Content writing cloud serviceроботи

Доброго времени суток Я занимаюсь 3д сканированием, и ищу человека который может мне сделать на основе облака точек ( point cloud ) - 3д модель ТЗ: 1. создание NMT (численной модели рельефа) с разрешением не менее 5 см/пикс ( .obj .ply ) 2. создание NMPT (численной модели почвенно-растительного покрова) с разрешением не менее 5 см/пикс ( .obj .ply ) 3. создание текстурированной 3D TIN-модели 4. создание ортофотоплана с разрешением не менее 3 см/пикс Объект: Frankenstein Castle Адрес: Krzywa, 57-200 Ząbkowice Śląskie Каждый пункт можем оценить отдельно, так что не обязательно выполнять каждый из них, эту работу могут сделать несколько человек

...этого подробную инструкцию, вот основные ее пункты: 1. Получить доступ к GPT API. 2. Создать Telegram-бота с помощью BotFather и получить токен API-интерфейса. 3. Установить Python 3, необходимые библиотеки (python-telegram-bot, SpeechRecognition, PyDub, google-cloud-speech, google-cloud-texttospeech) и выбрать систему ASR/TTS (например, Google Speech-to-Text и Google Text-to-Speech API). 4. Создать файл Python (например, ) и импортировать необходимые библиотеки. 5. Задать ключи API для Telegram и Google Cloud. 6. Настроить функцию для преобразования голосовых сообщений в текст (voice_to_text). 7. Настроить функцию для получения ответа от ChatGPT (get_chatgpt_response) и подключиться к OpenAI API или другому методу доступа к ChatGPT. 8. Настроить функцию для...

Need to change the "Shipping City" field widget from a List to a Text field, under the field, display Help text. After writing the name of the city, compare the name and display the corresponding list of departments in the "delivery offices" field.

I'm seeking a skilled editor for a long-term position for multiple projects with my content agency, primarily serving health and fitness coaches & my own personal brand. I run a short-format content agency that edits videos for coaches. Videos will be primarily talking head videos. The videos are up-to 60 seconds long and I expect you to edit subtitles, b-roll, stock footage, dynamic motion/graphics and make the video in general: entertaining and highly engaging. I am looking for a person that can be my full time editor for the next 6-12 months with the possibility of consistent pay-raises when the agency experiences growth. You will be paid 8USD for every video-edit. Paid on a per video basis (not hourly) The process is super streamlined! All videos are tai...

I'm in need of a talented 3D video animator who has a strong portfolio of realistic animations. The primary goal of the animation is to showcase my product or service to a young adult audience. Key requirements: - High-Quality Animation: The animation must be extremely detailed and realistic to appeal to young adults. - Showcase Product: The video should effectively display the key features of the product/service in an engaging manner. - Fast Turnaround: I'm looking for a freelancer who can deliver this project quickly without compromising the quality of the animation. Ideal Skills: - Prior Experience: Previous experience in creating realistic 3D animations for advertising purposes is a big plus. - Attention to Detail: A keen eye for detail and a commitment to del...

Copy and paste content into figma template and build out pages for a new website. Change colours and font to match colours in branding Template: 8 Pages - Landing Page - Services Overview - 5 Service Pages - Contact Us Page

I am seeking an assistant who has extensive knowledge and experience in the mortgage industry, along with an exceptional track record in the area of customer service. Key Job Requirements: - Past administrative work in the mortgage sector - Proficiency with mortgage processes and terminologies - Outstanding customer service skills Ideal Skills and Experience: - Proven experience as a mortgage broker admin - Mastery of customer service principles and practices - Familiarity with mortgage industry concepts, practices, and procedures This role calls for a professional that can jump right in without the need for extensive training. It's sophisticated, demanding, and rewarding - fit for an individual who knows the ins-and-outs of mortgage and values customer satis...

I'm in need of a dedicated virtual assistant who can help me with content creation for my WordPress blog. Key responsibilities would include writing appealing blog posts ranging between 500 to 1000 words. Key Requirements: * Excellent writing skills with the ability to engage audiences * Familiarity with WordPress and SEO best practices * Proactive, able to work independently and meet deadlines * Prior experience in blog post content creation is a plus * Firm grasp of the English language This role is not just about writing - it's about creating compelling content that resonates with our readers and adheres to our brand voice and style.

