Innovative software engineer with 12 years of experience in the full software development life-cycle – from concept through delivery of robust software applications. Expert in advanced development methodologies and tools contributing to the design and development of critical applications. Known for excellent troubleshooting skills – able to analyze code and engineer well-researched and responsive solutions.

Expert-Vetted Top 1% AI Engineer. 11+ years building production systems trusted by P&G, Edwards Lifesciences, Canva, and Shotdeck across 80+ deployments. I build autonomous agent architectures and vision systems that don't break in production. If your current AI setup is a fragile chain of API wrappers draining your token or compute budget, I engineer the production-grade recovery. By integrating real-time computer vision pipelines and enterprise knowledge bases to advanced LLM orchestrators, I replace unstable loops with systems that run cheaper, break less, and scale without the maintenance overhead. The architectural principle across every engagement: isolate the binding constraint before any model decision — HIPAA compliance in clinical pipelines, sub-second retrieval across 3M+ cinematic assets, compute efficiency at 2M+ API calls/year, real-time inference at the edge. I own the full stack from data strategy through high-reliability maintenance. WHAT I BUILD • Agentic & Hybrid RAG Architecture: For retrieval systems that don't just find — they self-correct. Stateful loops in LangGraph and LlamaIndex with Corrective RAG (CRAG), query rewriting, cross-encoder reranking, and GraphRAG. Proven at scale: Shotdeck's 3M+ cinematic asset library at sub-second latency. • Claude Agent SDK & Context Engineering: Agents that don't bloat, stall, or hallucinate tools. I deploy Context Extractors to map and feed minimal, structured JSON facts into isolated subagent context windows — cutting token overhead without cutting capability. Delivered 40% reduction in token costs for a financial enterprise. Biscuit AI: coordinator/subagent state machine from prototype to production in 4 weeks. • Claude Code & Workspace Production: Hierarchical CLAUDE.md configuration for autonomous developer environments and reusable tools built to the open Agent Skills standard — so your agentic setup scales beyond one engineer. • Enterprise Guardrails & MCP Servers: Agents that touch real data need to be hardened, not just functional. Custom MCP servers in Python with deterministic lifecycle hooks (PreToolUse/PostToolUse), validation-retry loops, and structured error handling via isError flags. Transport-agnostic (stdio, SSE, HTTP) — built for HIPAA-compliant pipelines, fintech, and any environment where a mistake has consequences. • Computer Vision & Multimodal RAG: When your cameras and sensors need to talk to your LLMs. Real-time object detection and segmentation (PyTorch/YOLO) bridged to text via hybrid RAG pipelines. Built Shelfr's retail vision platform across 200+ FMCG brands including P&G (2025 External Business Partner Excellence Award). 85%+ PHI detection in HIPAA-compliant clinical imaging for Edwards Lifesciences. WHAT I USE TO BUILD • LLMs & Agent Frameworks: Claude, GPT-4o, Llama 3+, DeepSeek — Claude Agent SDK, LangGraph, LangChain, LlamaIndex, CrewAI, Pydantic v2 • RAG & Retrieval: pgvector, HNSW, Qdrant, Vespa, Pinecone, Weaviate, ColPali, ColBERT, Corrective RAG (CRAG), cross-encoder reranking • Computer Vision & Healthcare: YOLO v5–v11, YOLO-World, Grounding DINO, SAM 2, OpenCV, ViT, Swin Transformers — MONAI, nnU-Net, MedSAM, DICOM • Infrastructure & Deployment: MCP (Client/Server), Claude Code, Modal, AWS, GCP, FastAPI, Docker Most AI projects fail somewhere between the demo and production. I've closed that gap 80+ times. Click "Invite to Job" or "Message" and describe your bottleneck — I respond within 24 hours and have a scoped production path to you within 48.

