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🚀 Top 1%, Expert-Vetted, AI Engineer 🚀 𝐒𝐞𝐧𝐢𝐨𝐫 𝐀𝐈/𝐌𝐋 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫 𝐰𝐢𝐭𝐡 𝟖+ 𝐲𝐞𝐚𝐫𝐬 𝐛𝐮𝐢𝐥𝐝𝐢𝐧𝐠 𝐩𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐨𝐧 𝐀𝐈 𝐬𝐲𝐬𝐭𝐞𝐦𝐬 𝐭𝐡𝐚𝐭 𝐜𝐮𝐭 𝐜𝐨𝐬𝐭𝐬, 𝐚𝐮𝐭𝐨𝐦𝐚𝐭𝐞 𝐰𝐨𝐫𝐤𝐟𝐥𝐨𝐰𝐬, 𝐚𝐧𝐝 𝐝𝐞𝐥𝐢𝐯𝐞𝐫 𝐑𝐎𝐈. I have helped startups and enterprises across healthcare, fintech, ecommerce, and SaaS ship intelligent AI products that scale from day one. I handle everything end to end, from idea to deployed production-grade AI. Have a great idea but 𝒏𝒐𝒕 𝒔𝒖𝒓𝒆 𝒘𝒉𝒆𝒓𝒆 𝒕𝒐 𝒔𝒕𝒂𝒓𝒕? Send me a DM and we will arrange a 𝟒𝟎-𝐦𝐢𝐧 𝐜𝐨𝐧𝐬𝐮𝐥𝐭𝐚𝐭𝐢𝐨𝐧 📞. ★ 𝐖𝐡𝐚𝐭 𝐈 𝐃𝐞𝐥𝐢𝐯𝐞𝐫 → 𝐀𝐈 𝐀𝐠𝐞𝐧𝐭𝐬 & 𝐀𝐠𝐞𝐧𝐭𝐢𝐜 𝐖𝐨𝐫𝐤𝐟𝐥𝐨𝐰𝐬: Autonomous multi-agent systems using LangGraph, CrewAI, AutoGen, and MCP that plan, reason, and execute across APIs, CRMs, and SaaS tools without human intervention. → 𝐑𝐀𝐆 𝐒𝐲𝐬𝐭𝐞𝐦𝐬 & 𝐋𝐋𝐌 𝐀𝐩𝐩𝐥𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬: Production RAG pipelines with hybrid search, contextual memory and hallucination mitigation using LlamaIndex, LangChain, Pinecone, Qdrant, Weaviate, and pgvector. → 𝐀𝐈 𝐂𝐡𝐚𝐭𝐛𝐨𝐭𝐬 & 𝐕𝐨𝐢𝐜𝐞 𝐀𝐈 𝐀𝐠𝐞𝐧𝐭𝐬: Custom AI chatbots and inbound/outbound voice agents for customer support, lead qualification and appointment booking via web, WhatsApp, and phone using GPT-4o, Claude, Whisper, VAPI, and Retell AI. → 𝐋𝐋𝐌 𝐅𝐢𝐧𝐞-𝐓𝐮𝐧𝐢𝐧𝐠 & 𝐆𝐞𝐧𝐞𝐫𝐚𝐭𝐢𝐯𝐞 𝐀𝐈: Domain-specific fine-tuning using LoRA, QLoRA, RLHF and DPO on OpenAI, Claude, Mistral, LLaMA 3, and DeepSeek for production-ready specialized model behavior. → 𝐀𝐈 𝐈𝐧𝐭𝐞𝐠𝐫𝐚𝐭𝐢𝐨𝐧 & 𝐖𝐨𝐫𝐤𝐟𝐥𝐨𝐰 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧: AI integration into your CRMs, ERPs and databases via n8n, Make, and Zapier with OCR pipelines, web scraping, ETL automation and event-driven API orchestration. → 𝐂𝐨𝐦𝐩𝐮𝐭𝐞𝐫 𝐕𝐢𝐬𝐢𝐨𝐧 & 𝐃𝐨𝐜𝐮𝐦𝐞𝐧𝐭 𝐀𝐈: Object detection (YOLOv8), image classification, facial analytics and intelligent OCR for structured data extraction from PDFs and scanned documents. → 𝐌𝐋𝐎𝐩𝐬, 𝐂𝐥𝐨𝐮𝐝 & 𝐀𝐈 