Looking for a Google Cloud Platform (GCP) expert who can assist with Cloud Functions and Vision API integration and deploy function on google cloud - Your main focus will be integrating Vision API for images batch processing and setting up Cloud Functions. The urls of images will be in excel file in google cloud. The parse result to be placed in columns next to url column. - The data primarily processed with text detection. Ideal Candidate: - Proficient in GCP services, specifically Cloud Functions and Vision API. - Experienced in setting up GCP services for one function. - Skilled in implementing Vision API for image processing. - Strong understanding of data processing in GCP.

I'm searching for an experienced Laravel developer to construct a site in two stages. This stands as a Software as a Service (SaaS) project designed to aid with product uploads onto e-commerce and marketplace platforms. Site will need to be built in Laravel using the blade framework and tailwind. It will include integrations with and I have provided a fill project outline so please ensure that it is read before bidding as i need the costing in 2 parts. The cost for stage 1 and cost for stage 2 as we would like an MVP of the product first. Please ensure that your bid has the cost of both parts but in the description include the split between both parts and the hourly rate.

I am seeking a uniquely skilled developer to create a dynamic logistics application. The primary function of this app is to manage service logistics, enabling efficient assignment of tasks to technical teams. As the demands on the system will be varied, the selected expert should ideally have a strong command of angular 17 for frontend development, and Postgres for backend purposes. Core functionalities: - Service Creation: The app should enable the initiation of services. - Automated Service Assignment: The app should come with an in-built mechanism to assign services to the technical team based on their current availability. - Urgency-based Ranking: Prioritize assignment of services according to urgency, working on a first-come-first-serve basis. Preferred Skil...

...goal is to manage service logistics from requesting to delivering. Some key features I need are: - User Management: Implementation of user registration/login, user roles, and permissions, and user profile management are essential. - Service Request Management: An efficient system for creating new service requests and assigning them to specific users or teams. Furthermore, being able to track the status and progress of these service requests is crucial. - Real-time Notifications: The applications should notify users in real-time as changes or updates are made. Advice on the best technologies to use for these functionalities is also needed. Ideal candidates for this job have experience building similar web and mobile applications and have a solid understand...

I require a highly functional app primarily for managing service logistics and requests in real-time. The key functionalities would include: - Request Management: This will entail form creation for service requests, tracking these requests, and a streamlined approval process. Effective management of this will be crucial. - Service Logistics Management: This involves scheduling services meticulously, optimizing routes for efficient service delivery, and continuous tracking of services. Knowledge and proficiency in Laravel 10, PostgrestSQL 16, Ionic 7, and Angular 17 would be vital for this project. Notifications should update in real time to reflect status changes. I'm keen on an easy to navigate administrative panel for the web application. The mobile ap...

I'm looking for a professional to compose a compelling literature analysis essay. The ideal candidate has a thorough understanding of English literature and strong research abilities. Key Responsibilities: -Analyzing literature using different online sources. -Extensive research using academic journals and scholarly...compelling literature analysis essay. The ideal candidate has a thorough understanding of English literature and strong research abilities. Key Responsibilities: -Analyzing literature using different online sources. -Extensive research using academic journals and scholarly websites. Ideal Skills and Experience: -Exceptional writing and editing skills. -Thorough understanding and experience in literature analysis. -Strong research abilities. -Experienced in ac...

I'm looking for a talented writer to create short, highly technical articles on various technology topics. The ideal candidate will posses: - An in-depth understanding of technology and the ability to write about it in an engaging and accurate manner. - Proficiency in writing concise, expert-level content. - A proven track record of creating engaging technology blog articles. I'm looking for short, well-researched articles that can provide valuable insights to an expert audience.

Project Description: We are seeking a highly skilled High-Performance Computing (HPC) Engineer with expertise in shell scripting and workflow automation to assist in the evaluation and enhancement of the Parallel Works platform. The successful candidate will need to execute various tasks involving cloud cluster management, running pre-installed workflows, and handling both basic and advanced system integrations. Experience with MPI (Message Passing Interface), Singularity containers, and batch scripting is crucial.

