🏆 Upwork Certified Python Developer, Backend Developer 🏆 Senior Software Engineer 🏆 With over 5 years of experience in software development building AI-powered applications, automation solutions, web scrapers, APIs, and scalable web platforms. ⏰On Time Delivery ⏳ Urgent requirements 💯Over-Delivering: I aim to provide exceptional value and go the extra mile to exceed client expectations. With a commitment to delivering outstanding results, I believe in over-delivering on every project I undertake. ✨My area of expertise ✅AI & LLM Applications (OpenAI, Gemini, Claude) ✅AI Agents & Workflow Automation ✨Web Development ✅Django and Django Rest Framework (DRF) ✅Flask and Flask Restx ✅FastAPI ✨Background Task Managers ✅Celery ✅Celery Beat ✅Cron Jobs ✨Sockets ✅Django Channels ✅Daphne ✨Social Logins ✅Google, LinkedIn, Facebook, Twitter, GitHub ✨Scraping ✅Scrapy ✅Beautiful Soup ✅Selenium ✨Cache ✅Redis ✅MemCached ✨Message Brokers ✅Redis ✅RabbitMQ ✨Databases ✅PostgreSQL ✅MongoDB ✅MySQL ✅MSSQL ✅SQLite ✅DynamoDB ✨Search ✅Elastic Search ✅MongoDB Atlas search ✨Other technology ⚓Docker Apart from that, I am also proficient in building Mobile Applications for Android and iOS platforms with native as well as Cross-Platform development using Flutter. Specialized in the following areas of Mobile App Development: ✅Android and iOS Apps Development ✅Flutter Apps Development ✅API Integration: REST APIs as well as Graph QL APIs ✅Payment Gateway Integration ✅Machine Learning and Smart Apps using TensorFlow models. ✅Chat and Messaging Apps ✅E-Commerce/Shopping Apps ✅Localization - Supporting multiple languages in an App.

👋 Hi! Looking for a Senior .NET Developer or Full Stack Developer who delivers scalable enterprise systems — not just working code? With 10+ years as a C# .NET Developer, .NET Core Developer, and Full Stack Developer, I design and build production-grade SaaS platforms, CRM systems, legacy migration pipelines, and AI-integrated web applications for FinTech, HealthTech, EdTech, and enterprise clients across North America and Europe. Whether you need a .NET Full Stack Developer to architect a greenfield SaaS product, a React Developer or Angular Developer to rebuild a frontend, or a Senior .NET Developer to modernize aging .NET Framework systems — I cover the full delivery cycle from architecture to deployment. 🏆 What Sets My .NET Full Stack Work Apart 10+ years as a Senior .NET Developer & Senior Full Stack Developer 15+ enterprise platforms delivered: SaaS, CRM, marketplace, portal, and booking platform builds .NET Core / ASP.NET Core / C# .NET architecture across microservices, MVC, and event-driven systems React Developer & Angular Developer — full frontend ownership with TypeScript and JavaScript AI Developer integrations: OpenAI API, Dify, GPT-based automation, AI Agent Development Legacy .NET Framework modernization to .NET Core with zero production downtime HIPAA & GDPR-compliant systems across MedTech, Gov, and FinTech verticals .NET MAUI & Xamarin cross-platform desktop application and mobile application builds API Integration specialist: Stripe, PayPal, GraphQL, REST, gRPC, and third-party SaaS APIs Cloud: Azure Developer & AWS deployments, Docker, Kubernetes, CI/CD pipelines Full Stack SaaS Developer across subscription, marketplace, and document management platforms WordPress Developer for custom business portals and CMS-driven web application builds Node.js & Next.js experience for high-performance API layers and server-side rendering Python Full Stack work on data-heavy analytics and automation pipelines JavaScript Full Stack delivery: React, Angular, Vue.js, Node.js — all in one team 🚀 Selected Projects Norwegian E-Learning Platform (EdTech SaaS) Built as Tech Lead and .NET Full Stack Developer using Vue.js, ASP.NET Core, Azure, and SQL. The Vignita platform scaled to 2,500 companies and 100,000+ employees, embedded in 10+ university programs nationwide. Affiliate