𝐈𝐧𝐟𝐫𝐚𝐬𝐭𝐫𝐮𝐜𝐭𝐮𝐫𝐞: Scalable model deployment on AWS Bedrock, GCP Vertex AI and Azure with Docker, Kubernetes, CI/CD, LangSmith observability and token cost optimization. ★ 𝐍𝐨𝐭𝐚𝐛𝐥𝐞 𝐑𝐞𝐬𝐮𝐥𝐭𝐬 ✔ 𝐀𝐈 𝐂𝐚𝐥𝐥 𝐒𝐜𝐨𝐫𝐢𝐧𝐠 𝐒𝐲𝐬𝐭𝐞𝐦: 90% faster evaluations, $140K+ saved in year one, 3x agent performance visibility across 10K+ calls/month. ✔ 𝐃𝐨𝐜-𝐀𝐈 𝐎𝐂𝐑 𝐏𝐢𝐩𝐞𝐥𝐢𝐧𝐞: 94% less manual data entry, $110K saved/yr, 50K+ documents processed/month at 99% accuracy. ✔ 𝐌𝐞𝐝𝐢𝐜𝐚𝐥 𝐑𝐞𝐜𝐨𝐫𝐝 𝐄𝐱𝐭𝐫𝐚𝐜𝐭𝐢𝐨𝐧 (𝐅𝐢𝐧𝐞-𝐓𝐮𝐧𝐞𝐝 𝐋𝐋𝐌): 98% less processing time, $160K saved/yr, zero compliance errors in production. ✔ 𝐋𝐢𝐜𝐞𝐧𝐬𝐞 𝐏𝐥𝐚𝐭𝐞 𝐑𝐞𝐜𝐨𝐠𝐧𝐢𝐭𝐢𝐨𝐧 (𝐘𝐎𝐋𝐎𝐯𝟖): 96% fewer manual checks, $85K saved/yr, real-time detection at 60fps. ✔ 𝐑𝐀𝐆 𝐑𝐞𝐩𝐨𝐫𝐭 𝐆𝐞𝐧𝐞𝐫𝐚𝐭𝐢𝐨𝐧 𝐒𝐲𝐬𝐭𝐞𝐦: 98% faster prep, $200K saved/yr, zero hallucination rate across 5K+ reports. ✔ 𝐔𝐆𝐂 𝐕𝐢𝐝𝐞𝐨 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧 (𝐧𝟖𝐧 + 𝐆𝐞𝐧𝐀𝐈): 90% production time cut, $120K saved/yr, 500+ videos/month fully automated. ✔ 𝐒𝐭𝐚𝐛𝐥𝐞 𝐃𝐢𝐟𝐟𝐮𝐬𝐢𝐨𝐧 𝐋𝐨𝐑𝐀 𝐅𝐢𝐧𝐞-𝐓𝐮𝐧𝐢𝐧𝐠: 95% lower compute cost, $90K saved per model cycle, brand-consistent image generation at scale. ★ 𝐖𝐡𝐲 𝐂𝐥𝐢𝐞𝐧𝐭𝐬 𝐖𝐨𝐫𝐤 𝐖𝐢𝐭𝐡 𝐌𝐞 ✔ 𝐅𝐢𝐧𝐥𝐚𝐧𝐝, 𝐄𝐔 𝐁𝐚𝐬𝐞𝐝: EU timezone, GDPR-compliant development, and European enterprise communication standards with zero barriers. ✔ 𝐒𝐩𝐞𝐜𝐢𝐚𝐥𝐢𝐳𝐞𝐝 𝐓𝐞𝐚𝐦: I work alongside a dedicated team of AI engineers, ML specialists, and full-stack developers giving you agency-level capacity with direct senior ownership on every project. ✔ 𝐏𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐨𝐧-𝐅𝐢𝐫𝐬𝐭: I build AI that handles real traffic, edge cases, and failures gracefully, not demos that break under pressure. ✔ 𝐑𝐎𝐈-𝐃𝐫𝐢𝐯𝐞𝐧: Feasibility, scalability, and cost impact assessed before a single line of code is written. ✔ 𝐓𝐫𝐚𝐧𝐬𝐩𝐚𝐫𝐞𝐧𝐭 & 𝐑𝐞𝐥𝐢𝐚𝐛𝐥𝐞: Honest timelines, clear progress updates, and full post-launch support every time. 𝐋𝐞𝐭'𝐬 𝐁𝐮𝐢𝐥𝐝: Send me your project and I will give you a straight, honest assessment of what is feasible, what it will take, and how to build it the right way.

