When you partner with me, you get production-ready AI systems that automate real workflows, cut operational costs, and put your data to work not prototypes that stall before launch. CORE STRENGTHS LLM Integration: OpenAI, Claude, Gemini, and open-source models wired into real products, not demos RAG Systems: retrieval pipelines with vector databases (Qdrant, Pinecone, Weaviate) for accurate document Q&A and semantic search AI Agents: autonomous systems with multi-step reasoning, tool calling, and API execution Production Deployment: AWS, Docker, and CI/CD for reliable, maintainable systems Business focus: every build ties to a measurable outcome — lower response times, reduced manual work, faster retrieval ABOUT ME I'm a backend and AI engineer with 7+ years of professional experience building systems that solve real business problems. My work spans large language models, RAG, and full-stack Python development. At TalentPop I led AI initiatives across property tech and customer-service automation, shipping production systems used daily by real teams. My approach pairs solid engineering with business sense I want to understand the outcome you're after before I write a line of code. SERVICES I DELIVER LLM Integration & RAG Systems: Retrieval-Augmented Generation pipelines combining vector databases with language models for accurate document Q&A, knowledge retrieval, and context-aware responses. Custom AI Agent Development: Autonomous systems capable of multi-step reasoning, API integration, and real-time decision execution. Ideal for lead qualification, support automation, and workflow orchestration. Production Chatbot Development: Multi-channel conversational AI (web, WhatsApp, Telegram) with NLP understanding, sentiment analysis, and intelligent responses for customer engagement. End-to-End ML Solutions: Predictive models and computer vision systems deployed with monitoring and retraining pipelines for continuous improvement. PROBLEMS I SOLVE Manual, repetitive support work → AI systems that handle routine conversations automatically and free up your team Unstructured data nobody can search → RAG systems enabling fast semantic search across large document sets Workflows that need constant manual oversight → AI agents that execute multi-step processes reliably Raw data sitting unused → ML models that turn it into usable predictions and insight TECH STACK Languages: Python, TypeScript, JavaScript, Node.js Web: FastAPI, Flask, Django, Nest.js AI/ML: LangChain, Hugging Face, TensorFlow, PyTorch, Scikit-Learn LLMs: OpenAI, Anthropic Claude, Google Gemini, RASA Vector DBs: Qdrant, Pinecone, Weaviate Data: PostgreSQL, MongoDB, Redis, Apache Kafka Cloud/DevOps: AWS, GCP, Docker, Kubernetes, Terraform, GitHub Actions Let's talk about what you're trying to build.

I am a highly-skilled Python developer with more than 10 years of proven experience with Python and 8+ years of working with web development. I have built many web and mobile application backends of various complexity levels. Likewise, I have worked with individual entrepreneurs and with organizations in distributed teams of 25 people from all over the world. I have experience building SaaS and Enterprise projects in different niches. Like: ad-tech, healthcare, fintech and real estate. I often use these libraries during development: - Python: Django, Django Rest Framework, FastAPI, Flask, Pyramid, Asyncio, Aiottp, Tornado, Sqlalchemy, Graphene, Pydantic, Uwsgi, Django ORM, Bottle, Celery, Airflow, Dramatiq, Django channels, Sanic, Twisted. - Server-side: MySQL, PostgreSQL, MongoDB, Redis, Kafka, RabbitMQ, ELK, ElasticSearch, AWS, AWS Lambda, AWS S3, Azure, GCP, REST API, GraphQL, Microservices, Docker, Docker compose, Kubernetes, AWS EC2, WebSockets, Nginx, SSH, Third-party API, PubSub, Debug, Facebook API, Google API, Twitter API, Outlook API, Vagrant, Nginx. - DevOps: AWS, Azure, GCP, Kubernetes, Docker, Docker compose, Prometheus, Grafana, Linux, UNIX, Jenkins, GitLab CI, Github Actions, Bitbucket pipelines, Terraform, Ansible, Bash, CI/CD, Load Balancing, Nginx, Apache. - BigData: Apache Spark, Apache Druid, Cassandra, DynamoDB, Clickhouse - I’m also proficient in JavaScript/NodeJS, Vue, Angular, and React. On Upwork, I hope to find challenging tasks to deepen and expand my server-side development skills, particularly Python. Also, I’m into DevOps engineering and am open to collaboration.