I a...professionals, highlighting its unique problem-solving capability. Expectations are: - Exceptional writing skills to convey our message in a concise yet captivating way. - Ability to tailor content specifically targeting industry professionals. - In-depth understanding of our product's problem-solving capability and translating it into an engaging narrative. - Experience in distributing press releases is preferable. Your knowledge in technical or industrial products is a significant plus. This project will require a deep understanding of the product and its unique selling point – its problem-solving capability. Would especially appreciate bids from freelancers with a background in writing about such tools and technology. also need assistance with ...

...engaging, in-depth content on a variety of topics, including Technology, Health, Life Coaching, and Education. The ideal candidate should be able to cover these subjects in a way that's both informative and compelling. Key requirements and responsibilities: - Crafting 750-1000 word blog posts on a regular basis (frequency not yet confirmed) - Researching and keeping up-to-date with the latest trends and developments in the specified topics - Ensuring all content is original and not AI generated - Writing in a style that's accessible and engaging for a broad audience Ideally, you should have: - Proven experience in content writing, particularly blogs - Knowledge or background in the specified industries (Technology, Health, Life Coaching, ...

...and wellness content. Your primary responsibilities will involve article writing and copywriting, with a focus on the nutrition subcategory. Key Responsibilities: - Writing articles that are engaging and informative, focusing on the health and wellness industry - Creating compelling copy for our health and wellness materials, specifically related to nutrition Ideal Candidate: - Native German speaker with exceptional writing skills in German - Previous experience in article writing and copywriting - A strong understanding of the health and wellness industry, with a particular focus on nutrition - Ability to create original, well-researched and high-quality content - Excellent communication skills and attention to detail If you're passiona...

I am looking for an expert developer who possesses an in-depth understanding of Java multi-threading, specifically the Executor Service method. The main task involves partitioning a loop in a program I'm currently working on. Key Responsibilities: - Understand and modify my existing Java code - Partition the given loop to enhance performance by effectively spreading the workload across different threads - Use the Executor Service method as the default way for threading Most importantly, to be considered for this project, applicants should highlight past roles or projects where they've successfully implemented a similar Java multi-thread solution. Additionally, having an excellent grasp of loop partitioning for performance enhancement will be a considerable ad...

Будь ласка, зареєструйтесь або увійдіть в систему для перегляду деталей.

I'm in need of a writer who's proficient in corporate finance to create a concise paper focusing on the fundamental concepts in this domain. The audience for this paper will be graduate students, so the content should be engaging and informative for individuals familiar with the field. Key requirements: - Create an overview of key corporate finance concepts: I'm looking for a paper that covers the primary theories and principles that underlie corporate finance, but in a way that's accessible and easy to understand for graduate students. - Target the graduate level: While the paper should provide a comprehensive understanding of the subject, it should avoid delving into unnecessary complexity. The ideal writer will be able to strike a balance between thoroughness...

As an organization, we aim to significantly boost our network security. Thus, we're seeking a skilled professional capable of: - Configuring firewall - Implementing an effective Intrusion Detection System - Establishing secure remote access Unfortunately, we skipped out on specifying our preferred secured remote access service and the size of our network infrastructure during the initial stages. However, we encourage applicants to be fully versatile with VPN, SSH, RDP, and to be equipped to handle infrastructure of various sizes. Prior experience with these areas will be advantageous. Do you have what it takes to help us execute a thorough network security overhaul? If so, we want to hear from you!

I'm in need of a skilled data miner who can help to extract certain details from a vast range of Shopify products. Your mission, if you choose to accept it, is as follows: - list products that contain non-English writing or words in text and videos - Organise and sort these findings for simple review - Identify and list any products filled with non-English language in the description, pictures or images - Compile lists of products that aren’t currently making top-seller lists - List any products can not be delivered in eight days or less. Please note that tractors and food vans may take up to two months to deliver. - List any products that are not suitable for industrial purposes/non-commercial products. Ensure that the products you are considering are meant for commerci...

We are using an online field service software platform called Uptick for our field technicians to carry out inspections of fire systems. The online software we use generates a PDF report based on the field technician inputs. We have access to the CSS/HTML/DJango source code to modify the PDF output. We require a developer who will work with us to generate a PDF output based on our design by modifying the existing source code. Please note: The developer must be willing to discuss the project via [Removed by Freelancer.com Admin for offsiting - please see Section 13 of our Terms and Conditions] so that clear instructions can be discussed as to the required PDF output.

