Hi, I’m a Systems Engineer with experience supporting a wide range of infrastructure, platforms, and environments. I work across Windows and Linux systems, and I’m comfortable jumping into both ongoing support and full project builds—from troubleshooting and upgrades to planning, automation, and long-term stability improvements. I can assist with virtualization and hypervisors including Proxmox, VMware vSphere/ESXi, and Hyper-V, along with storage and system performance. I also have experience working with Synology NAS environments, including shares, backups, permissions, and integrating NAS storage into on-prem and virtualized setups. I’m experienced with containers (Docker and container-based deployments), cloud environments like AWS and Azure, and building practical automation using Ansible, including AWX and Tower, to reduce manual work and keep infrastructure consistent. I’m also familiar with common web and backend infrastructure such as Apache, MySQL, Redis, and WordPress, whether hosted on-prem or in the cloud. If you need help with ML/AI tasks I can also be of service. I can help you use openclaw, n8n, ollama,vllm, llm studio, gpu management, bittensor, and more. My goal is to understand your technical objectives clearly, communicate throughout the project, and deliver a solution that’s stable, secure, and easy to maintain. I have a flexible schedule and strong soft skills, so projects stay organized and moving in the right direction. Feel free to reach out if you’d like to discuss your project. Thanks! Roger

I create full-stack GTM systems that consistently book meetings on autopilot. Running 24/7 — 5-10x leverage on a manual SDR + marketing-ops team — without the headcount. What I do: 🔥 Signal-based lead generation — funding, hires, tech-stack + intent signals 🔥 Personalized outreach + speed-to-lead — AI across email, LinkedIn, inbound 🔥 Follow-up automation — drip + CRM reactivation across email, LinkedIn, SMS Final result: booked meetings on your calendar — every week, on repeat. The full stack — 5 channels, one outcome: 1. Cold Email Engine — Signal-Based Outbound at Scale Small, hyper-enriched lists (500-1,000 prospects) targeted by funding rounds, hires, tech triggers, intent signals. Every touch personalized 1:1 by AI. → Clay enrichment + Smartlead/Instantly sending + 1:1 LLM personalization → Multi-domain sender infrastructure with deliverability monitoring built in → AI reply triage routes hot replies to your AE in real time, not next-day Most agencies blast 50K cold emails. I send 5K and book more meetings. 2. LinkedIn Engine — Outbound Outreach + Founder Distribution Multi-account LinkedIn outreach (HeyReach) firing in parallel with daily founder content building authority on the same prospect list. Pull + push. → Connection requests + sequenced DMs by funding, role, and intent signals → Daily founder posts: build-in-public, tactical teardowns, revenue updates → Inbound DMs from content auto-qualified and booked without human handling Same buyer hears from me on email, LinkedIn outreach, and sees my content. 3. Inbound Engine — 60-Second Speed-to-Lead Across Every Channel Every inbound — form fill, content download, demo request, IG/FB DM, web chat — gets an AI response within 60 seconds. No "follow up tomorrow." → Web form → instant SMS + email qualifier within 30 seconds, every time → Multi-channel sequence (DM → SMS → email) until booking is confirmed → Auto-handoff to your AE the moment a conversation gets complex enough 20-30% of MQLs go un-worked across most B2B teams — pipeline you paid for. 4. Drip & Nurture Engine — Multi-Touch Until They Convert Email + LinkedIn + SMS sequences for cold leads, no-shows, post-demo, and dormant accounts. AI personalizes every touch from CRM signal, not templates. → 14-day no-show recovery with personalized re-engagement touches per lead → Post-demo nurture sequences for stalled deals stuck in pipeline limbo → Win-back triggers fired by inactivity windows and live churn signals The leads marketing already paid for stop leaking out the back of the funnel. 5. CRM Engine — Plugs Into Your Stack, Reactivates Pipeline Wires into HubSpot, Salesforce, Pipedrive, Outreach, generic webhook — whatever you run. No rip-and-replace. AI scores every record continuously. → Native integration with your existing CRM as the single source of truth → Auto-detect dormant opportunities and fire recall sequences on schedule → Turn closed-won customers into a referral pipeline that compounds monthly Your data stays in your CRM. Your AEs see hotter pipeline every morning. The lock: booked meetings on your calendar — every channel, on autopilot. I don't sell SDR seats. I don't sell tools you manage. I sell the outcome. 3-month minimum. Tools (Clay, Smartlead, Instantly, HeyReach, n8n) bundled. Pricing: $5-15K/mo by stack scope. One retainer, full system, on autopilot.

