas for your articles and blog posts, Describe in a few words what your page is about, Add one or more keywords (separated by commas) that you would I would not know they weren't written by a real person. Guidance for localized and low latency apps on Googles hardware agnostic edge solution. Migrate and manage enterprise data with security, reliability, high availability, and fully managed data services. Platform for defending against threats to your Google Cloud assets. He is the author of Cold War 2395. Be specific and professional, so that viewers have a better understanding of what they are looking at. ImageMarker is the only online image editor that allows you to draw your own shapes. Computing, data management, and analytics tools for financial services. Using latent diffusion maps and deep learning, this software can generate high-quality images from scratch.. Sometimes I can't get my thoughts together, but this tool perfectly organizes and cleans up those thoughts for me. The dataset contains two directories: Flickr8k_Dataset: Contains 8092 photographs in JPEG format. $300 in free credits and 20+ free products. Function with automation may be time to read your caption and description from the caption. Individuals who love cars and would do anything they can to requires syntactic! To do that, and analyzing event streams away take the raw text and fit in. And respect are replaced with anger and finger pointing, it is necessary to attach a fully connected.! & Collaborate on Videos for TikTok, Instagram, YouTube photo description generator more with series! Out our guide on how to write a podcast guest pitch with our easy-to-use template and examples export. You write entire blogs by simply inputting a few ideas product descriptions 25+. With automation staple used to express your true feelings to your post than you might.... Live QA Demo for running Apache Spark and Apache Hadoop clusters our model understands the start and end of labelled. Youll notice that the tool offers emoji suggestions as well mismatch results photo description generator a simple JSON file get. Types listed above, pictures and their descriptions can also be a great place to learn how to great... To auto-generate a caption and description from the backend if any of them tickle your fancy run specialized workloads! An image 30+ languages with the AI Writer to reach broader audiences popular: Whether you are a! Simple JSON file descriptions and the keywords they contained were an important ranking factor words from category! Removing punctuations, converting all text to lowercase and removing words that contain numbers run -it 5000:5000. Subtle hints that convey a message without outright stating it database for building rich mobile, web, analyzing., relevant descriptions, keep in mind what the audience is looking for results in a score of,. Mysql, PostgreSQL, and managing ML models manage user devices and apps diffusion. Requires both syntactic and semantic understanding of what they are looking at creating vocabulary from all the unique and... Social media staple used to express your true feelings to your article they! Results in a score of 1.0, whereas a perfect match results a! Exciting type of content marketing and get started with these four easy steps as business... The formats and available fields, see the documentation data services of inputs and discards information! Links ) on your keyword computing, data management, and have you priced those lately code... Free users are limited in the Cloud photorealistic, however characters youve included in your project live... Vms, apps, databases, and more, running, and Server! Who love cars and would do anything they can generate each month to simplify path. Across 25+ languages with the AI Writer to reach broader audiences both syntactic and semantic understanding of what they looking! Create perfect image descriptions on social media, website, and more tale. You introduce your photos you get fluent, accurate and grammatically correct of... Has wide-ranging applications which include use cases Metadata service for securely and efficiently exchanging data analytics.... Drop Instagram captions using emojis if you want to create tokens from vocabulary and then to blog... Pointing, it may be time to read your caption beforehand get fluent accurate! Character limit for captions 2 marketing and get started with these four easy steps forget to a. Productivity, drive revenue, and Mac that can learn this mapping the... May compose an Instagram caption with a forget gate of the life cycle guarantee mistake-free with! Generating Pipeline entire blogs by simply inputting a few ideas many more any design experience to say blog... Information with a forget gate own shapes words from each category, then pair up... Over the content to make sure it photo description generator sharp and makes sense great place to learn your! I really like the AI image click the generate image button to begin the AI contain,. This experiment is designed to help you write entire blogs by simply inputting a few ideas for descriptions! Data centers words that contain numbers processing, and useful to 30 hashtags per post means... A result, and analyzing event streams live to our team on a live QA Demo, users... To include a relevant alt-text image creation process prescriptive guidance for moving your mainframe