I am in need of a proficient WordPress developer who can carry out effective content management for my website. Specifically, my website primarily features written blog posts. Your primary tasks would include: - Managing less than 10 pages or blog posts on a regular basis. - Updating the blog posts as necessary to create dynamic and attractive content. Ideal Skills and Experience: - In-depth understanding of WordPress and content management. - Proven experience working with written blog content management. - Exceptional attention to detail, ensuring cohesiveness and effectiveness in content presentation. - Excellent time management skills to ensure regular updates. This project center around content management, with keenness on frequency an...

I'm looking for a proficie...creating Chrome extensions for social media platforms. The main requirement is to generate tailored content for Instagram. - You should create a Chrome extension with the following features: - Template-based content generation: It should support text templates and also have the capability to overlay different texts over one video. - Text overlays: This feature is to add text over images or videos. - Mass production/download: This tool should generate content in bulk and allow for mass downloads. The ideal candidate for this project would have a strong command over JavaScript (for Chrome extension development) and experience dealing with various social media APIs. A strong understanding of content creation processes for soc...

...Fluently. They MUST specialize in IT/digital marketing/ ecommerce/employee hiring grants They MUST have a proven strong track record of total grants submitted vs approvals in the last year within Canada. They are responsible for finding funding opportunities for our organization and writing polished proposals to earn Ontario & Federal government grant money. The Grant Writer will identify, define and develop funding sources to support existing and planned program activities as well as lead the development, writing, and submission of grant proposals to the Ontario/Canadian Federal Government. Primary responsibilities include preparation of proposals and grant applications, and performance of responsible professional and administrative work in researching, identif...

I require a writer experienced in bioethics for a brief project exploring surrogacy from a utilitarian perspective. Your work should focus on the ethical implications of surrogacy, underpinned by utilitarian theory. Given ...the task, skills and qualifications in philosophy, ethics, or related fields are highly recommended. Key Responsibilities: - Write an engaging paragraph on surrogacy, highlighting its ethical considerations. - Utilize supporting arguments from utilitarian ethics. - Ensure the content is original, well-researched, and accurate. Ideal Candidate: - Knowledge in bioethics and philosophy. - Excellent researching and writing skills. - Ability to engage readers with compelling and insightful content. - Experience writing about surrogacy or simila...

It is step by step guide on how we work as a business to service our clients. This will be shown to potential clients need it to be more engaging. Visual design, Layout and formatting, Graphics and images

...to help me grow my Instagram account. We are a licensed Psilocybin Service Center in Oregon. We need more of an online presence in general and are open to ideas. Need content posted and engagement for sure. The is a wide range in our demographics. Mostly being mushroom-friendly audience. Key aspects of the project include: - Crafting engaging content: You should be able to create compelling, relevant and shareable content that aligns with my theme of inspirational quotes. - Boosting website traffic: Your strategies should be geared towards increasing the number of visitors to my website. - Understanding target audience: A good understanding of middle-aged adult demographics is necessary. You should be able to tailor content to suit this age group. ...

I require an proficient developer to create a script that can send out automated emails through Gmail. This task should be accomplished with an appropriate scripting language for Gmail's environment. Key Requirements: - Send out notification emails. - The notifications will be for scheduled reminders and service status updates. - Targeted audiences are all users and selected groups. Relevant skills include proficiency in JavaScript (as Gmail Scripts commonly employs this language) and familiarity with Gmail's API. Knowledge of handling scheduled tasks and interaction with user databases is also beneficial. In short, I'm looking for a coding and Gmail expert who can automate the process of sending important reminders and status updates to our users. The system shou...

...is to promote a product or service, so your work must be adapted to achieve this goal. - The target audience for this project is adults, so the style and content of the animation must be suitable for this demographic. - Audio narration is still in process, but our market is based on the same thing that this application does, for the Latin American market. - In short, we are looking for an animation that is very similar to the attached video, since the narration will be very similar as well. - If the animator requires the script in the language necessary to understand the content, please indicate it in the offer or send a message. If you have a strong portfolio of similar work and understand how to create engaging content for adult viewers, I'd love

hello I'm looking to set up a team that would help me start my company so the deal is that I want to start a movie streaming company that lets users stream and download movies and TV...gets more than 10000 +active users, we will get funding to continue with the work in two months so the problem is I don't have the money to pay you right now but once we get funded I will pay you very well so i need 2 developers {able to make Android and ios apps} 5marketing people 2 people to handle sales 2 customer service 10 people with high internet to download and upload movies and since you would have helped found this company 50% will be equally distributed among you. below is my pitch de...