Is your SaaS product struggling with slow APIs, unreliable AI features, scaling challenges, or an MVP that's not ready for real users? That's exactly the kind of problem I solve. With 9+ years of experience building SaaS platforms, AI-powered applications, and high-performance Python backends, I help startups and businesses launch faster, scale confidently, and avoid costly technical mistakes. My focus is simple: clean architecture, reliable delivery, and solutions built for long-term growth. 𝗛𝗘𝗥𝗘'𝗦 𝗪𝗛𝗔𝗧 𝗜'𝗩𝗘 𝗗𝗘𝗟𝗜𝗩𝗘𝗥𝗘𝗗 𝗙𝗢𝗥 𝗖𝗟𝗜𝗘𝗡𝗧𝗦 𝗟𝗜𝗞𝗘 𝗬𝗢𝗨: 🏆 SaaS Enterprise Platform — Led 500+ hours of development, automated critical workflows, reduced manual operations by 60%, and helped the client scale operations more efficiently while maintaining a 5-star partnership. 🏥 Healthcare Technology Startup — Re-architected and optimized Python APIs, reducing response times by 40%, improving system reliability, and enabling the platform to support growing user demand. 🤖 AI Automation Platform — Built LLM-powered workflows, intelligent document processing, and automation systems that reduced manual effort by 70%, improved operational accuracy, and accelerated business processes. ⭐ 𝗪𝗛𝗬 𝗖𝗟𝗜𝗘𝗡𝗧𝗦 𝗖𝗛𝗢𝗢𝗦𝗘 𝗠𝗘: ✅ 100% Job Success Score — Top Rated ✅ $100K+ earned across 31+ successful projects and verified client reviews ✅ 10,000+ hours of hands-on development experience ✅ You get responses within 1 to 2 hours: no waiting, no chasing ✅ Fast communication and regular project updates ✅ You get honest commitments, clear timelines, realistic estimates, and reliable delivery 𝗪𝗛𝗔𝗧 𝗜 𝗖𝗔𝗡 𝗕𝗨𝗜𝗟𝗗 𝗙𝗢𝗥 𝗬𝗢𝗨: 1) Backend & APIs: Scalable Python backends, REST APIs, microservices, database design, and cloud-native architectures built for performance and growth. 2) AI SaaS Solutions: AI-powered applications, RAG systems, AI agents, workflow automation, vector databases, and production-ready LLM integrations. 3) Frontend Applications: Modern React.js and Next.js interfaces seamlessly integrated with scalable backend systems. 4) Data Engineering & Automation: Web scraping, ETL pipelines, data processing, workflow automation, and business intelligence solutions. 🔥 𝗛𝗢𝗪 𝗪𝗢𝗥𝗞𝗜𝗡𝗚 𝗪𝗜𝗧𝗛 𝗠𝗘 𝗙𝗘𝗘𝗟𝗦: You share your requirements → I return a clear project plan with features, milestones, and a realistic timeline Throughout the build → regular updates, never silence At delivery → tested, documented, and production-ready After launch → I stay available until everything runs smoothly No ghosting. No surprises. Just clean work, shipped on time. 🚀 𝗠𝗬 𝗣𝗥𝗢𝗖𝗘𝗦𝗦: Step 1 → Discovery call to understand your exact requirements Step 2 → Clear project plan with milestones & deliverables Step 3 → Regular updates: no ghosting, no surprises Step 4 → Tested, documented, production-ready delivery Step 5 → Post-delivery support until everything runs smoothly 📦 𝗦𝗢𝗟𝗨𝗧𝗜𝗢𝗡𝗦 𝗜 𝗖𝗔𝗡 𝗕𝗨𝗜𝗟𝗗 𝗙𝗢𝗥 𝗬𝗢𝗨: 🔹 Need a scalable API? I'll build a secure FastAPI or Django backend with authentication, database design, documentation, and deployment ready for production. 🔹 Need reliable data collection? I'll create custom web scraping and data extraction solutions with anti-bot handling, scheduled execution, and structured data delivery. 🔹 Need AI integrated into your business? I'll develop AI-powered SaaS applications, RAG systems, AI agents, workflow automation, and production-ready LLM integrations. 🔹 Need to launch an MVP quickly? I'll build a complete React/Next.js + FastAPI/Django application with authentication, integrations, and deployment support. 🔹 Need help fixing or scaling an existing system? I'll audit your architecture, optimize performance, resolve critical issues, and help prepare your platform for growth. 🚀 𝗥𝗘𝗔𝗗𝗬 𝗧𝗢 𝗕𝗨𝗜𝗟𝗗? Whether you're launching a new SaaS product, scaling an existing platform, or integrating AI into your workflow, I'll help you avoid costly mistakes and deliver a solution built for long-term growth. Send me your requirements, current challenges, or even a rough idea. I'll review everything, identify potential risks and opportunities, and provide a clear execution plan before any development begins. 📩 Message me today, and let's build something that scales. Keywords: Python, FastAPI, Django, Flask, Web Scraping, Data Extraction, PostgreSQL, MongoDB, React.js, Next.js, TypeScript, REST API, AI/ML, TensorFlow, PyTorch, OpenCV, Docker, MERN Stack, Full Stack Development, Backend Development, Frontend Development, Deployment, Production Environment, Lovable, Replit, Claude API, OpenAI API

