I’m Mohammed — an AI Systems Architect, Software Engineer, Certified Requirements Engineer, and senior WordPress/WooCommerce expert with 16+ years of experience building business-critical digital platforms. Today, I help businesses design and build practical AI systems: AI agents, RAG assistants, automation workflows, LLM-powered apps, internal tools, and AI features connected to real business processes. My advantage is simple: I combine deep software engineering experience with modern AI engineering, so the result is not just a chatbot demo — it is a usable, maintainable, and business-focused system. 💡What I build: ✅ AI agents that reason, use tools, automate tasks, and connect to business systems ✅ RAG assistants that answer from documents, PDFs, websites, knowledge bases, or internal data ✅ LangGraph, CrewAI, AutoGen, and OpenAI Agents SDK workflows ✅ n8n automation connected to Gmail, Google Sheets, Google Drive, CRMs, APIs, Stripe, Telegram, and business tools ✅ AI-powered chatbots for support, education, sales, HR, operations, and e-commerce ✅ Python, FastAPI, Streamlit, Gradio, and API-based AI applications ✅ AI features inside WordPress, WooCommerce, LMS platforms, SaaS products, and existing web systems Whether you need an AI assistant trained on your company data, an automation workflow that saves hours every week, or a production-ready AI-powered web application, I can help plan it, build it, test it, and improve it. 💡Core AI & Automation Expertise: • AI agents and multi-agent systems • Retrieval-Augmented Generation (RAG) • Vector databases and semantic search • LangChain and LangGraph • OpenAI API, Anthropic/Claude, and open-source LLMs • n8n AI automation workflows • Prompt engineering and structured outputs • Tool calling and function calling • AI-as-a-judge evaluation workflows • LLM/RAG evaluation and quality improvement • Fine-tuning concepts, QLoRA, Hugging Face, and model benchmarking • Speech recognition, transcription, and audio intelligence • Responsible AI, privacy guardrails, and risk-aware AI implementation I think about AI systems from both sides: the technical architecture and the business outcome. That means I care about reliability, cost, latency, UX, maintainability, data privacy, and measurable value. 💡Relevant AI Systems I've Built (My portfolio includes): • Evaluated RAG knowledge workers for business Q&A • LangGraph support agents with persistent memory • n8n automation agents for accounting, SEO, legal operations, and real estate workflows • Multi-agent deep research systems with planning, web search, reports, and email delivery • AI privacy guardrails for safer ChatGPT use in business teams • AI meeting and call intelligence tools using speech recognition • AI interview coaches, course tutors, and knowledge-base chatbots • AI agents using CrewAI, AutoGen, OpenAI Agents SDK, LangGraph, and MCP-style tool integrations 💡WordPress, WooCommerce & Web Engineering Background: Before focusing deeply on AI engineering, I spent 16+ years building and improving WordPress, WooCommerce, and custom web platforms. I have hands-on experience with custom plugins, themes, WooCommerce workflows, LMS platforms, booking systems, multivendor stores, memberships, LearnDash, H5P, GamiPress, ACF, Gravity Forms, Elementor, Divi, Gutenberg, CRM integrations, payment gateways, APIs, performance optimization, database debugging, custom PHP, JavaScript, React, and Vue.js. This background matters because many businesses do not need AI in isolation. They need AI integrated into their website, store, CRM, internal tools, support process, learning platform, or existing software stack. 💡Why Work With Me: When you work with me, you are not just hiring someone to write prompts or connect APIs. You are working with someone who can understand requirements, translate business goals into technical architecture, choose the right AI approach, build clean systems, connect AI with real tools and databases, and think about reliability, safety, scalability, and long-term improvement. I can help with idea validation, architecture planning, MVP development, workflow automation, AI feature integration, debugging, optimization, and scaling. 💡Let's Build: If you are looking to: ✅ Build an AI agent or RAG assistant ✅ Automate business workflows with AI and n8n ✅ Add AI features to your website, SaaS, WooCommerce store, or internal platform ✅ Turn documents, calls, emails, spreadsheets, or business data into intelligent workflows ✅ Design a practical AI system that is actually useful for your team or customers Send me a message and let’s discuss the best way to turn your idea into a working, high-impact solution.