AI Agent Developer | AI Automation Expert | Forward Deployed Engineer ( FDE ) | Voice AI Agents & Automation | AI Chatbot Development | OpenAI, Claude, RAG, LangChain, MCP, OCR ✅ 10+ Years of Experience in AI, AI Automation & Software Development ✅ AI Agents, Voice Agents & Multi-Agent Systems ✅ OpenAI, Claude, Gemini & Custom LLM Integrations ✅ RAG Systems, Knowledge Bases & AI Search ✅ Workflow Automation & Business Process Automation ✅ Long-Term & Enterprise Project Experience Greetings, I am Usman, a certified AI agent developer and forward deployed engineer. I build production-ready AI agents and automation systems that cut overhead by 40–70%, deployed inside your real stack through system integration and legacy system integration. Every project runs on spec-driven development — a full architecture, data flow, tool design, and acceptance criteria, before a single line of code is written. I've delivered AI agents, AI chatbots, voice AI agents, workflow automation, and business process automation across Healthcare, FinTech, SaaS, Real Estate, and Sales, working directly with your team through client-facing technical delivery. ——— 𝐏𝐫𝐨𝐯𝐞𝐧 𝐀𝐈 𝐀𝐠𝐞𝐧𝐭 𝐑𝐞𝐬𝐮𝐥𝐭𝐬 ——— 𝐇𝐞𝐚𝐥𝐭𝐡𝐜𝐚𝐫𝐞 𝐀𝐈 𝐀𝐠𝐞𝐧𝐭: Automated patient onboarding, EMR management, and appointment scheduling. Cut admin errors across the workflow. 𝐅𝐢𝐧𝐓𝐞𝐜𝐡 𝐀𝐈 𝐀𝐠𝐞𝐧𝐭: Built a QuickBooks automation layer that detects invoices, syncs data, and sends AR follow-ups without manual tracking. 𝐅𝐢𝐧𝐚𝐧𝐜𝐞 𝐒𝐚𝐚𝐬 𝐌𝐮𝐥𝐭𝐢-𝐀𝐠𝐞𝐧𝐭 𝐒𝐲𝐬𝐭𝐞𝐦: Built an agent network automating finance, HR, and marketing workflows in parallel for an enterprise client — one system instead of three separate tools. 𝐒𝐚𝐥𝐞𝐬 𝐀𝐈 𝐀𝐠𝐞𝐧𝐭: Real-time coaching system that analyzes live calls, tracks KPIs, and gives feedback right after each call instead of during a weekly review. 𝐑𝐞𝐚𝐥 𝐄𝐬𝐭𝐚𝐭𝐞 𝐀𝐈 𝐀𝐠𝐞𝐧𝐭: Built a home valuation platform that generates multi-tier pricing reports, renovation recommendations, and market comparisons automatically. 𝐖𝐡𝐚𝐭 𝐈 𝐜𝐚𝐧 𝐝𝐞𝐥𝐢𝐯𝐞𝐫 𝐭𝐨 𝐲𝐨𝐮: ——— 𝐀𝐈 𝐀𝐠𝐞𝐧𝐭 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭 ——— I design custom AI agents and multi-agent systems with LangChain, LangGraph, CrewAI, AutoGen, the Claude SDK, and the OpenAI Agent SDK. Each system includes memory management, tool orchestration, error handling, and observability built for production traffic, not a prototype. I also build MCP (Model Context Protocol) servers so an agent connects to any external tool, API, or data source through one standard interface. ——— 𝐅𝐨𝐫𝐰𝐚𝐫𝐝 𝐃𝐞𝐩𝐥𝐨𝐲𝐞𝐝 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫 ——— As a Forward Deployed Engineer, I handle production deployment and system integration directly inside your real stack through client-facing technical delivery. Every build follows spec-driven development, connects through API integration and legacy system integration, and supports the same business process automation running across your operations. ——— 𝐑𝐀𝐆 𝐏𝐢𝐩𝐞𝐥𝐢𝐧𝐞𝐬 & 𝐀𝐈 𝐊𝐧𝐨𝐰𝐥𝐞𝐝𝐠𝐞 𝐀𝐠𝐞𝐧𝐭𝐬 ——— I build retrieval-augmented generation pipelines using LlamaIndex, LangChain, Flowise, and vector databases like Pinecone, Qdrant, Weaviate, ChromaDB. Whether your data lives in PDFs, databases, or internal systems, the agent retrieves and reasons over it directly. ——— 𝐒𝐜𝐚𝐥𝐚𝐛𝐥𝐞 𝐀𝐈 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧 𝐈𝐧𝐟𝐫𝐚𝐬𝐭𝐫𝐮𝐜𝐭𝐮𝐫𝐞 ——— For