I help businesses connect their systems and visualize data: custom REST API integrations, CRM connectivity, interactive dashboards (Python/Plotly/Dash or Power BI), and end-to-end workflow automation using Python and Selenium. API Integration & Development: mention REST, CRMs (e.g., Corteza, Salesforce, HubSpot, Zoho), authentication, etc. Dashboard Development: Plotly Dash, Streamlit, or whatever you use, with specific data-source examples. Business Process Automation: Selenium, n8n, custom Python scripts, error handling, scheduling.

I build backend APIs in Python — clean, working endpoints your app or frontend can rely on. Most of my work is REST APIs with Django and FastAPI, and I'm comfortable taking a feature from the idea to a working endpoint. What I can help with: REST APIs — building and extending APIs with Django REST Framework or FastAPI: clear endpoints, validation, error handling, and documentation. Database work — PostgreSQL and MySQL: designing tables, writing queries, indexing, and migrations. Practical data work that fits what you're building. Integrations — connecting third-party APIs and services into your backend: payments, external APIs, webhooks. Background tasks — Celery and Redis for jobs that run in the background, like emails, exports, or scheduled work. Fixing and extending — picking up an existing Django or FastAPI project, adding features, or cleaning up messy code without breaking what already works. I'm a good fit for: - New APIs, or adding endpoints to an existing backend - Smaller or well-defined backend tasks you want done properly - Extending or fixing a Django/FastAPI project - Clean code you or your team can build on later I keep things simple and do the task properly. Tell me what you need and I'll help you get it working. Tech: Python, Django, FastAPI, PostgreSQL, MySQL, Redis, Celery, Docker

AI & Full-Stack Development Expert | AI Agents, RAG, Claude, LLM Apps, Automation & Scalable SaaS You don't just need code — you need systems that work while you sleep. I build AI-powered products, intelligent automation pipelines, and full-stack SaaS platforms that help businesses cut manual work, scale faster, and stay ahead of the curve. Using modern AI development tools and automation frameworks, I deliver production-ready systems 40–60% faster while maintaining scalability and clean architecture. I specialize in LLM applications, AI agents, workflow automation, chatbots, and full-stack SaaS platforms from concept to deployment. AI Development, AI Agents & LLM Systems I design and build AI-powered assistants, autonomous AI agents, and LLM-based applications for businesses, SaaS products, and startups. AI / LLM Technologies GPT-5, GPT-4, OpenAI API, OpenAI Assistants API, Gemini AI, Claude AI, Anthropic Claude, LangChain, LangGraph, LlamaIndex, HuggingFace Transformers, Ollama, Groq API, Mistral AI, Cohere, Replicate, DeepSeek, Stability AI AI Agent Frameworks LangChain Agents, LangGraph Agents, CrewAI, AutoGen, Semantic Kernel, OpenAI Function Calling, ReAct Agents, BabyAGI, AgentGPT, Flowise AI, SuperAGI Vector Databases Pinecone, Weaviate, FAISS, ChromaDB, Qdrant, Milvus, Supabase Vector RAG & AI Search Systems Retrieval Augmented Generation (RAG), Embeddings, Semantic Search, Knowledge Graphs, Document AI pipelines AI Tools & AI Development Platforms I use modern AI coding and development tools to accelerate development. Claude, Cursor AI, GitHub Copilot, Codeium, Replit Ghostwriter, V0.dev, Lovable.dev, Bolt.new, Windsurf IDE, Sourcegraph Cody, Tabnine, Continue.dev Automation & AI Workflow Systems I build fully automated workflows connecting AI with business tools and APIs. Examples: What I build for clients: 🤖 AI agents & autonomous workflows (LangChain, LangGraph, CrewAI, AutoGen) 💬 Custom chatbots & LLM apps (GPT-4, Claude, Gemini, Mistral, DeepSeek) 🔍 RAG systems & AI knowledge bases (Pinecone, Weaviate, ChromaDB, FAISS) ⚙️ End-to-end automation (Make, n8n, Zapier, Pabbly — connected to your CRM, email & APIs) 🌐 Scalable SaaS platforms, dashboards & admin panels (React, Next.js, FastAPI, Node.js) 📊 ML pipelines, NLP models & data science solutions (Python, TensorFlow, PyTorch) Tech I work with daily: AI/LLM: OpenAI, Claude (Anthropic), Gemini, LlamaIndex, Groq, HuggingFace, Ollama, Cohere, Replicate Frameworks: LangChain, LangGraph, CrewAI, AutoGen, BabyAGI, Flowise, Semantic Kernel Full-Stack: React.js, Next.js, TypeScript, Tailwind CSS · Node.js, FastAPI, Django, Python Databases: PostgreSQL, MongoDB, MySQL, Supabase, Firebase, Redis Cloud & DevOps: AWS, Google Cloud, Docker, CI/CD, GitHub Actions, Vercel Integrations: Stripe, Twilio, WhatsApp API, Telegram Bots, HubSpot, Salesforce, Notion, Airtable, Google APIs Why Clients Work With Me AI-First Development Approach Automation-Focused Systems Scalable SaaS Architecture Rapid Prototyping & MVP Launch Clean Code & Production-Ready Systems Strong Communication & Reliable Delivery Let’s Work Together If you want to: Build AI agents or AI SaaS products Automate business workflows with AI Integrate LLMs into your application Develop AI chatbots or copilots Launch scalable SaaS platforms Send me a message and let’s discuss your project.