I am an AI Full Stack Engineer with 4+ years of hands-on experience building production-grade SaaS platforms and AI systems used by real users not just demos. I work end-to-end: architecture → development → AI integration → deployment, with a strong focus on scalability, clean code, and long-term maintainability. I’ve delivered modern SaaS products, AI-powered tools, admin dashboards, and cross-platform apps for startups and growing businesses. My core strength is building real AI systems, not just API integrations. I design and deploy LLM pipelines (RAG, vector search, evaluation, tracing) and AI agents that operate reliably in production. 𝐂𝐨𝐫𝐞 𝐄𝐱𝐩𝐞𝐫𝐭𝐢𝐬𝐞 𝐁𝐚𝐜𝐤𝐞𝐧𝐝 & 𝐀𝐏𝐈𝐬 - Supabase (Postgres, Auth, RLS, Edge Functions) - Secure authentication (SSO, OAuth, role-based access) 𝐀𝐈 𝐒𝐲𝐬𝐭𝐞𝐦𝐬 & 𝐋𝐋𝐌𝐬 - OpenAI (GPT-5o), Claude, Gemini, Vertex AI - RAG systems (Pinecone, Qdrant, OpenSearch) - LangChain, LangGraph, LangSmith, Langfuse - Prompt engineering, evaluation, and tracing - Custom model deployment (vLLM, Mistral, Qwen, Gemma) - AI chatbots, voice agents (Vapi, Retell AI), and agentic workflows 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧 & 𝐀𝐈 𝐀𝐠𝐞𝐧𝐭𝐬 - Tools: n8n, Make, LangChain - AI agents for support, content, and internal ops - Workflow automation with APIs and event-driven systems - Integration with CRMs, databases, and third-party tools 𝐀𝐈 𝐂𝐨𝐧𝐭𝐞𝐧𝐭 & 𝐆𝐞𝐧𝐞𝐫𝐚𝐭𝐢𝐯𝐞 𝐌𝐞𝐝𝐢𝐚 - Video: Runway, Veo 3, Pika - Image & Audio: Midjourney, ElevenLabs, Whisper 𝐂𝐥𝐨𝐮𝐝 & 𝐃𝐞𝐯𝐎𝐩𝐬 - AWS, GCP, Vercel, Netlify - CI/CD pipelines, Docker, Git - Secure, scalable deployments 🚀 𝐖𝐡𝐚𝐭 𝐈 𝐁𝐮𝐢𝐥𝐝 - Scalable SaaS platforms & admin dashboards - AI-powered applications & internal tools - Document-aware chat systems (RAG-based assistants) - AI agents for automation and decision-making -- Real-time apps with live data and chat - Cross-platform mobile apps (Flutter, React Native) 💡 𝐖𝐡𝐲 𝐂𝐥𝐢𝐞𝐧𝐭𝐬 𝐂𝐡𝐨𝐨𝐬𝐞 𝐌𝐞 - Production-Ready: I build AI systems designed for the real world, not prototypes. - Scale & Security: Strong focus on performance and data protection. - Business Alignment: I translate business needs into robust technical systems. - Structured Execution: Clear communication and a proven track record of long-term success. If you’re looking to build a scalable SaaS product or an AI-driven system that actually works in real-world conditions, I can help you design and deliver it end-to-end.