AI Developer & SaaS Architect | Full Stack Developer focused on building AI solutions & SaaS MVPs. I have strong skills as a Senior Software Engineer, Nodejs, Nestjs FastAPI Developer, and React Developer. I help founders, startups, and small businesses build practical AI-powered web applications, SaaS MVPs, automation tools, and full-stack products using Nodejs, Python, React, Next.js, FastAPI, Nest.js, and modern AI APIs. I may be new to Upwork, but I am not new to building. I have hands-on experience developing full-stack applications, AI-assisted workflows, dashboards, backend APIs, and production-minded web platforms. My focus is simple, understand your idea clearly, build the right first version, and help you move from concept to a working product. What I Do I can help you with SaaS MVP development from idea to launch AI app development and AI API integration OpenAI, LangChain, RAG, chatbot, and agent-style workflows Full-stack web apps using React, Next.js, Python, FastAPI, Node.js, and Supabase Backend APIs, dashboards, authentication, databases, and deployment Automation tools that save time and reduce manual work Clean frontend interfaces with responsive UI and modern UX AI & SaaS Development I build AI-powered software that is useful, not just flashy. Whether you need a chatbot, document workflow, internal tool, AI assistant, or SaaS dashboard, I can help design and develop the product end-to-end. Areas I work with include OpenAI API and LLM integrations RAG pipelines and document-based AI assistants AI automation and workflow tools SaaS dashboards and admin panels Multi-user web applications Authentication, roles, and database-backed systems API design and backend logic Full Stack Development I work across the frontend, backend, database, and deployment layers, which means you do not need to manage multiple developers for an MVP. My core stack includes Frontend: React, Next.js, JavaScript, TypeScript, Tailwind CSS Backend: Python, FastAPI, Django, Node.js Databases: PostgreSQL, Supabase, Redis, Firebase AI Tools: OpenAI, LangChain, vector databases, prompt engineering Deployment: Vercel, Docker, cloud platforms, CI/CD basics Other: REST APIs, GraphQL, WebSockets, SaaS architecture How I Work I work best with clients who want clear communication and steady execution. I can help you shape the product, choose the right tech stack, avoid unnecessary complexity, and build something that can grow beyond the first version. My approach is Clear scoping before development starts Fast MVP delivery with clean architecture Regular updates and honest communication Practical technical decisions Code that is maintainable and easy to extend A product-focused mindset, not just task completion Why Work With Me Because I care about the result, not just the code. I think like a technical partner, I ask the right questions, suggest better options when needed, and focus on helping you get a working product into users’ hands. I am especially a good fit if you need An AI developer who also understands full-stack product development A web developer who can build both frontend and backend A Python/React developer for SaaS, dashboards, and automation Someone who can turn a rough idea into a real working MVP Background I have a strong background in AI, data science, and full-stack software development, with experience building real-world projects across web applications, AI tools, automation systems, and SaaS-style platforms. I am continuously improving my craft and using modern AI-assisted development tools to work faster while keeping quality high. Let’s Work Together If you are building an AI product, SaaS MVP, automation tool, dashboard, or full-stack web application, send me a message. I would be happy to understand your idea and help you turn it into a working product.