B2B Platform "Affaim" (MarTech) Delivered as .NET Developer and Full Stack Developer — multi-tenant architecture, high-load SQL databases, secure partner portals, and Shopify integration. Python Full Stack layer for analytics and data pipelines. Global Payments System "WorldRemit" (FinTech) Migrated legacy .NET systems to modern microservices. Payment gateway integrations, global API layer, and real-time transaction management as .NET Core Developer and Full Stack Developer AI. AI Arbitrage Platform "Sellerbility" Full Stack Developer AI role — built automation logic, OpenAI integrations, React dashboards, and API-driven analytics modules. Multi-Platform Telemedicine System (HealthTech) Mobile App Developer and .NET Developer: .NET Core backend, Blazor, SignalR, Xamarin cross-platform mobile, GDPR-compliant data architecture. 🔧 Core Tech Stack Backend & .NET: C#, .NET Core, ASP.NET Core, ASP.NET MVC, ASP.NET Web API, .NET Framework, .NET MAUI, Blazor, WPF, Entity Framework, SignalR, OAuth2, LINQ, WCF Frontend: React, Angular, Vue.js, Next.js, TypeScript, JavaScript, jQuery, Bootstrap, Tailwind CSS, HTML5, CSS3 Databases: SQL Server, MySQL, PostgreSQL, MongoDB, Redis, Azure SQL, Supabase, Elasticsearch Cloud & DevOps: Azure, AWS, Docker, Kubernetes, Azure App Services, Azure Data Factory, CI/CD, Git API & Integrations: Stripe, PayPal, GraphQL, REST, gRPC, OpenAI, SendGrid, Google Maps, IronPDF, Crypto Exchange APIs, Zendesk, RevenueCat Mobile & Cross-Platform: .NET MAUI, Xamarin, Flutter, Supabase, Firebase Auth, Android, iOS AI & Automation: OpenAI API, Dify AI, AI Agent Development, AI App Development, Machine Learning integration, Python automation CMS & eCommerce: WordPress Developer, Shopify, WooCommerce, CodeIgniter, Laravel (PHP integration layer) 💡 Results at a Glance ✅ 100,000+ users onboarded via SaaS platforms I architected ✅ Legacy .NET Framework systems modernized to microservices with zero downtime ✅ HIPAA & GDPR compliance delivered across healthcare and government platforms ✅ AI integrations reducing manual processing workload by 60%+ ✅ Cross-platform desktop application and mobile application shipped from a single C# codebase ✅ 12+ payment gateway and API Integration implementations across FinTech and eCommerce ✅ Database architecture supporting 100M+ records with sub-200ms query performance Open to Senior .NET Developer, C# Developer, .NET Core Developer, Full Stack Developer, React Developer, Angular Developer, Full Stack SaaS Developer, AI Developer, JavaScript Developer or Web Development engagements — long-term preferred, fixed-scope welcome. 📆 Last Updated: 06/26

Looking for an AI Automation Architect or Full Stack AI Engineer to build your Agentic AI workflow, RAG pipeline, AI Chatbot, or multi-agent automation system? You're in the right place. I help technical founders and enterprise teams transition AI from experimental ideas into highly reliable, event-driven operational systems. I build production-ready AI products using Python, FastAPI, Next.js, OpenAI API, Anthropic Claude, LangChain, LangGraph, n8n, and Make. com. Unlike generalist developers who just wrap basic API calls, I architect complete AI solutions, from robust backend integrations and custom vector databases to fully autonomous AI agents that actually scale and save operational costs. → WHAT I HAVE BUILT Instead of just experimenting with AI, I ship production systems that enterprises rely on. ✔ LegalTech AI Automation (Symplii.ai) Engineered the AI backend automating intake workflows with real-time transcription, entity extraction, and Retrieval-Augmented Generation (RAG) using FastAPI, LangChain, GPT-4o, and Pinecone to drastically reduce processing times. ✔ AI Generative Engine (iCod.ai) Architected an autonomous generative AI engine that builds and edits complete, deployment-ready websites entirely via conversational natural language prompts. ✔ AI Influencer