Senior Software Engineer | AI Integration & LLM Systems | AI Video Pipelines | Full-Stack & Technical Consulting I build things most developers can't — from production AI agents and LLM pipelines to real-time video processing infrastructure, WebRTC systems, and full-stack web applications. With 22+ years of hands-on engineering experience, I operate across the full stack of abstraction: from x86/ARM assembler up to React/Next.js, and everything in between — including the cutting edge of applied AI. Where I add the most value: AI Integration & LLM Systems — My current primary focus, and one of the fastest-growing needs on the market. I design and build practical AI systems that go beyond API wrappers: autonomous code agents, voice recognition pipelines, LLM integrations using LlamaCpp and HuggingFace, Retrieval-Augmented Generation (RAG) architectures, and reinforcement learning feedback loops. If you have an existing product and need AI capabilities embedded into it properly — not bolted on — this is where I thrive. AI-Powered Video Pipelines — A rare combination: deep AI knowledge paired with deep video engineering expertise. I build the infrastructure behind AI video tools — real-time processing, generation pipelines, and streaming architectures using FFmpeg (API and CLI), Media Foundation, and custom SDKs. Whether you're building an AI video editor, a live AI-enhanced stream, or a 250–360° panoramic solution, I can own the full pipeline from capture to output. WebRTC & Real-Time AI — Real-time communication systems enhanced with AI capabilities: live transcription, translation, moderation, and analysis. Proficient in WebRTC end-to-end, with the AI layer built in from the ground up rather than patched in afterward. AI Chatbot & Agent Development — Building production-grade conversational agents and autonomous systems with custom backends, memory, tool use, and real integrations — not no-code wrappers or off-the-shelf demos. Technical Leadership & Team Consulting — Sometimes the most valuable thing a project needs isn't more code — it's the right direction. I help clients assess their engineering teams, audit existing codebases, and evaluate software stacks and architectures before committing to a costly build. Whether you're choosing between competing technology approaches, need an independent expert to validate a technical decision, or require a fractional technical lead — I can step in as a trusted advisor. I also form and coordinate small teams of specialists when a project scope requires it, matching the right engineers to the right problems. Low-Level & Systems Programming — Custom HTTP servers, Nginx modules, WebSocket implementations, eBPF, ICMP and raw IP protocols, OS kernel work, and hardware device drivers. This foundation is what allows me to optimize AI inference performance and video pipelines at a level most engineers simply can't reach. Cross-Platform Native Development — 12 years with OpenGL, plus Metal, Vulkan, and DirectX across macOS, iOS, Windows, and Linux. Experienced with Raspberry Pi and embedded/specialized devices. Web & Full-Stack — 15 years of JavaScript (React, Next.js, TypeScript, Node.js, Three.js, WebGL), 10 years of PHP (Laravel, CakePHP, MySQL), and Python/FastAPI for backend services. Additional languages & tools: C# / MSSQL, Java, Python, Qt/PyQt, Perl — all with 5+ years of production use. I'm equally comfortable building an AI agent from scratch, architecting a real-time video pipeline, advising a CTO on a critical technical decision, or assembling the right team to deliver a complex product. If your project sits at the intersection of AI and real engineering — not just prompting — let's talk.

🎁 𝐆𝐄𝐓 𝐘𝐎𝐔𝐑 𝐅𝐑𝐄𝐄 𝐀𝐈 𝐑𝐄𝐀𝐃𝐈𝐍𝐄𝐒𝐒 𝐀𝐔𝐃𝐈𝐓 - send me a message and I'll analyze your stack, data pipelines, and AI use cases in 3-5 days. I work as a Machine Learning Engineer, AI Engineer, DevOps Engineer, and Python Developer delivering production Machine Learning systems and AI solutions using Python, with a strong focus on LLM, RAG systems, Computer Vision, and full MLOps / DevOps infrastructure. I operate with a team of 90+ engineers across Machine Learning, DevOps, and Backend, delivering complex Machine Learning and AI systems end-to-end, from data pipelines to deployed, monitored, and scaled systems in production for US and European clients. I'm a Machine Learning Engineer, AI Engineer, and Python Developer with 10+ years of experience building Machine Learning systems and AI solutions using Python for SaaS, fintech, manufacturing, and enterprise companies. As a Machine Learning Engineer, I combine Python, Deep Learning, NLP, Computer Vision, and LLM technologies to build scalable, production-grade Machine Learning systems that solve real business problems. 