-- Top 3% of AI Developers on Upwork (rated: Top Rated Plus) -- 5+ Years of Professional Experience in Machine Learning -- Specialized in Generative AI, Image Generation, and Speech Generation As a specialist in AI, I bring a strong theoretical foundation alongside practical expertise in machine learning, deep learning, and generative AI models. With over 5 years of experience, I excel in applying advanced AI techniques to solve complex problems in image generation, speech synthesis, and more. Key Areas of Expertise: - Deep expertise in generative AI models for image, video, and speech generation (GANs, VAEs, diffusion models). - Skilled in designing and fine-tuning LLMs and multimodal models, integrating image, text, and speech for advanced AI solutions. - Proficient in the full ML/DL pipeline: architecture design, model training, deployment, and continuous optimization. - Extensive experience in applying cutting-edge neural networks for computer vision, NLP, and audio processing. - Developed custom generative models for use cases including text-to-image, image-to-image, speech-to-text, text-to-speech, and voice cloning. - Implemented solutions for automated content generation, image captioning, visual understanding, speech synthesis, and multimodal fusion. - Focused on optimizing models for deployment on mobile, cloud, and edge devices using tools like PyTorch, TensorFlow, and NVIDIA frameworks. Research Experience: - Published work in reinforcement learning at ICML ("Inverse Constrained Reinforcement Learning") with applications in human feedback for improving generative models. - Expertise in Reinforcement Learning from Human Feedback (RLHF), a key technique used in training high-performance LLMs and generative models. Technical Skills: - Core Areas: Generative AI, Image Generation, Speech Generation, Multimodal AI, Computer Vision, NLP, OCR, Large Language Models, Big Data Analytics. - Libraries/Frameworks: TensorFlow, Keras, PyTorch, Hugging Face, OpenAI, CoreML, FastAPI, Flask. - Toolkits: PyTorch, Numpy, Pandas, CUDA, TensorFlow, OpenCV, Tflite. - Operational Tools: GCP, AWS, Kubernetes, Docker, Github, Gitlab.

I'm a Data Scientist and Machine Learning Engineer with 5+ years of experience helping SMEs turn messy data, unstructured text, and manual workflows into intelligent, automated systems that drive real business outcomes. My core strength lies in building production-ready ML and NLP solutions, from custom LLM applications and RAG pipelines to fully autonomous AI agents, that don't just work in a notebook but actually perform at scale. I've worked across healthcare, fintech, e-commerce, SaaS, and customer support, and I bring