Discovery (iShout.ae) Built an AI-powered discovery engine utilizing dense embeddings and MongoDB vector search, integrated with a high-performance Next.js and FastAPI stack. ✔ Enterprise AI Computer Vision (Chex.ai) Deployed an enterprise-grade AI platform automating vehicle inspections, significantly accelerating driver onboarding for major clients like Uber and Zoom. → SERVICES 🔹 AI Agent Development & Agentic Workflows - Autonomous systems capable of reasoning, planning, and executing multi-step tasks. AI Agents Multi-Agent Systems LangChain & LangGraph CrewAI & AutoGen LLM Prompt Engineering 🔹 RAG Systems & Knowledge Bases - Grounding LLMs securely in your proprietary business data to eliminate hallucinations. Retrieval-Augmented Generation Vector Databases Pinecone & FAISS Semantic Search Document Processing 🔹 AI Automation & Orchestration - Replacing manual work with intelligent, API-driven pipelines. n8n Make. com Zapier API Integration Custom Webhooks 🔹 Full-Stack AI Architecture - Secure, scalable backend infrastructure for your AI products. Python & FastAPI Node.js & Next.js Cloud Deployment (AWS) System Architecture ⚙️ TECHNOLOGIES AI & LLMs - OpenAI API (GPT-4o) • Anthropic Claude 3.5 Sonnet • LLM Prompt Engineering Frameworks - LangChain • LangGraph • CrewAI • AutoGen Backend - Python • FastAPI • Django • Node.js Frontend - React • Next.js • TypeScript Data & Automation - Pinecone • FAISS • MongoDB • PostgreSQL • n8n • Make. com • Zapier → WHY CLIENTS CHOOSE ME I focus on real-world business results, not just cool AI demos. That means prioritizing system architecture, ensuring zero hallucinations in your RAG pipelines, choosing the right LLMs for cost-efficiency, and delivering secure, automated workflows that actually reduce your team's workload. 🔗 If you are building an AI Agent, RAG System, or AI Automation Platform, I would be happy to discuss your architecture. 👉 My Specializations AI Automation Architect Full Stack AI Engineer Agentic AI Developer AI Agent Developer RAG Developer LLM Application Developer AI Automation Developer Generative AI Engineer Python AI Developer OpenAI API Developer Claude Expert n8n Automation Expert FastAPI Developer LangChain Developer

I am a full stack web developer with over 20 years of experience building robust, scalable, and high-performing applications. I am passionate about clean, maintainable code and delivering top-tier service to my clients. ✅ Backend Development: - Expert in Python (FastAPI), PHP (Laravel, PHP8), PostgreSQL, MySQL, and MongoDB. - Experienced in building REST APIs and microservices architectures for modern web applications. - Skilled in database architecture, optimization, and high-performance systems. ✅ Frontend Development: - Proficient in building dynamic and responsive interfaces using React, Next.js, Bootstrap 4/5, and TailwindCSS. - Extensive experience with Single Page Applications (SPAs) and implementing pixel-perfect designs. -Familiar with modern build tools such as Gulp and Webpack for optimized asset management. ✅ WordPress Development: - Developed numerous custom WordPress themes and plugins, ensuring clean, scalable, and responsive design. - Adept at creating custom post types, Advanced Custom Fields (ACF), and WooCommerce integrations, including payment solutions (Stripe, PayPal, Authorize.net). ✅ DevOps & Cloud Services: - Experienced with AWS (EC2, S3, RDS, ECR, etc.) for cloud deployments, along with Linux server administration. - Strong knowledge of CI/CD pipelines and Docker for seamless development and deployment workflows. ✅ Technologies I work with daily: - PHP 8, Python, Ruby on Rails, Node.js - PostgreSQL, MySQL, MongoDB - HTML5, CSS3/SCSS, JavaScript, ES6, TypeScript - React, Next.js - jQuery - WordPress, WooCommerce I thrive in challenging environments where quality, efficiency, and performance matter. Let’s work together to turn your project into a success!