I’m a pragmatic full-stack developer with 5+ years of experience specializing in Python (Django, Flask), React, and production REST APIs. I ship reliable, scalable web apps and backend systems with clean PostgreSQL designs and repeatable deployment processes. I’ve led releases, implemented CI/CD workflows, and designed optimized PostgreSQL schemas for high-read systems. Recent contract work involved debugging large Django codebases, building APIs for dashboards, and delivering frontends for Elixir/Phoenix projects. I prioritize clean architecture, automated tests, and clear communication so you get reliable code and predictable delivery. My approach is API-first, testable, and focused on user experiences and robust functionality. My Full Tech Stack (high level) Frontend: React (hooks, component libraries), JavaScript (ES6+), HTML5, CSS3, Tailwind CSS, Bootstrap, SASS, responsive design. Backend: Python (Django, Flask, FastAPI) Elixir / Phoenix; RESTful API design, JWT/OAuth auth, WebSockets. Node.js, Express.js, PHP, Laravel. GraphQL, microservices, authentication systems Data & infra: PostgreSQL (schema design, indexing, migrations), MySQL, SQL performance tuning, ETL & data extraction scripts, Docker, CI/CD. AWS, Vercel, Render, Heroku RESULTS I DELIVERED As a Django expert, I supported a large production platform (Founders Network) for ~948 hours, resolving critical bugs, shipping system upgrades, and maintaining a 5.0 client rating. As an API & Backend expert, I built and shipped core APIs and backend workflows for apprent.com, taskeen.sa, and dietcity.sa, delivering secure subscription and booking flows, reliable background jobs, and maintainable, well-documented endpoints. As an Elixir / Phoenix & Frontend expert, I delivered UI work ahead of schedule for a Phoenix project. Clients praised my responsiveness and clarity in communication. If you want a partner to take your project from spec to production, audit and stabilize an existing system, or build a fast MVP, Let's Connect! Keywords: Full Stack Developer, Web Developer, MERN Stack Developer, MEAN Stack Developer, JavaScript Developer, React.js Developer, Node.js Developer, Next.js Developer, Angular Developer, Vue.js Developer, PHP Developer, Laravel Developer, Python Developer, Django Developer, API Development, REST API, GraphQL, MongoDB Developer, MySQL Developer, PostgreSQL Developer, AWS Developer, Cloud Developer, Frontend Developer, Backend Developer, Software Engineer, E-commerce Website Development, SaaS Developer

Software Full Stack Developer with over 6 years of experience as a Full Stack engineer. I build MVPs, Backends, Full Stack apps, Data pipelines, AI integrations, Chatbots, CI/CD pipelines and infrastructure, custom CRM & ERPs, and other kinds of business software as a Full Stack Developer. As a Full Stack Developer, I have helped build different types of projects: 📌 QR codes generation SAAS, over 14 types of QRs (Full Stack delivery). 📌 FinTech debt collection SAAS. 📌 AI prediction for logistics. 📌 Restaurant QR code Menus and Management with POS integration (Full Stack build). 📌 FinTech credit scoring (Full Stack work). 📌 E-tendering with escrow (Full Stack development). 📌 Gen AI adoption for Business (Full Stack development & AI integrations). Tech Stack I use as a Full Stack Developer: 🚀 Frontend (Full Stack): JavaScript/TypeScript | Next.js, Angular. 🚀 Backend (Full Stack): Python | Django, DRF, FastAPI, PostgreSQL, MySQL, NoSQL, MongoDB. 