Although my history on Upwork is limited, I am a TOP-RATED freelancer on this platform with a 100% Job Success Score (JSS), ranking among the top 10% of freelancers. Beyond Upwork, I have a long and successful track record, having delivered hundreds of projects globally. I have collaborated with SMBs, enterprise clients, and Fortune 500 companies, including HUAWEI, consistently delivering exceptional results. With over 15 years of extensive experience in Web Design & Development, Mobile App Development, UI/UX Design, and Digital Marketing, I bring a comprehensive skill set to every project. As a seasoned full-stack developer, I also excel in project management and team leadership, ensuring high-quality outcomes and client satisfaction. MY EXPERTISE: 🎓 👨🏻‍💻 🤝 ✔ Web Development (Front-end & Back-end): As a full-stack developer, I handle all aspects of web development, from backend scripting to frontend design. Utilizing technologies like PHP, Laravel, React.js, and more, I deliver robust and scalable web solutions tailored to your needs. ✔ Mobile App Development: From concept to deployment, I specialize in developing customized mobile apps for iOS and Android platforms. Combining functionality with elegant design, I create apps that resonate with your target audience. ✔ WordPress Development: I specialize in designing and developing WordPress-based websites, offering a comprehensive range of services from theme and plugin development to customizations from scratch. I am an expert with all popular themes and plugins, including Hello Theme, Avada, Be Theme, and more. Additionally, I am proficient in using builders like Elementor, Divi, Beaver Builder, Genesis, and Visual Composer, ensuring your website is both functional and visually stunning. ✔ Digital Marketing: Craft strategic digital marketing campaigns to enhance your online presence, drive traffic, and maximize conversions. I specialize in SEO, PPC, SMM, and ASO to ensure your brand stays ahead in the competitive digital landscape. ✔ Graphics Designing: Transform ideas into visually stunning graphics that effectively communicate your brand message. From logos to marketing materials, I create designs that leave a lasting impression. ✔ UI/UX Designing: Prioritize user experience with intuitive and seamless interface designs. Whether for websites or mobile apps, I ensure your digital platforms captivate and engage users. ✔ Cloud and Hosting Management: Ensure your digital infrastructure runs smoothly with expert cloud and hosting management services. From setup to optimization, I handle all aspects to keep your online presence secure and reliable. MY SKILLS: 🎓 👨🏻‍💻 🤝 - Laravel, PHP, MySql - React Js, Next Js, Node Js, React Native - WordPress Website Design & Development - WordPress Premium and Custom Themes and Plugins Development - WordPress Customizations - WooCommerce & Shopify - Bootstrap, JavaScript, jQuery, HTML, CSS - UI/UX Designer - Webflow & Wix - Frontend & Backend Developer - Website & Mobile App Maintenance - NetSuite Expert - CSM, CRM, ERP Solution Proivder - SEO, ASO Expert - Digital Marketing and Social Media Marketing Expert - Google Ads / PPC - Email Template Design & Automation - AI Tools Integration to Website and Mobile App - Facebook/Instagram Ads - LinkedIn Ads - Project Manager - Any kind of hosting, cloud, and server management PROJECT MANAGEMENT AND TEAM LEADERSHIP: 👨🏻‍💼 📋 💼 ◉ Project Manager: With a knack for project management, I ensure that timelines are met, budgets are adhered to, and deliverables exceed expectations. ◉ Team Lead: Leading by example, I foster collaboration and bring out the best in my team. Together, we achieve project success through effective communication and streamlined workflows. WHY CHOOSE A MULTIFACETED EXPERT: 🚀 🚀 🚀 ✅️ Proven Excellence: My Top-Rated status reflects a consistent commitment to delivering exceptional results across diverse projects. ✅️ End-to-End Solutions: As a full-stack developer, project manager, and team lead, I offer comprehensive solutions for your digital needs. ✅️ Client-Centric Approach: Your satisfaction is my priority. I work closely with clients to understand their goals and deliver tailored solutions that align with their vision. LET'S TRANSFORM YOUR DIGITAL JOURNEY: 👌 Ready to take your digital presence to new heights? Let's collaborate to create innovative solutions that drive growth and success for your business. Reach out today, and let's embark on this exciting digital journey together. Feel free to reach out, and let's embark on a journey to elevate your digital presence. Thanks.