I'm seeking an experienced and creative writer specialized in the fantasy genre. K...fantasy genre. Key elements to be included in this webnovel are: - Intriguing magic systems - Mythical creatures that enrich the world - Epic battles that capture reader's attention The story will revolve around a compelling hero or heroine. It's important for this character to be well-developed and relatable as they embark on their journey. Expertise required include: - Proven track record of writing in the fantasy genre - Solid understanding of character development - Ability to weave intricate, immersive worlds - Proven experience in creating engaging battle sequences This project requires a creative yet structured way of thinking, tailoring a captivating narrative that aligns...

...dimensioned and drawn on 36” x 24” paper 1. Plan View: A floor plan indicating the dimensions of the project, location of all walls, doors, windows, headers and beams (with sizes), structural members (such as floor joists, ceiling joists, and roof rafters including sizes, dimensions and direction), electrical outlets, electrical switches, lighting, smoke detectors, escape windows, appliances, electric service panels, bathrooms, furnaces, water heaters, all materials to be used, ceiling height, and all other pertinent information. If there is to be a fireplace, installation information must be submitted. 2. Cross Section: Show all materials to be used, basically a slice through the wall showing how the wall-ceiling-floor construction is to be completed. Indicate as muc...

...I'm applying for. Key Requirements: - The professional experience descriptions should be refined, highlighting my achievements and responsibilities in a clear, concise, and impactful manner. - The educational background section needs to be structured to effectively showcase my academic achievements and qualifications. The ideal candidate for this project should have: - Extensive experience in writing and refining CVs, particularly for managerial positions. - Proven ability to improve the clarity, coherence, and professionalism of professional experience and educational sections. - Excellent communication skills to collaborate effectively and deliver the revised CV in a timely manner. The project has an urgent timeline, so I would appreciate your prompt attention to this ...

I have half of a research paper on Social Media Usage and Happiness, but I need someone to improve it and add citations. The paper should be 6 p...add citations. The paper should be 6 pages long. ### Focus Areas - **Introduction and Thesis Statement** - **Analysis of Research Findings** - **Conclusion and Recommendations** ### Requirements - You should have a strong grasp of sentence structure and clarity to enhance the existing content. - I expect you to bring your own research skills to improve the paper and add relevant citations. - Please ensure the essay is 6 pages long. - Previous experience in social science or psychology research writing is a plus. Please provide a timeline for completion with your bid. I'm looking for someone who can turn around quality wo...

I'm seeking an IT teacher to create a unit set assignment for an intermediate level ICT course. The ideal candidate should have adept ICT know...ideal candidate should have adept ICT knowledge and experience. Key Requirements: - Vast knowledge in ICT. - Should have experience in teaching IT related subjects. - Adept at creating quality educational content. - Excellent English writing skills. - Preferably worked with BTEC (an added advantage). The task is to create a unit set assignment that should be well-structured and comprehensive for an intermediate level ICT course. The assignment must be delivered in a Word document format. Ideal Skills: - Proficient in ICT - Excellent English writing - Experience in creating educational content - Previous experie...

...philosophical argument that justifies war in certain, defined circumstances. - Provide sufficient, logical reasoning and ethical principles behind the justification. I require a unique, thought-provoking and high-quality paper that showcases critical thinking and application of ethical theories. Ideally, the freelancer should possess a background in philosophy or a related field and have experience in writing about ethics, particularly just war theory. The paper should be completed as soon as possible. here is the email my professor sent about the paper- The paper is to be written in some standard word processor format in complete sentences. It is to be about 1200-1500 words on any topic covered in class. Please do not start your paper with: "Lately my topic has become v...

...high-concept, albeit edgy comic venue. (Your scene is not comparatively controversial in that respect). Your role would be either the man or the woman. THE COMPLETE SCRIPT (restaurant scene) MAN: It's wonderful to finally meet you. WOMAN: Thank you. WOMAN: You’re writing me a check?!? What do you take me for? I'm not a prostitute, you pig!! I thought this was a date! MAN: Omigosh! No! I'm SORRY. I HONOR you. I’m SO sorry. But I saw you were wearing this cross--and it reminded me: I gotta pay the Indians rent. (bedroom scene) WOMAN: Honey, are you coming to bed? MAN: ...