💻 As a Machine Learning Engineer, AI Engineer, and RAG Developer, I build RAG systems and Retrieval-Augmented Generation pipelines using Python, vector databases, semantic search, and knowledge retrieval systems integrated into production workflows. As a Machine Learning Engineer working with RAG pipelines, I design systems connected to SQL databases, CRMs, and internal knowledge bases. One Machine Learning-powered RAG system reduced support workload equivalent to 3 full-time employees, cutting response time from hours to seconds. As an AI Agent Developer using LangGraph and CrewAI, I build multi-agent Machine Learning systems where each agent handles retrieval, reasoning, and execution in a single production pipeline. 🤖 As a Machine Learning Engineer, AI Engineer, and LLM Developer, I deliver end-to-end LLM integration using Python and models like GPT-4/5, Claude, LLaMA, and Mistral. I build AI agents, AI copilots, and Machine Learning-driven automation systems integrated into enterprise workflows. As a Machine Learning Engineer, I handle prompt engineering, context engineering, embedding pipelines, vector databases like Pinecone, Weaviate, and Chroma, and optimization of Machine Learning and RAG systems in production environments. 👁️ As a Machine Learning Engineer and Computer Vision Engineer, I develop Computer Vision systems using Python, YOLOv8, Detectron2, and OpenCV for object detection, segmentation, and real-time analytics. I delivered a Machine Learning system that replaced manual inspection in manufacturing and reduced defect escape rate to near zero. I also build Document AI systems using OCR tools like Textract and Google DocAI, including full Machine Learning pipelines for processing noisy and unstructured data. 🧠 As a Machine Learning Engineer and NLP Engineer, I build Machine Learning systems using Python for Named Entity Recognition, text classification, semantic search, multilingual NLP, question-answering systems, sentiment analysis, and topic modeling. I combine traditional Machine Learning approaches with LLM technologies to deliver production-ready language systems. ⚙️ As a Machine Learning Engineer, MLOps Engineer, and DevOps Engineer, I design, deploy, and scale Machine Learning systems in production using Python and cloud infrastructure. I build Machine Learning and AI infrastructure with Kubernetes, Docker, Terraform, Ansible, Jenkins, Kafka, Grafana, Prometheus, and NGINX across AWS, Google Cloud, and Azure. In one DevOps and Machine Learning case, deployments scaled from 1 per month to 120 per month, deployment time decreased by 85%, and infrastructure costs were reduced by 55%. As a Machine Learning Engineer and DevOps Engineer, I don't just build models - I deploy, monitor, optimize, and scale Machine Learning systems in real environments. I build Machine Learning systems using Python, AI solutions, LLM applications, RAG systems, Computer Vision pipelines, NLP systems, and scalable MLOps / DevOps infrastructure that works in production. If you're looking for a Machine Learning Engineer, AI Engineer, Python Developer, or DevOps Engineer who understands Machine Learning systems, DevOps infrastructure, and real business workflows - you're in the right place. 🚀 If you're building or scaling a Machine Learning or AI product and need a Machine Learning Engineer, Python Developer, or DevOps Engineer who can design, build, deploy, and scale real production systems - not just prototypes - I can help. Most clients come when their Machine Learning systems are slow, unstable, or not delivering results. I redesign, optimize, and turn them into scalable Machine Learning and AI systems powered by Python and reliable DevOps infrastructure. 📩 Send me a message with your current setup, and I'll tell you what's missing, what can be improved, and whether your Machine Learning system is ready for prod

Hi, I'm Jackie - a Hong Kong-based consultant and local assistant. I help individuals and businesses get things done efficiently in Hong Kong. Whether you need on-the-ground support, admin assistance, research, errands, or practical problem-solving, I make life easier and tasks smoother. Why choose me? Local knowledge: I know HKs neighborhoods and how to get things done quickly. Efficient & flexible: I adapt to your needs and deliver fast, clear results. Great communication: Fluent in English + familiar with HK-style processes and systems. Services I Offer in Hong Kong: Company Research & Due Diligence - Detailed background checks, company verification, market analysis, and due diligence reports for businesses and investors in Hong Kong Logistics & Delivery Support - Package pickup, delivery, courier coordination, and local shipping Procurement & Product Sourcing - Finding, purchasing, and sourcing products locally Wedding & Marriage Assistance in Hong Kong - Marriage registration support, document preparation, venue coordination, and related logistics Location visits, verification & on-site photography Personal errands & shopping Meeting representation or quick check-ins Document drop-offs & address verification Reservations, admin tasks & PA-style support Market research & competitive analysis General consulting & problem-solving support Let me handle the small things so you can focus on what matters most!