Need a production-ready AI developer who ships HIPAA-compliant SaaS and LLM platforms fast? I've delivered 10+ funded MVPs from ambient medical scribes to fintech compliance dashboards in weeks, not quarters. What sets me apart is 8+ years bridging deep technical execution with business strategy. My background in large-scale data systems evolved into building the LLM-driven platforms of today so the AI I ship is faster, more reliable, and built on a foundation that survives investor due diligence. I've shipped 10+ MVPs that went on to raise funding, and I know exactly what a production codebase needs to look like. Here's what I build: 🤖 AI & LLM Systems: Custom AI agents, multi-agent orchestration, LLM fine-tuning, and vector database integrations (Pinecone, Weaviate, FAISS) for complex business logic. 🏥 Healthcare AI: HIPAA-compliant ambient scribes, automated medical coding (ICD/CPT), and EHR integrations that reduce admin burden for clinical teams. 💳 Fintech Platforms: Secure, high-throughput payment dashboards and compliance systems built to regulatory standards. 🛠️ Full-Stack SaaS: Next.js, React, FastAPI, Django, Supabase, PostgreSQL — scalable to 10k+ users from day one. ⚙️ Automation: n8n, Make, and Zapier workflows that connect your CRM, ERP, and internal tools without custom code overhead. When you hire me, you aren't just getting an engineer. You are getting an execution partner who has successfully shipped 10+ MVPs that went on to raise funding. I know what investors look for in a codebase, and I know what users demand in a UX. Stop losing weeks to development delays. Let’s get your product into the hands of paying customers. Send me a message with your project scope and I'll respond the same day. Let's schedule a strategy call this week and get your product moving.

I’m a Systems Software Engineer with a strong foundation in AI, automation, and full-stack development. At Motive Energy Storage Solutions, I design and implement Python-based software tools that interface with advanced Battery Management Systems (BMS) and energy storage platforms. My work includes developing automation pipelines, embedded software integrations, and diagnostic systems that power real-world clean energy deployments at scale. With a degree in Computer Science from UC Berkeley and hands-on experience working closely with hardware, firmware, and analytics teams, I bring a deep understanding of how to build efficient, reliable, and scalable software from the ground up. Whether you need an AI-powered system, a backend database solution, or a full-stack application with a clean front-end—I've got you covered. Tech Stack & Specialties: Python • AI & Machine Learning • Deep Learning JavaScript • React • Web & Mobile Design SQL • MongoDB • Custom Database Development Automation • Telemetry • Embedded Systems Integration Let’s build something powerful—reach out and tell me about your project.