both the technical depth and business thinking to every project. You're probably sitting on thousands of support tickets, internal documents, customer conversations, or operational data that your team processes manually. Leads slip through the cracks, customers wait too long for answers, insights stay buried in spreadsheets, and your competitors are already automating what your team still does by hand. The longer you wait, the more it costs you in time, in errors, and in missed opportunities. 𝐌𝐲 𝐄𝐱𝐩𝐞𝐫𝐭𝐢𝐬𝐞 𝐔𝐦𝐛𝐫𝐞𝐥𝐥𝐚: 1. LLMs & Generative AI: OpenAI API (GPT-4, GPT-3.5), Claude, Gemini API, LangChain, LlamaIndex, RAG Pipelines, Prompt Engineering, Zero-shot & Few-shot Reasoning, In-context Learning, Text-to-SQL 2. Agentic AI: Multi-agent systems, LangGraph, CrewAI, AutoGen, Tool-use & Function Calling, Autonomous Workflow Agents, Memory & Planning Architectures 3. NLP: Named Entity Recognition, Text Classification, Sentiment Analysis, Semantic Search, Vector Embeddings (OpenAI, Sentence-Transformers), Topic Modeling, Summarization, Wav2Vec2.0, Whisper, HuBERT 4. Machine Learning & Deep Learning: CNN, LSTM, Transformer-based Models, Diffusion Models, LoRA/QLoRA Fine-tuning, Ensemble Modeling, Scikit-learn, XGBoost, PyTorch, TensorFlow 5. Data Science & Analytics: Exploratory Data Analysis, Statistical Modeling, A/B Testing, Forecasting, Pandas, NumPy, SQL, Tableau, Power BI 6. MLOps & Deployment: FastAPI, Flask, Streamlit, AWS (Bedrock, EC2, Lambda), CI/CD Pipelines, Apache Airflow, n8n, PostgreSQL, Vector Databases (Pinecone, Weaviate, ChromaDB) I design and deploy AI systems that automate customer support with 90%+ resolution accuracy, build RAG-powered knowledge assistants that cut research time by 10x, deploy autonomous agents that handle multi-step workflows end to end, and turn raw business data into predictive models that drive smarter decisions. My clients don't hire me for the tech. They hire me for the results. That means fewer manual errors, 60 to 80% faster processing, reduced operational costs, and decision-making backed by real-time intelligence. Whether it's an AI agent saving $50K/year in support overhead or an NLP pipeline that replaces 3 full-time analysts, I build solutions where the ROI is obvious within weeks, not months. Every engagement starts with a 𝐅𝐑𝐄𝐄 𝐂𝐨𝐧𝐬𝐮𝐥𝐭𝐚𝐭𝐢𝐨𝐧 where I assess your data challenge, identify quick wins, and map out a clear roadmap. I deliver production-grade systems with clean documentation, so your team isn't dependent on me forever. 𝗦𝗲𝗻𝗱 𝗮 𝗺𝗲𝘀𝘀𝗮𝗴𝗲 𝗼𝗿 𝗶𝗻𝘃𝗶𝘁𝗲 𝗺𝗲 𝘁𝗼 𝘆𝗼𝘂𝗿 𝗷𝗼𝗯, 𝗰𝗼𝘀𝘁𝘀 𝘆𝗼𝘂 𝗮𝗯𝘀𝗼𝗹𝘂𝘁𝗲𝗹𝘆 𝗻𝗼𝘁𝗵𝗶𝗻𝗴, 𝗮𝗻𝗱 𝘁𝗵𝗲 𝘄𝗼𝗿𝘀𝘁 𝘁𝗵𝗮𝘁 𝗵𝗮𝗽𝗽𝗲𝗻𝘀 𝗶𝘀 𝘆𝗼𝘂 𝗱𝗶𝘀𝗰𝗼𝘃𝗲𝗿 𝘀𝗼𝗺𝗲𝗼𝗻𝗲 𝘄𝗵𝗼 𝗮𝗰𝘁𝘂𝗮𝗹𝗹𝘆 𝗴𝗲𝘁𝘀 𝘆𝗼𝘂𝗿 𝘃𝗶𝘀𝗶𝗼𝗻. Thanks Aneeba A.