I'm in immediate need of a cloud-based stock management software with barcode generation, scanning, stock quantity tracking, and weight measurement functions. The system should enable me to: - Generate and scan barcodes for every product in my stock - Track the quantity of each item I have in stock - Measure the weight of my stock in grams I prefer a cloud-based solution that can be accessed and updated from any internet-connected device. The software should have an easy to use interface and be able to: - Enable manual entry of stock data - Support updating stock information by scanning barcodes - Automatically update stock data from my sales records The software could be developed in Excel, as long as it's accessible online. As a freelancer, you should have exp...

I'm looking for skilled and experienced freelancers across different domains - web development, graphic design, content writing, and more. Your past work and detailed project proposals will be valuable in your application. Please reach out if you are interested in working with me. Thank you.

Theme Home About us location Service Blogs (dynamic) Contact us Redesigning ofy website All content from this website as pages

I'm seeking help with my job applications on LinkedIn. I'm interested in applying for product management jobs. Key Requirements: - Apply for product management roles on LinkedIn on my behalf - Assist in tailoring cover letters and resumes to specific job postings -...interested in applying for product management jobs. Key Requirements: - Apply for product management roles on LinkedIn on my behalf - Assist in tailoring cover letters and resumes to specific job postings - Should have a good knowledge of the LinkedIn platform and job application process Ideal Skills and Experience: - Proven experience in job application assistance - Strong communication and writing skills - Familiarity with LinkedIn's job application process - A good understanding of the job market ...

...adding the usual trading indicators as part of the strategy, but I want to start basic. Ability to customize buy and sell points as well as add different cryptocurrencies. Very Important: Host the script in the cloud for convenience and to avoid personal management responsibilities. I don't want the script to run on a server like AWS that I'd have to manage and continually monitor for uptime, etc. The script should allow for easy parameter adjustments. Considerations for adding various cryptocurrencies such as Litecoin, Dogecoin, etc. Preferably, the script should be hosted on a cloud platform to alleviate personal management responsibilities. How to Apply: Please provide examples of previous cryptocurrency trading scripts you've developed, along with yo...

I'm looking for an experienced Solution Architect to help me with a digital transformation project. The main goal of this project is to undergo a significant change to modernize and improve our current IT infrastructure and processes. Key requirements for this solution inc...without compromising performance. - Reliability: We need a dependable infrastructure that ensures minimal downtime and data loss. - Cost-effectiveness: The solution should be efficient in terms of both initial cost and long-term maintenance. I'm particularly interested in leveraging Cloud-based solutions such as AWS, Azure, and GCP for this project. Ideal candidates should have a proven track record in designing and implementing scalable, reliable, and cost-effective digital transformation projects u...

I'm looking for a researcher to assist me in my university project on Nursing Education. - Your main task will be to conduct detailed online research on the subject. This includes but is not limited to: - Gathering data, reports, and academic studies regarding the latest methodologies in nursing education. - Identifying key tre...and tools used in nursing education. - Your research should ultimately help me in developing a well-informed and comprehensive research paper on Nursing Education. Ideal Skills and Experience: - Proven experience in educational research or nursing education. - Familiarity with online research methodologies and academic databases. - Strong analytical and critical thinking skills. - Excellent writing skills to summarize and present the research fi...

I'm in need of an expert in Python who can implement a neural network for ...neural network for natural language processing. The ideal freelancer should have strong experience in machine learning, specifically for NLP tasks. Training a neural network model for natural language processing. Specifically the goal is to implement with a custom dataset. Key Requirements: -Understanding the model and its functionalities and writing a Jupyter script for training with a custom data set. - Experience in developing neural networks for NLP - Ability to create models for sentiment analysis, named entity recognition, and text classification Please provide details of your relevant experience and how you plan to approach this project in your application.

Project Description: We are seeking a highly skilled High-Performance Computing (HPC) Engineer with expertise in shell scripting and workflow automation to assist in the evaluation and enhancement of the Parallel Works platform. The successful candidate will need to execute various tasks involving cloud cluster management, running pre-installed workflows, and handling both basic and advanced system integrations. Experience with MPI (Message Passing Interface), Singularity containers, and batch scripting is crucial.