I am Mahmud, Certified Shopify Expert. As a highly experienced web design and development specialist with over 10 years of experience, I pride myself on my ability to tackle challenges and deliver exceptional results. My expertise includes web design and development, as well as graphic design, and I have a solid understanding of the latest technologies, including WordPress, Shopify, Squarespace, HTML, and CSS. As a web developer, I specialize in creating various types of websites including: 1. eCommerce websites: Experience in developing and customizing eCommerce platforms like Shopify, WordPress, Squarespace and Webflow. 2. Business websites: Professional and visually appealing business websites that showcase products or services. 3. Blog websites: Developing and customizing blog websites optimized for SEO and user experience. 4. Portfolio websites: Visually stunning portfolio websites for artists and creative professionals. 5. Event websites: Developing event websites for promoting and managing events. 6. Personal websites: Personalized websites for individuals such as personal blogs and portfolios. 7. Membership websites: Developing membership websites with exclusive content and features. 8. Nonprofit websites: Professional websites for nonprofit organizations to communicate their mission and promote their cause. I am well-versed in website design, development, and optimization to ensure that the website is visually appealing and performant. I am able to work independently or in a team setting, and I have a strong work ethic and am committed to meeting my clients' expectations and requirements. If you are in need of a skilled and experienced web developer for any of these types of websites, please do not hesitate to contact me. Best Regards, Mahmudul Hasan (Mehedi) Web design and Development Specialist

Manual follow-ups kill momentum and let hot leads slip through the cracks. That’s why I design fully autonomous AI agent ecosystems that work around the clock to capture, qualify, nurture and book every prospect, so you never miss an opportunity. Imagine a Speed-to-Lead voice agent built on n8n, Vapi and GoHighLevel that instantly answers Facebook form submissions, double-dials any unanswered calls and then executes a precision 14-day follow-up cadence of three calls per day in each prospect’s own time zone. It checks your calendar availability on the fly, books and reschedules appointments during the call and writes every outcome back into GoHighLevel for crystal-clear reporting. Picture a Multi-Touch Drip Pipeline powered by Make.com and HubSpot that launches an email and SMS on Day One, then fires off follow-ups at 8 AM, 12 PM and 4 PM every weekday. Replies are tracked in real time on your HubSpot timeline and your team receives instant alerts so a human can jump in exactly when they’re needed. Envision an Instagram Chat Agent using n8n and Retell AI that greets every DM, understands images and voice notes, recognizes promotional keywords and gracefully escalates to a live rep whenever complex questions arise. Clients can update keyword triggers, promo text and pricing in seconds via a simple online form, keeping your messaging fresh without calling in a developer. Consider an Inbound Service-Area Bot built with Retell AI and Airtable that verifies a caller’s zip code against your service map, returns real-time pricing for estimates, handles emergencies, answers FAQs and even books appointments. It logs only the essential details to Airtable so prompts stay lean and costs stay low, while your team reviews summaries at a glance. Finally, imagine a Scheduled Outbound Caller engineered on n8n, Vapi and MCP Calendar servers that pulls new leads each morning, respects concurrency limits to avoid overloading your phone lines, dials prospects automatically and schedules tours in Google Calendar. Callback requests are re-queued seamlessly and every status update moves the contact to the correct lifecycle stage in your CRM without manual effort. With over eight years in AI and automation and more than one hundred production flows shipped, I bring you proven, battle-tested solutions that fill pipelines, accelerate revenue and free your team to close. Let’s transform your lead machine into a relentless growth engine that never sleeps.