I've built products that exited for $65M, scaled past 10 million daily users, and helped founders raise $50M in funding starting from nothing but an idea and a whiteboard. I'm a certified AI/ML and AWS fullstack developer with over 9 years of experience across frontend, backend, AI, and mobile. I've spent that time in the messy middle of real products, not tutorials or side projects. Some of what I've shipped and scaled: - Kalpa, which exited for $65M - InstantlyAI, now doing $20M in annual recurring revenue - Box, valued at $4.74B - PermissionAI, which raised $15M - STADS, used by FIFA teams - Schoolmaker, with 450K+ learners - Edaider, Sweden's top EdTech platform - A Shopify storefront handling 2M+ users and £21M+ in sales - A database with 200M+ records across 200+ tables - A monolith broken down into 50+ microservices without downtime My goal is simple: build clean, scalable systems that won’t fall apart when users, data, or revenue grow. 🔥Delivered 50+ production-grade systems across AI, SaaS, automations, and browser extensions 🔥Partnered with non-technical founders to architect and build SaaS MVPs from scratch 🔥Helped multiple founders launch revenue-generating MVPs in under 8–12 weeks 🔥Programmatic technical SEO for web & SPA 𝗧𝗲𝗰𝗵𝗻𝗶𝗰𝗮𝗹 𝗦𝗸𝗶𝗹𝗹𝘀 𝗜 𝗯𝗿𝗶𝗻𝗴 🔹Frontend: JavaScript (ES6, ES7, Typescript), Next.js, React, Vue, TailwindCSS, ShadCN, Chakra, Svelte 🔹Backend: Node.js (Express, Fastify, NestJS), Python (Django/FastAPI), Ruby on Rails, REST, GraphQL, gRPC, WebSockets, Server-Sent Events, JWT, OAuth2, Role-based auth 🔹Mobile Apps: React Native & Flutter 🔹Databases: PostgreSQL, MySQL. MongoDB, Firestore, Redis, DynamoDB, Supabase, Prisma, Drizzle, TypeORM 🔹Cloud & DevOps: AWS (Lambda, EC2, S3, CloudFront), Azure (Functions, Cosmos, Blob Storage), GCP, Vercel, Digital Ocean, Netlify, Render, Cloudflare (Workers, KV, R2), Docker + container orchestration, Cloudflare Workers + KV, CI/CD (GitHub Actions, GitLab, Bitbucket) 🔹AI/ML/NLP/LLM: OpenAI (GPT-4, GPT-4o, GPT-5, Assistants API), Anthropic Claude, Gemini, Groq, Llama, Weaviate / Pinecone / Chroma DB, RAG pipelines, embeddings, vector stores, LangChain, LangGraph, CrewAI, Fine-tuning, prompt engineering, AI-powered agents & automation 🔹Automation: Zapier, Make, n8n, Retool, Puppeteer, Playwright, Selenium, Scrapy, BeautifulSoup, API monitoring, bots, schedulers 🔹Low-Code & No-Code Development: Bubble, FlutterFlow, Webflow, Bolt, Lovable 🔹AI-Driven Coding / Copilot Tools: GitHub Copilot / Copilot X, OpenAI Codex, Claude / Claude Code 🔹eCommerce: Custom themes & apps, Shopify Hydrogen / Liquid, Stripe, PayPal, Paddle, LemonSqueezy, Subscription events, usage billing 🚀 How I Work ✔ Professional communication with clear milestones ✔ Clean, scalable, well-documented code ✔ Product-focused thinking to provide real-world results ✔ Fast MVP delivery without compromising structure ✔ AI-first mindset where automation adds measurable value ✔ Full responsibility from architecture to launch Send a message and let’s discuss your project goals! Keywords: Fullstack Development, Frontend, Backend, AI/ML, Chatbots, Chrome Extensions, Web Apps, Mobile Apps, AI App Development, AI Agents, Penetration testing, Low-code/no-code development, Workflow Automations, SAAS MVPs.