🚀 Infrastructure: AWS (EC2, S3, RDS, Aurora, Lambda, EKS, ECR), GCP, DigitalOcean, Docker, Docker Compose, Kubernetes. 🚀 CI/CD: GitHub actions, GitLab workflows, Buildkite. (Full Stack coverage: Backend & Frontend + CI/CD) ✅ Hire me as your Full Stack Developer if you want to talk Tech in Business language. 📌 You want to set up a new project? As a Full Stack Developer, I will prepare the roadmap and propose the best Architecture and technology stack! 📌 You want to refactor your code? As a Full Stack Developer, I will execute a safe transition and make sure nothing is left behind! 📌 You have an ongoing project? As a Full Stack Developer, I will quickly fit in and support the team and Business goals! 📌 You are looking for one place to build your project? As a Full Stack Developer, I will take care of the Full Stack build end to end! 📌 You have Backend / Frontend covered? That's fine, I don't just work as a Full Stack Developer on the entire stack, but can also work on separate components of your project as part of your Full Stack team! 💪 More about my Full Stack Developer skills that will help us achieve the best result: ✅ Numpy/Pandas, Apache Spark, Apache Airflow ✅ Test Driven Development & Domain Driven Design (Full Stack approach) ✅ Django/Django Rest Framework (DRF), FastAPI, Flask, Celery, SQLAlchemy (Full Stack Backend) ✅ AWS, Docker, Kubernetes (Full Stack infrastructure) ✅ NoSQL, MongoDB, Redis, Elasticsearch (Full Stack data layer) ✅ MySQL, PostgreSQL, SQLite, Microsoft SQL, Alembic ✅ Events based systems ✅ AI Integrations ✅ API integrations, REST & RESTful API, Database, WEB development, API development, API integration Let's do it together as your Full Stack Developer!

✨ 𝐖𝐡𝐚𝐭 𝐈 𝐃𝐨 I build AI chatbots, Python automations, and web applications that help businesses save time, cut costs, and scale faster. From custom ChatGPT integrations and RAG pipelines to workflow automation and data engineering, I deliver intelligent, end-to-end solutions that transform how startups and enterprises operate. 🔥 𝐂𝐨𝐫𝐞 𝐒𝐤𝐢𝐥𝐥𝐬 🤖 AI & Chatbots – ChatGPT, OpenAI API, Claude, LangChain, RAG pipelines, fine-tuning, LLM integration, custom conversational AI ⚙️ Backend Development – Python, Django, Flask, FastAPI, RESTful APIs, scalable architectures 🖥️ Frontend Development – React, JavaScript, TypeScript, Next.js, responsive and clean dashboards 🕷️ Web Scraping & Automation – Data mining, Captcha/Cloudflare bypass, Selenium, custom bots, workflow automation, API integration 📊 Data Engineering – ETL pipelines, Apache Spark, Airflow, BigQuery, Snowflake, Databricks 🔗 Integrations & CRMs – Airtable, HubSpot, Zapier, Make (Integromat), Google Sheets, +500 SaaS apps 💡 𝐖𝐡𝐲 𝐂𝐥𝐢𝐞𝐧𝐭𝐬 𝐖𝐨𝐫𝐤 𝐖𝐢𝐭𝐡 𝐌𝐞 ✅ AI-driven Automation: I combine Generative AI and Python to automate complex workflows and build smart assistants. ✅ End-to-End Delivery: From backend APIs to frontend dashboards, I manage the full stack. ✅ Startup Mindset: I understand fast-moving environments and build scalable, flexible solutions. ✅ Business-Focused: I don’t just code I deliver measurable results that move the needle. ✅ Future-Proofing: I stay ahead of AI trends so your solutions remain relevant and competitive. 🚀 𝐋𝐞𝐭’𝐬 𝐖𝐨𝐫𝐤 𝐓𝐨𝐠𝐞𝐭𝐡𝐞𝐫 If you’re looking for a GenAI developer and automation expert who can combine Python, Django, React, and data engineering to build robust, scalable, and intelligent systems let’s connect and bring your ideas to life.