Got an idea that needs to become a real product fast and right the first time? I've built mobile apps, SaaS platforms, and AI automations for founders who needed things done properly, not just quickly. 100% Job Success on Upwork. Top Rated. The difference with me: I don't just write code. I tell you what to build, what to skip, and why so you don't burn budget on the wrong thing. What I build: 📱 Mobile Apps iOS & Android (Flutter, React Native) 🖥️ SaaS & Web Apps MVPs, dashboards, scalable systems 🤖 AI Integration chatbots, LLM workflows, API automation ☁️ Cloud & Backend AWS, Firebase, Supabase, Node.js 🛒 E-commerce Shopify, WooCommerce, custom builds How I work: I start by understanding your users and business goals then I recommend the most efficient path forward before writing a single line of code. Clean builds. Clear communication. Support after launch. Available for US & EU time zones. Drop me a message and let's figure out your best next step no commitment needed.

As a seasoned professional with a robust background in technology leadership and software development, I have continuously excelled as a catalyst for driving big data integration, automating data mining processes, and spearheading the development of cutting-edge social media tools. My journey has been defined by a passionate commitment to leveraging data analytics, software prowess, and automation to empower businesses. With a prominent track record of steering teams to success, I thrive in high-paced environments that prize innovation and problem-solving. My tenure as a CTO and senior software developer has fortified my strategic outlook, enabling me to envision and execute data-driven solutions that streamline operations, bolster decision-making, and amplify overall business performance. Within the sphere of data analytics, I possess an acute ability to extract actionable insights from intricate datasets, empowering organizations to make informed decisions that foster growth. Moreover, my extensive expertise in software development equips me with the agility to craft robust, scalable solutions tailored precisely to meet diverse business requirements. Automation stands as a linchpin in optimizing workflows and eradicating manual bottlenecks. I am adept at harnessing cutting-edge automation tools and technologies to architect streamlined systems that elevate productivity and precision across the board. Moreover, my proficiency in data mining has been instrumental in unearthing invaluable patterns, trends, and correlations within vast data reservoirs. Through adept utilization of data mining techniques, I've been pivotal in guiding strategic decision-making processes, providing businesses with a competitive edge. In essence, my amalgamation of adept leadership, technical finesse in data analytics, software development, automation, and data mining positions me as an indispensable asset in steering businesses toward resounding success. I am impassioned about collaborating with forward-thinking teams and organizations, dedicated to fostering innovation, growth, and the harnessing of data-driven insights to surpass their objectives.

✅ Top Rated | $80K+ Earned | 8+ Years Experience | 270+ Projects Delivered Looking for a reliable developer to build, customize, or scale your e-commerce store or business website? I’m a WordPress & Shopify Expert specializing in E-Commerce Development, with 8+ years of proven experience and 4,600+ hours successfully delivered on Upwork. 🔹 What I Can Do for You E-Commerce Development: Shopify Store Setup, Customization, Payment Gateway Integration, WooCommerce Solutions CMS Development: WordPress & Joomla (Custom Themes, Plugins, Extensions, E-Commerce Sites) Frontend Development: Angular Applications, Responsive Design, PSD/XD to HTML, JavaScript, jQuery Backend Development: PHP, MySQL, Custom APIs, WordPress & Joomla Custom Development, AWS CRM Tools Integration SEO & Optimization: On-page SEO, Website Speed Optimization, Mobile-Friendly Design 🔹 Why Clients Choose Me $80K+ earnings and 270+ successful projects on Upwork Strong portfolio of e-commerce websites and custom business sites Long-term client relationships with repeat business Excellent communication in English, Hindi, and Gujarati Clean, scalable, and SEO-friendly code delivered on time 📌 Whether you need a Shopify store, WooCommerce website, or a custom web application, I can deliver scalable, high-quality, and business-driven solutions. 💬 Let’s discuss your project today!