I'm a full stack AI developer. I have built successful SaaS, CRM, Fintech, B2B and Marketplace Products from 0 to 50,000+ users. I have prior experience working at the best tech companies in the world, including Uber. Whether you're looking to deploy your Minimum Viable Product, build a scalable App, maintain an existing platform, I can help you build, launch and scale your vision 🚀 I can help you make responsive Apps that work on Both Mobile, iPad and Desktop, across iOS, Android, Windows and Mac. I can help with: - 🔥 Marketplace Apps - 🔥 SaaS Apps - 🔥 Landing Pages - 🔥 CRM Platforms - 🔥 GenAI Apps - 🔥 WebScrapers - 🔥 VoiceAI Integrated Apps - 🔥 Anything else you can dream of Working with me, you'll get best-in-class experience across multiple skillsets: - Full Stack Development - API Integration - Social Features Integration (Facebook, Google etc) - AI Integration (ChatGPT, HuggingFace, Opensource Models such as Llama) - Direct SQL for integration with separate databases - AWS Lambda deployment if needed - UI/UX Design (Figma) - Google Firebase - Data and Dashboarding (Looker Studio) - SQL Database Creation - Java - Kotlin - Bubble Development I'll make sure that your product is up and running as fast as possible, with Weekly Updates. More importantly, I make sure that you have the best possible experience with me. I'm more than happy to get on a free call to discuss your problem and guide towards the best possible solution. I'm available to talk in all US timezones, 7 Days a week. So drop me a message, and see your vision come to life!🚀

Most businesses don’t need another AI demo. They need AI systems that save time, reduce manual work, and run reliably in production. That’s what I build. I’m Hassan Mehmood, an AI Engineer with 10+ years of software engineering experience, specializing in AI voice agents, RAG chatbots, LLM-powered applications, n8n automations, and production-ready AI systems. I help businesses turn manual workflows, scattered knowledge, repetitive support tasks, and disconnected tools into intelligent AI systems that are practical, scalable, and easy to maintain. What I Can Build for You AI Voice Agents Voice agents for appointment booking, customer support, lead qualification, follow-ups, reminders, call handling, and CRM updates. RAG Chatbots & Knowledge Systems AI assistants that answer from your documents, PDFs, websites, SOPs, internal knowledge base, product data, or customer support content. n8n / Make / Zapier Automations Workflow automations that connect CRMs, email, Google Sheets, Slack, APIs, webhooks, databases, and AI models. LLM-Powered Applications Custom AI tools using OpenAI, Claude, Gemini, prompt engineering, structured outputs, function calling, tool use, and multi-step workflows. Python AI Backends Scalable backend systems using Python, FastAPI, Flask, Django, PostgreSQL, MongoDB, Redis, AWS, Docker, and API integrations. Recent Work Emotion-Aware AI Wellness Platform — 8M+ Users Worked on AI-powered wellness and emotion-aware chatbot experiences built for real users at scale. Creator AI Platform Built AI workflows and intelligent product features for creator-focused AI applications. Prototype-to-Production Product Engineering Helped take a product from prototype/Replit stage to a live production system with long-term engineering, automation, backend, and deployment support. Skills & Tech Stack AI & LLMs: OpenAI, GPT-4o, Claude, Gemini, prompt engineering, structured outputs, function calling RAG & Vector Search: LangChain, LlamaIndex, Pinecone, Qdrant, Weaviate, Chroma, FAISS, semantic search Voice AI: AI voice agents, speech-to-text, text-to-speech, call automation, appointment booking agents Automation: n8n, Zapier, Make, webhooks, APIs, CRM automation, workflow orchestration Backend: Python, FastAPI, Flask, Django, Node.js, REST APIs Databases: PostgreSQL, MongoDB, MySQL, Redis Cloud & DevOps: AWS, Docker, CI/CD, cloud deployment I’m a Good Fit If You Need An AI assistant connected to your real business data A RAG chatbot for documents, support, SaaS data, or internal knowledge An AI voice agent for calls, booking, support, or lead qualification n8n automations that reduce manual work and connect your tools A production AI backend, not just a quick prototype Someone who understands both AI and full-stack product engineering Why Work With Me I don’t just connect an AI API and call it done. I think through the full system: user flow, data structure, prompts, retrieval quality, backend architecture, integrations, error handling, deployment, and long-term maintainability. My goal is simple: build AI systems that are useful, reliable, and connected to how your business actually works. If you want to build an AI solution that can move from idea to real production usage, let’s talk.