Expertise: ************ Python | Django I Node JS I Vue JS I ROR I .NET I PHP | Laravel | Magento | API Development | Angular JS | ERP | CRM | IOS and Android Application Development. I am a TOP RATED UpWork Pro developer and according to UpWork, UpWork pro developers are top 1% developer in the entire community with 100% job success rate. It feels good when someone reads about me and it will be even better to know that you were reading about me, so just message me when you are done, so that I can meet you as a human not just in terms of words. ;) I started the coding the same day, I used the computer, and from then it's still going on. I have designed and developed more than 100 websites and created a lot of extensions for famous CMS’s like Magento and WordPress. My interest pushes me towards learning new technologies, so currently I am working with Angular and Laravel to get the best out of the web technologies. Hey!! I didn’t stop here, I have already developed Mobile apps in Android as well as in IOS. So to be precise you are reading about a Full Stack Developer who can help you from Design to Development and can also create Mobile Apps as well. Website Variants ============== ★ Ecommerce ( Online Selling) website ★ Crowdfunding website ★ Directory website ★ Marketplace website ★ Hotel/Flight Booking/Reservation website ★ Company website Mobile Application ( iOS & Android) variant ================================== ★ E-commerce application ★ Food ordering application ★ Social Media application ★ Dating application ★ Cab booking application ( Similar to Uber/Ola) ★ Courier booking application ★ Barcode/QR code scanning application ★ Photo editing application ★ Chat application I carry out a full software life cycle development process, including: 1. Business Analysis 2. Wire-framing and UI/UX Design 3. System architecture design 4. Mobile App Development (Native iOS & Android) 5. Web Development 6. Web Services Development 7. Product Launch & Maintenance I am a certified developer with rich technical background. Here's my current development stack: FRONT-END DEVELOPMENT ====================== - Angular.js - Vue. js - React. js - Bootstrap UI - HTML 5 - CSS3, - jQuery - JavaScript BACK-END DEVELOPMENT ====================== - Node.JS - Python - ROR - Laravel5 - .NET - Django - MVC - Magento - PWA ( Progressive Web Application) Mobile Applications =============== - iPhone Application - Android Application - Cross Platform mobile application Testing and Deployment =================== - Version Control System: GIT, SVN; - Test and Environment Automation - JMeter, Selenium - Server Configuration and Deployment WordPress Solutions: ================= - PSD to WordPress Conversion - WordPress Theme Customization - WooCommerce Customization - WordPress Plugin Development - WordPress CMS Development - WordPress Theme Development - WordPress Website Development - WordPress Data Migration - WordPress Security Audits - WordPress Multisite Development - Custom web-based applications built using WordPress - WordPress technical support - WordPress theme (template) creation - Custom WordPress plugin development - Custom WordPress theme design - Migration from other blogging systems to WordPress - WordPress server and domain migration - WordPress theme (template) implementation - WordPress API Integration, XML/RPC Wordpress API - WordPress Website Speed Optimization - WordPress upgrades - WordPress MU installation - WordPress SEO services Magento Solutions: =============== - PSD to Magento Conversion - Magento Store Development - Custom E-commerce Solutions - Magento Website Development - Template Customization - Custom Extensions Development - Multi-Store Development - Magento Theme Development You can find some good words in my reviews from the customers (Friends) with whom I worked earlier. Now, I’m just waiting for your message to Pop Into my inbox and start talking to you.