I help REAL ESTATE & other businesses, agencies, investors, property managers, and sales teams automate LEAD MANAGEMENT, FOLLOW-UP, CRM OPERATIONS, APPOINTMENT BOOKING, and customer communication using n8n, GOHIGHLEVEL, ZAPIER, AI VOICE AGENTS, and custom AI AUTOMATION systems. Many businesses lose revenue because leads are not contacted quickly enough, follow-ups are inconsistent, CRM records become outdated, appointments are missed, and teams spend hours performing repetitive manual work. I build automation systems that connect your CRM, communication channels, databases, and business processes into reliable workflows that reduce manual effort and improve operational efficiency. Whether you need AI-powered lead qualification, automated follow-up, CRM automation, AI Voice Agents, sales automation, or backend workflows, I focus on building systems that help businesses scale without adding complexity. ⭐⭐⭐WHAT I BUILD⭐⭐⭐ • AI Automation Systems • Workflow Automation • CRM Automation • AI Agents • AI Voice Agents • AI Receptionists • Appointment Booking Systems • Lead Qualification Systems • Lead Routing Systems • Follow-Up Automation • Sales Automation • Customer Support Automation • Email-to-CRM Workflows • AI Document Processing • API Integrations • Webhook Automation ⭐⭐⭐REAL ESTATE AUTOMATION⭐⭐⭐ Real Estate businesses often struggle with lead response times, fragmented systems, inconsistent follow-up, and manual administrative work. I build Real Estate automation systems that help teams respond faster, automate repetitive processes, and improve lead conversion. ▶️Examples include: • AI Receptionists • AI Voice Agents • Automated Appointment Booking • Lead Routing & Assignment • Follow Up Boss Automation • GoHighLevel Automation • CRM Data Synchronization • Lead Nurturing Workflows • Real Estate Lead Management • Investor Lead Qualification • Sales Pipeline Automation • SMS & Email Follow-Up Systems ⭐⭐⭐AI VOICE AGENT & CONVERSATIONAL AI⭐⭐⭐ I build AI Voice Agents that can: • Answer inbound calls • Qualify leads • Book appointments • Route conversations • Capture lead information • Follow up automatically • Handle customer inquiries • Update CRM records Using Vapi, Retell AI, OpenAI, Claude, Twilio, and GoHighLevel, I create conversational AI systems that help businesses respond instantly and operate more efficiently. ⭐⭐⭐CRM & SALES AUTOMATION⭐⭐⭐ I build CRM automation systems that keep records updated, automate lead movement through pipelines, trigger follow-ups, create tasks, and improve visibility across the sales process. ▶️Platforms include: • GoHighLevel (GHL) • Follow Up Boss • Close io • HubSpot • Airtable ▶️Common automations include: • Lead Capture Automation • Lead Routing • Lead Qualification • Automated Follow-Up • Pipeline Automation • Appointment Reminders • Task Automation • Sales Workflow Automation • CRM Synchronization ⭐⭐⭐N8N, ZAPIER OR GOHIGHLEVEL WORKFLOW AUTOMATION⭐⭐⭐ I use n8n, Zapier or GoHighLevel to connect business systems, automate workflows, and orchestrate processes across multiple platforms. ▶️Services include: • n8n Workflow Automation • n8n AI Automation • n8n AI Agents • n8n CRM Automation • n8n API Integrations • n8n Webhook Automation • Zapier Automation • Workflow Design • Workflow Optimization • REST API Integration • JSON-Based Workflows • Data Synchronization ⭐⭐⭐TOOLS & PLATFORMS I WORK WITH⭐⭐⭐ n8n, GoHighLevel, GHL, Zapier, Follow Up Boss, Vapi, Retell AI, ElevenLabs, OpenAI, Claude, APIs, Webhooks, JSON. ⭐⭐⭐INDUSTRIES⭐⭐⭐ • Real Estate • Property Management • Mortgage & Lending • Construction • Home Services • Healthcare • Professional Services ⭐⭐⭐WHAT YOU CAN EXPECT⭐⭐⭐ • Faster Lead Response Times • Reduced Manual Work • Better CRM Organization • Improved Follow-Up Consistency • Increased Appointment Booking • Automated Lead Management • Streamlined Customer Communication • Scalable Automation Systems ▶️P.S: If you're looking for an AI Automation Engineer to build n8n workflows, GoHighLevel automation, Zapier automations, AI Voice Agents, CRM automation, lead management systems, appointment booking workflows, or sales automation systems, I can help you design and implement automation that supports growth while reducing operational complexity. ▶️KEY TERMS n8n | GoHighLevel Automation | Zapier | AI Automation | Workflow Automation | CRM Automation | AI Agents | AI Voice Agents | AI Receptionist | Vapi | Retell AI | Follow Up Boss | Lead Management | Lead Qualification | Appointment Booking | Sales Automation | API Integration | Webhooks | JSON | Real Estate Automation | n8n expert | GHL Workflow | Twilio | n8n workflow | Zapier workflow ▶️MESSAGE ME TO START BUILDING YOUR AUTOMATED WORKFLOW!!!