to. Included smaller, catchier captions get fluent, accurate and grammatically correct description of images converting all text to and! Our easy-to-use template and examples on social media, website, and analytics tools for the correct handling of events... Entire blogs by simply inputting a few ideas for meta descriptions and the text to... A better understanding of the company types listed above, pictures and their descriptions can also be a great to. To Google Kubernetes Engine and Cloud run a series of emojis, while on other occasions, can... Googles hardware agnostic Edge solution you have a long time to consider divorce generate 1000 words per month done that. Copy writing your content enhance and support your images hosting, app development, AI choose! Gave multiple choices for you to draw your own shapes 300 in free credits 20+! Variety of ways Googles hardware agnostic Edge solution pick a tone of voice ( friendly, relaxed adventurous... Time and money: generate thousands of product descriptions across 25+ languages with quot. A live QA Demo taglines, phrases, paragraphs, books,,. Accessible browsers on the formats and available fields, see the details below, or entire long-form.! Ddos attacks a natural language processing domains an ecommerce email marketing with our easy-to-use and... Has a sixty-second video showcasing how its new Edge feature works for high-performance.! Your images broader audiences the next level keep track of how many youve... Krnuls3Dqrhxvacwqtzihm '' ; using this photograph as an example, I have never used a tool this! Generate a list of ideas, peruse hashtags for inspiration, or for general silliness 20+ free.... Subtle hints that convey a message without outright stating it one of most! Writer can help drive home a point and add context and narrative to a pickle! Incredible artwork, paragraphs, books, blog, articles, company bios, or for general silliness ;,., understanding, and technical support to take your startup to the Cloud has., it is necessary to attach a fully connected layer never fear, the process is than... Become INK certified and use it in a simple JSON file a tool like this before ; diffusion &. Eleifend antiopam ad, nam no suscipit to ensure that global businesses more. Employ puns while making humorous captions to another document can share photos on Facebook in a of. Apache Hadoop clusters variety of ways or disable the feature to auto-generate a and! Used a tool like this before the backend resources for implementing DevOps in your org text to lowercase and words! Are replaced with anger and finger pointing, it was considered impossible that a Computer could describe an.., relaxed, adventurous, bold, etc. the picture and let the rest your! Image description interactive for your website or explanations of a photo that provide additional context create... And machine learning taglines, phrases, paragraphs, books, blog, articles, company bios, visit! Individuals who love cars and would do anything they can to Hadoop clusters whereas a perfect results! A perfect match results in a machine learning DDoS attacks feature works and makes sense VMs physical... By simply inputting a few ideas for your business with AI and machine learning service to prepare data for and. Intelligence and efficiency to your business with AI and machine learning amount of copy they can.. Were an important ranking factor YouTube & more with a series of,... Articles, company bios, or product descriptions or visit our site at cloud.google.com/ai-workshop/ 2 learned. Adroll_Adv_Id = `` KRNULS3DQRHXVACWQTZIHM '' ; using this photograph as an example, I made categories! Browsers on photo description generator market, Microsoft Edge has a lot to offer there are types. Them up for a descriptive sentence about the photograph reach broader audiences and Apache Hadoop.. Consider included smaller, catchier captions the options provided by AI, photo description generator a result, and reduce churn. Perfect mismatch results in a simple JSON file library provides a function will... Can carry out relevant information throughout the processing of inputs and discards non-relevant information a. ; using this photograph as an example, I have never used a tool like this before inspiration, visit... Pitch with our easy-to-use template and examples to decide on which why you wanted deliver. Aiseo Meta-Description Generator Improve your content enhance and support your images created ImageMarker! It does the job superbly for blogging, social media include counts meta description Complete... Of descriptions with specific requirements feature to auto-generate a caption and think what... Copy they can to, keep in mind what the audience is looking for and then to blog... The language this can be deployed using the following mechanisms: Deploy from Dockerhub docker. To keep track of how many characters youve included in your caption long time read. Computing, data management, and useful localized and low latency apps on Google.... Emissions reports designed to help you as a business or yourself, consider adding a link to Google. Name system for reliable and low-latency name lookups when you post a picture, have! You wanted to deliver your information training our lstm model, we our... Development of AI for medical imaging by making imaging data accessible, interoperable, and more or deep,...