I’m Gaurav, an AI Engineer and Data Scientist with over 5+ years of experience solving complex problems and delivering impactful AI solutions across diverse industries. I have a proven track record of success in building, deploying, and optimizing machine learning systems that drive real business value. ✅ 𝗪𝗵𝗮𝘁 𝗜 𝘄𝗶𝗹𝗹 𝗯𝗿𝗶𝗻𝗴 𝘁𝗼 𝘁𝗵𝗲 𝗧𝗮𝗯𝗹𝗲 🚀 𝗔𝗜 & 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗘𝘅𝗽𝗲𝗿𝘁𝗶𝘀𝗲 I specialize in designing and deploying tailored solutions, including computer vision, natural language processing, and predictive modeling. Whether it’s training models, fine-tuning large language models (LLMs), or creating end-to-end AI pipelines, I’ve got you covered. 🎯 𝗖𝗼𝗺𝗽𝘂𝘁𝗲𝗿 𝗩𝗶𝘀𝗶𝗼𝗻 𝗦𝗼𝗹𝘂𝘁𝗶𝗼𝗻𝘀 From object detection and image segmentation to real-time tracking, I deliver accurate and efficient solutions. I also optimize models for deployment on edge devices like Nvidia Jetson and Google Coral. ☁️ 𝗖𝗹𝗼𝘂𝗱 & 𝗕𝗮𝗰𝗸𝗲𝗻𝗱 𝗦𝘆𝘀𝘁𝗲𝗺𝘀 I leverage AWS (EC2, S3, Lambda) for scalable AI solutions and build robust backend systems with Django, ensuring seamless integration with your workflows. 🔧 𝗘𝗻𝗱-𝘁𝗼-𝗘𝗻𝗱 𝗗𝗲𝗽𝗹𝗼𝘆𝗺𝗲𝗻𝘁 I ensure your AI systems are production-ready with tools like Docker and CI/CD pipelines. 🖼️ 𝗗𝗮𝘁𝗮 𝗔𝗻𝗻𝗼𝘁𝗮𝘁𝗶𝗼𝗻 𝗦𝗲𝗿𝘃𝗶𝗰𝗲𝘀 I offer high-quality data annotation services for computer vision tasks like image classification, object detection, segmentation, and OCR. Whether it's labeled datasets for training or custom annotations for your specific use case, I ensure accuracy and consistency. 💡 𝗖𝗼𝗿𝗲 𝗦𝗸𝗶𝗹𝗹𝘀 Frameworks: TensorFlow, PyTorch, Scikit-Learn Computer Vision: Object detection, image segmentation, OCR, and tracking Backend Development: Django, DjangoRest, Django Channels Cloud Platforms: AWS , GCP Tools & Technologies: Git, Docker, Kafka, REST APIs Data Annotation: Image classification, object detection, segmentation, OCR 🌟 𝗪𝗵𝘆 𝗖𝗵𝗼𝗼𝘀𝗲 𝗠𝗲? I pride myself on clear communication, delivering results on time, and creating solutions that align with your business goals. Whether you’re starting from scratch or optimizing an existing system, I’ll work closely with you to ensure success. Let’s collaborate to turn your vision into reality with impactful AI-driven solutions!

WebRTC, FFmpeg, AI, OpenCV, Streamin – I fix real-time video apps and have since 2005. 13,485 hours, 14 projects, 100% Job Success. Zero abandoned. ⚡ 𝗙𝗿𝗲𝗲 𝗣𝗥𝗗. 𝗠𝗩𝗣 𝗶𝗻 𝟳-𝟭𝟰 𝗱𝗮𝘆𝘀. 𝗙𝗿𝗲𝗲 𝗰𝗼𝗱𝗲 𝗿𝗲𝘃𝗶𝗲𝘄 𝗼𝗿 𝟮-𝘄𝗲𝗲𝗸 𝘁𝗿𝗶𝗮𝗹 𝗼𝗻 𝗮𝗻 𝗲𝘅𝗶𝘀𝘁𝗶𝗻𝗴 𝗰𝗼𝗱𝗲𝗯𝗮𝘀𝗲. Netflix, HBO, EA, Nokia, the World Bank, and Harvard trust platforms I've built. These clients don't give second chances. Mine work. ⚠️ Invite me to your job – I reply within 15 minutes. 𝗦𝗲𝗹𝗲𝗰𝘁𝗲𝗱 𝗢𝘂𝘁𝗰𝗼𝗺𝗲𝘀 → Speed.Space – live production platform for Netflix, HBO, EA, and Apex Legends. Multi-stream switching, real-time collaboration, pro codec control. Used at Paris Fashion Week and Live Nation events. Zero downtime. → ShortKlips – video project management for Nokia and the World Bank. 200K+ monthly video views. Cut client project turnaround by 30%. → VirtualCr8tive – hybrid event platform for Harvard University and U.S. Vets. → CloudDoctors – HIPAA-compliant telehealth on WebRTC. Built from concept through multiple release cycles. → YUUALL – WebRTC platform built across multiple versions, long-term engagement. 