I'm a software engineer who makes 𝗔𝗜 𝗮𝗰𝘁𝘂𝗮𝗹𝗹𝘆 𝘄𝗼𝗿𝗸 𝗳𝗼𝗿 𝘆𝗼𝘂𝗿 𝗽𝗿𝗼𝗱𝘂𝗰𝘁 I’m a Python Web Software Engineer 5+ yrs who 𝗯𝘂𝗶𝗹𝗱𝘀 𝘀𝗺𝗮𝗿𝘁, 𝘀𝗰𝗮𝗹𝗮𝗯𝗹𝗲 𝘀𝘆𝘀𝘁𝗲𝗺𝘀 𝘁𝗵𝗮𝘁 𝗱𝗿𝗶𝘃𝗲 𝗿𝗲𝗮𝗹-𝘄𝗼𝗿𝗹𝗱 𝗿𝗲𝘀𝘂𝗹𝘁𝘀. From AI learning to music generation and e-commerce automation, 𝗜 𝗱𝗲𝗹𝗶𝘃𝗲𝗿 𝗳𝗮𝘀𝘁, 𝗰𝗹𝗲𝗮𝗻 𝘀𝗼𝗹𝘂𝘁𝗶𝗼𝗻𝘀 𝘁𝗵𝗮𝘁 𝗺𝗮𝘁𝗰𝗵 𝘆𝗼𝘂𝗿 𝗴𝗼𝗮𝗹𝘀 𝗮𝗻𝗱 𝘆𝗼𝘂𝗿 𝘂𝘀𝗲𝗿𝘀’ 𝗻𝗲𝗲𝗱𝘀. ✔️ Built AI call assistant (OpenAI + Twilio) → automated thousands of calls/month ✔️ Healthcare AI (Whisper + GPT) → auto reports + emergency detection ✔️ Integrated GPT + voice tech → boosted engagement for a language-learning app ✔️ Scraped TikTok & Snapchat at scale → saved 80% of manual work ✔️ Launched a viral AI music tool via Suno → new feature live in days ✔️ Designed scalable APIs + background queues → performance up, ops smoother 𝗥𝗲𝗮𝗱𝘆 𝘁𝗼 𝗯𝗿𝗶𝗻𝗴 𝘁𝗵𝗶𝘀 𝗹𝗲𝘃𝗲𝗹 𝗼𝗳 𝗶𝗺𝗽𝗮𝗰𝘁 𝘁𝗼 𝘆𝗼𝘂𝗿 𝗽𝗿𝗼𝗱𝘂𝗰𝘁? Notable projects & results: 𝗔𝗜 𝗖𝗮𝗹𝗹 𝗔𝘀𝘀𝗶𝘀𝘁𝗮𝗻𝘁 (Real Estate, NDA) → FastAPI + OpenAI + Twilio + Vapi = fully automated voice agent → async webhooks + RBAC + facility system integrations → thousands of calls handled monthly, faster response, lower ops costs 𝗔𝗜 𝗛𝗲𝗮𝗹𝘁𝗵𝗰𝗮𝗿𝗲 𝗣𝗹𝗮𝘁𝗳𝗼𝗿𝗺 (NDA) → Whisper + ChatGPT + Django + AWS = call analysis engine → auto summaries, to-do lists, role-based transcripts → emergency detection + PII anonymization → improved staff monitoring + reduced manual review load 𝗔𝗜 𝗠𝘂𝘀𝗶𝗰 𝗔𝗽𝗽 (𝗕𝗮𝗰𝗸𝗣𝗮𝗰𝗸) → FastAPI + Celery = async processing at scale → TikTok & Snapchat scrapers = automated content sourcing → Suno API integration = brand-new AI-driven user tools 𝗟𝗮𝗻𝗴𝘂𝗮𝗴𝗲 𝗔𝗽𝗽 (𝗧𝗮𝗮𝗹𝗠𝗮𝘁𝗲) → GPT chatbot + adaptive flow = personalized language learning → Voice feedback system = improved pronunciation + user confidence → Smart exercises = better retention & higher course completion 𝗘-𝗰𝗼𝗺𝗺𝗲𝗿𝗰𝗲 (𝗦𝗵𝗲𝘃𝗮𝗦𝗵𝗼𝗽) → Django backend + LiqPay = full store online in weeks → Secure JWT auth, catalog, reviews = seamless shopping UX 𝗠𝗮𝗶𝗻 𝘀𝘁𝗮𝗰𝗸: Languages: Python Frameworks: FastAPI, Django, Flask, Celery Databases: PostgreSQL, MongoDB, Redis, Supabase AI/LLMs: OpenAI, Claude, Gemini, Suno Web Scraping: Selenium, Scrapy, BeautifulSoup Tools: Docker, async processing, background jobs I work fluently across time zones (𝗨𝗦 ↔ 𝗘𝗨) and sync backend architecture with real product goals, so your tech stack drives growth, not complexity. 𝗟𝗲𝘁’𝘀 𝗯𝗿𝗶𝗻𝗴 𝘆𝗼𝘂𝗿 𝗶𝗱𝗲𝗮 𝘁𝗼 𝗹𝗶𝗳𝗲 - 𝘀𝗺𝗮𝗿𝘁𝗲𝗿, 𝗳𝗮𝘀𝘁𝗲𝗿, 𝗮𝗻𝗱 𝗯𝘂𝗶𝗹𝘁 𝘁𝗼 𝘀𝗰𝗮𝗹𝗲.