Hi there, I’m Usman Khawaja, a 𝗙𝘂𝗹𝗹 𝗦𝘁𝗮𝗰𝗸 & 𝗔𝗜 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗲𝗿 with 10+ years of experience building, developing, and automating end to end web, mobile, and AI powered applications. I take full ownership of projects, from frontend and backend development to AI/ML, cloud deployment, and workflow automation. 𝗜 𝗱𝗲𝘃𝗲𝗹𝗼𝗽 𝗺𝗼𝗱𝗲𝗿𝗻, 𝘀𝗰𝗮𝗹𝗮𝗯𝗹𝗲, 𝗮𝗻𝗱 𝗽𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻 𝗿𝗲𝗮𝗱𝘆 𝗮𝗽𝗽𝗹𝗶𝗰𝗮𝘁𝗶𝗼𝗻𝘀 𝘂𝘀𝗶𝗻𝗴 𝘁𝗼𝗽 𝘁𝗿𝗲𝗻𝗱𝗶𝗻𝗴 𝘁𝗲𝗰𝗵 𝘀𝘁𝗮𝗰𝗸𝘀: 🔹 𝗙𝗿𝗼𝗻𝘁𝗲𝗻𝗱 & 𝗠𝗼𝗯𝗶𝗹𝗲 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁 - React.js, Next.js, Angular, Redux, Tailwind CSS, Material UI - React Native for hybrid mobile apps (iOS & Android) 🔹 𝗕𝗮𝗰𝗸𝗲𝗻𝗱 & 𝗗𝗮𝘁𝗮𝗯𝗮𝘀𝗲𝘀 - Python (Django, Django REST, Flask, FastAPI) - Clean Architecture, Modular Services - Authentication (JWT, OAuth2, Social Login) - Role Based Access Control - Microservices & Event Driven Systems - Databases: MongoDB, PostgreSQL, MySQL, Firebase, Prisma ORM 🔹 𝗔𝗜/𝗠𝗟 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁 & 𝗔𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻 - Agentic AI & AI Agents: Build autonomous AI systems for decision-making and task automation - Generative AI & LLMs: GPT, OpenAI API, BERT, BLOOM, LLaMA, Bedrock, VAPI, Hugging Face Transformers - RAG & LangGraph Pipelines: Knowledge retrieval, reasoning, and domain-specific AI solutions - Predictive ML Models: Regression, classification, clustering, recommendations - AI Chatbots & Workflow Automation: Intelligent bots, n8n pipelines, FastAPI integrations 🔹 𝗖𝗹𝗼𝘂𝗱 & 𝗗𝗲𝗽𝗹𝗼𝘆𝗺𝗲𝗻𝘁 - Cloud Platforms: AWS, Azure, GCP, Vercel, DigitalOcean - Automation: Docker, CI/CD pipelines, Kubernetes, n8n 🔹 𝗪𝗵𝘆 𝗖𝗹𝗶𝗲𝗻𝘁𝘀 𝗪𝗼𝗿𝗸 𝗪𝗶𝘁𝗵 𝗠𝗲 ✅ I build, develop, and automate full-scale projects from frontend to AI workflows ✅ I deliver scalable, maintainable, production-ready code ✅ I combine Full Stack, AI/ML, Python/PHP backend, LangGraph, and Cloud expertise for complete project ownership ✅ I communicate clearly and deliver on time ✅ I stay updated with the latest frameworks, AI tech, and cloud solutions 📩 I develop full stack web apps, hybrid mobile apps, AI powered solutions, LangGraph pipelines, and automated workflows that scale and deliver results. 𝗠𝗲𝘀𝘀𝗮𝗴𝗲 𝗺𝗲 𝗻𝗼𝘄 𝘁𝗼 𝗯𝘂𝗶𝗹𝗱 𝘆𝗼𝘂𝗿 𝗻𝗲𝘅𝘁 𝗲𝗻𝗱 𝘁𝗼 𝗲𝗻𝗱 𝘀𝗼𝗳𝘁𝘄𝗮𝗿𝗲 𝗼𝗿 𝗔𝗜 𝘀𝗼𝗹𝘂𝘁𝗶𝗼𝗻.