𝗪𝗵𝗲𝗿𝗲 𝗜'𝗺 𝗦𝘁𝗿𝗼𝗻𝗴𝗲𝘀𝘁 – Pipeline latency – I profile FFmpeg filter graphs and cut processing time without losing quality. – WebRTC under load – jitter buffer, codec mismatch, TURN/STUN. I find which one is yours fast. – AI on live video – TensorFlow inference under 80ms; object and audio recognition on live feeds. – FFmpeg deep work – custom filter graphs, muxing, hardware acceleration (NVENC, VAAPI, VideoToolbox). – Scale & reliability – systems handling 600M+ call minutes a month, fixed at the architecture level. 𝗦𝗽𝗲𝗰-𝗙𝗶𝗿𝘀𝘁 𝗔𝗴𝗲𝗻𝘁𝗶𝗰 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴 I work spec-first, not vibe-first. I write the full spec and architecture before any code. Then I drive AI agents: developer, tester, analyst – against strict guardrails to produce production-grade code. The hard real-time work I handle or verify myself: WebRTC pipelines, sub-second latency, on-device ML. You get AI speed with the stability of a senior engineer, 4-10× faster than classic coding. 𝗛𝗼𝘄 𝗜 𝗪𝗼𝗿𝗸 You describe what's broken or what you're building. I send back a diagnosis: the problem, the fix, the cost. Not a sales call. Then we scope the work together before either of us commits. My estimates average ~10% off actuals. I validate before building and run staged QA on every release. 𝗛𝗼𝘄 𝗬𝗼𝘂 𝗖𝗮𝗻 𝗪𝗼𝗿𝗸 𝗪𝗶𝘁𝗵 𝗠𝗲 1. Build from scratch – real-time video, AI, or streaming, end-to-end. 2. Drop in on your team – I take the hard video, AI, or WebRTC modules. 3. Rescue and modernize – fix slow or unstable platforms and ship to production. I work inside the Fora Soft team – 51-200 engineers. If your project grows, a PM, QA, and more developers are already there. No solo freelancer who vanishes when scope expands. 𝗧𝗲𝗰𝗵𝗻𝗼𝗹𝗼𝗴𝗶𝗲𝘀 𝗜 𝗨𝘀𝗲 𝗗𝗮𝗶𝗹𝘆 ◆ Real-time & video: WebRTC, LiveKit, FFmpeg, GStreamer, OpenCV, HLS/DASH, RTMP/RTSP, OBS, WebGL ◆ AI & ML: TensorFlow, PyTorch, OpenAI API, Whisper, YOLO, object and audio recognition ◆ Back-end: Node.js, Python, TypeScript, distributed systems, high-load APIs ◆ Cloud & infra: AWS, GCP, Docker, Kubernetes, CI/CD 𝗪𝗵𝘆 𝗙𝗼𝗿𝗮 𝗦𝗼𝗳𝘁 The team behind me: 914 jobs · $10M+ earned · 401K+ hours · 250+ projects since 2005 · 400+ clients across 17+ countries · Top WebRTC & Telecom Developer 2022 and 2024 · 1 of 400 devs passes our internal selection. 𝗖𝗹𝗶𝗲𝗻𝘁 𝗙𝗲𝗲𝗱𝗯𝗮𝗰𝗸 "We enjoyed working with Andrey. He saw himself as part of our team and proactively contributed. Even last-minute requests were handled in a timely, constructive way. Many of his proposals were better than our own ideas." – client, YUUALL (WebRTC platform) ⚠️ Describe what's broken. I'll tell you what's wrong, how to fix it, and what it costs.