I've helped startups and growing businesses build SaaS platforms and AI-powered web applications that are stable, scalable, and ready for real users. When you work with me, you get a developer who understands both the technical architecture and the business goals behind your product. I build secure, high-performance backend systems using Python (Django, FastAPI), Node.js, and NestJS. This means your application will have clean APIs, well-structured databases, and an architecture that scales as your user base grows. On the frontend, I develop fast, modern interfaces using React and Next.js, ensuring your product feels smooth and professional for your customers. If you are launching a SaaS platform, I can design a multi-tenant architecture, implement authentication and authorization, integrate Stripe payments, and prepare your system for long-term scalability. If you are adding AI features, I can integrate AI/ML models, automation workflows, data processing systems, or OpenAI and Anthropic Claude-based solutions directly into your application. I also build production-ready AI agents and automation pipelines that handle real business workflows without manual intervention. This includes conversational AI agents that manage appointment scheduling and booking flows, answer inbound customer inquiries via WhatsApp or other messaging channels, qualify leads and route them through CRM pipelines, and trigger follow-up actions automatically based on conversation outcomes. I have built multi-turn context-aware agents using LangChain and the Anthropic Claude API that maintain conversation state, handle edge cases gracefully, and integrate with third-party calendars, CRMs, and notification systems so the entire workflow from customer inquiry to confirmed appointment runs unattended. Whether you need an AI agent embedded in your product or an automation pipeline that replaces a manual back office process, I build systems that run reliably in production and scale as your business grows. You also get reliable cloud deployment and infrastructure setup on AWS, GCP, or Azure. I handle Docker, Kubernetes, CI/CD pipelines, and database optimization using MongoDB or PostgreSQL, so your product runs efficiently in production, not just in development. What clients appreciate most is that I prioritize: • Clean, maintainable code • Strong system design and security • Clear communication and on-time delivery • Long-term scalability instead of quick fixes Core Technologies: Python, Django, FastAPI, AI Development, Machine Learning Integration, JavaScript, TypeScript, React.js, Next.js, Node.js, NestJS, REST API Development, Microservices, SaaS Development, Kafka, MQTT, AWS, GCP, Azure, MongoDB, PostgreSQL, Stripe Integration, Docker, Kubernetes, CI/CD, Cloud Architecture, Scalable Systems. If you need a reliable full-stack developer to build, improve, or scale your SaaS or AI-based product, I’m ready to help. I’m available in the GMT/EST time zone and comfortable signing an NDA. 𝑰𝒇 𝒚𝒐𝒖'𝒓𝒆 𝒑𝒍𝒂𝒏𝒏𝒊𝒏𝒈 𝒕𝒐 𝒃𝒖𝒊𝒍𝒅 𝒐𝒓 𝒔𝒄𝒂𝒍𝒆 𝒚𝒐𝒖𝒓 𝑺𝒂𝒂𝑺 𝒐𝒓 𝑨𝑰 𝒑𝒓𝒐𝒅𝒖𝒄𝒕, 𝒔𝒆𝒏𝒅 𝒎𝒆 𝒂 𝒎𝒆𝒔𝒔𝒂𝒈𝒆 𝒘𝒊𝒕𝒉 𝒚𝒐𝒖𝒓 𝒊𝒅𝒆𝒂 𝒐𝒓 𝒄𝒖𝒓𝒓𝒆𝒏𝒕 𝒄𝒉𝒂𝒍𝒍𝒆𝒏𝒈𝒆𝒔. 𝑰’𝒍𝒍 𝒓𝒆𝒗𝒊𝒆𝒘 𝒊𝒕 𝒂𝒏𝒅 𝒔𝒖𝒈𝒈𝒆𝒔𝒕 𝒕𝒉𝒆 𝒃𝒆𝒔𝒕 𝒕𝒆𝒄𝒉𝒏𝒊𝒄𝒂𝒍 𝒂𝒑𝒑𝒓𝒐𝒂𝒄𝒉.