I specialize in developing AI-driven solutions with a focus on Large Language Models (LLMs), Retrieval-Augmented Generation (RAG), Natural Language Processing (NLP), Machine Learning, and Data Analysis. Clear communication and tailored solutions are my priorities. 🔷 Areas of Expertise Audio and Speech Processing Speech Applications: Automatic Speech Recognition (ASR), Text-to-Speech (with voice cloning), Voice Conversion, Speech Alignment, Phoneme Recognition, Voice Activity Detection (VAD), Speech Denoising. Music AI: Music Generation, Genre Classification, BPM & Chord Key Estimation, Stem Separation, Music Captioning. Audio Processing: Audio Search Engines, Audio Clustering, Text-to-Audio Generation. Instrument Processing: Piano Transcription, Guitar Tab Alignment. Natural Language Processing (NLP) Applications: Text Summarization, Text Translation, Sentiment Analysis, Chatbot Development (DialogFlow, RASA, ChatGPT), Named Entity Recognition (NER), Question Answering. Tools & Models: Hugging Face Transformers, GPT-3.5/4, BERT, T5, NLTK, SpaCy, OpenAI API. Specialized Skills: Web Crawling (Scrapy, Beautiful Soup), Prompt Engineering, AWS SageMaker, Azure ML. Generative AI for Images and Videos Text-to-Image/Video: Diffusion Models (SDXL, FLUX.1), Style Transfer, Inpainting, Controlled Generation (ControlNet). GANs: Image Restoration, Upscaling (GFP-GAN, 4xUltrasharp), Pix2Pix. Text-to-3D: Zero123, InstantMesh, Wonder3D. Optimization: Deployment, Model Quantization, Speed Optimization with TensorRT, Distillation. 🔷 Why Choose Me? ✔️ Proficient in leading AI tools and frameworks (PyTorch, TensorFlow, Keras). ✔️ Strong in both research and deployment, including optimization for real-world applications. ✔️ Up-to-date with the latest advancements in AI, ensuring cutting-edge solutions. ✔️ Passionate about creating innovative, high-quality prototypes, POCs, and production-ready models. Whether your project involves audio, speech, text, image, or video AI, I am equipped to deliver exceptional results. Let’s bring your vision to life together!

I leverage over 11 years of experience in data science and healthcare to deliver transformative solutions. As a Data Science Consultant, I specialize in harnessing AI to address complex challenges in the healthcare sector. I founded Kinase AI, where I lead innovative projects that enhance patient outcomes through advanced data analytics. My background as a physician enriches my approach, ensuring that my solutions are grounded in clinical reality and public health needs. I thrive on collaborating with diverse teams to create data-driven strategies that resonate in the fast-evolving healthcare landscape. If you're seeking a professional who combines medical expertise with technical proficiency, let's connect to explore how I can contribute to your project.

I’m an AI Engineer and Software Developer experienced in building practical AI-powered products for startups and small teams. Whether you need an LLM app, RAG chatbot, document Q&A system, AI writing tool, workflow automation, or full-stack MVP, I can help turn your idea into a working product. I have built AI healthcare platforms, resume improvement systems, writing assistants, and recommendation tools, with experience across backend development, frontend integration, model evaluation, prompt optimization, and product delivery. What I do best: - Build LLM-powered applications and AI workflows - Create RAG systems for document search and Q&A - Develop backend APIs and full-stack MVPs - Improve prompts, model outputs, and user experience - Communicate clearly and iterate quickly from idea to launch I’m especially strong at bridging technical implementation with real user needs. If you want someone who can understand your product goal, build reliably, and communicate throughout the process, let’s talk!