teams scaling AI automation beyond a single agent, I deploy distributed multi-agent systems on Ray enabling parallel agent execution, load balancing, and fault-tolerant AI workflow automation across large data volumes. This is enterprise-grade agentic AI, not a weekend prototype. ——— 𝐀𝐈 𝐂𝐡𝐚𝐭𝐛𝐨𝐭 & 𝐕𝐨𝐢𝐜𝐞 𝐀𝐈 𝐀𝐠𝐞𝐧𝐭 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭 ——— I build AI chatbots and conversational voice agents with the OpenAI API, Claude, Gemini, Vapi, Deepgram, and ElevenLabs, using natural language processing and machine learning for intent handling. These agents run lead qualification, patient intake, appointment scheduling, and customer support, connected into your CRM or helpdesk through API integration and AI model integration. ——— 𝐓𝐞𝐜𝐡 𝐒𝐭𝐚𝐜𝐤 ——— AI Agents & Agentic AI: LangChain, LangGraph, CrewAI, AutoGen, LlamaIndex, Flowise, OpenAI Agent SDK, Claude SDK, MCP (Model Context Protocol) Distributed AI: Ray, Celery, Redis, Dapr LLMs: GPT-4o GPT-5 Claude 3.5 Sonnet, Llama 3, Gemini Vector Databases: Pinecone, Qdrant, Weaviate, ChromaDB, FAISS Voice AI Agents: Vapi, Deepgram, ElevenLabs, Whisper Frontend/Backend: Javascript, React.js, Next.js, Node.js, Tailwind CSS, React Native, FastAPI, REST APIs, GraphQL Cloud & DevOps: AWS, GCP, Azure, Docker, Kubernetes, CI/CD CRM & Integrations: HubSpot, Salesforce, Slack, Firebase, QuickBooks AI-Assisted Dev Tools: Antigravity, Cursor, Windsurf, GitHub Copilot, Replit, Claude Code, Claude co-work, Let's discuss your use case and map out the most practical AI solutions for your business.

𝐋𝐞𝐭’𝐬 𝐌𝐚𝐤𝐞 𝐀𝐈 𝐖𝐨𝐫𝐤 𝐟𝐨𝐫 𝐘𝐨𝐮, 𝐍𝐨𝐭 𝐭𝐡𝐞 𝐎𝐭𝐡𝐞𝐫 𝐖𝐚𝐲 𝐀𝐫𝐨𝐮𝐧𝐝 Hi, I’m Shreeram, a specialist in AI automation and workflow optimisation for founders, startups, and scaling businesses. I help organisations turn complexity into clarity by building smart, reliable automation using the latest no-code tools and AI agents. 𝗪𝗵𝗮𝘁 𝗜 𝗗𝗼: • AI Agents: I design and deploy intelligent agents that take care of repetitive tasks, deliver real-time insights, and power up your decision-making. • Retrieval-Augmented Generation (RAG): Unlock smarter search and advanced NLP for your business, making information accessible and actionable. • Workflow Automation: Streamline your operations with robust automations built on platforms like Make.com, Relevance AI, and n8n, no big dev teams needed. • End-to-End AI Solutions: From model design to deployment and optimisation, I deliver scalable, cloud-based systems that grow with your business. 𝗔 𝗙𝗲𝘄 𝗦𝗼𝗹𝘂𝘁𝗶𝗼𝗻𝘀 𝗜’𝘃𝗲 𝗕𝘂𝗶𝗹𝘁: • Competitor Analysis Agent delivering real-time insights in Slack • LinkedIn Lead Agent for targeted, automated outreach • Email Agent that categorises and drafts custom replies • Real Estate Bot for 24/7 bookings and chat 𝗪𝗵𝗼 𝗜 𝗪𝗼𝗿𝗸 𝗪𝗶𝘁𝗵: • I partner with ambitious founders and teams who want to: • Automate workflows and save time • Streamline operations without technical headaches • Use AI to unlock new growth and smarter decision-making 𝗪𝗵𝗮𝘁 𝗪𝗲 𝗖𝗮𝗻 𝗕𝘂𝗶𝗹𝗱 𝗧𝗼𝗴𝗲𝘁𝗵𝗲𝗿: • LinkedIn job scraping and CRM-ready outreach • AI-driven re-engagement for old leads • Custom workflow automations tailored to your business 𝗧𝗲𝗰𝗵 𝗦𝘁𝗮𝗰𝗸: • Python, Django, React • AWS, TensorFlow, PyTorch, Keras • NLP tools: NLTK, spaCy, Dialogflow, Rasa • No-code automation: Make.com, n8n, Relevance AI 𝗪𝗵𝘆 𝗪𝗼𝗿𝗸 𝗪𝗶𝘁𝗵 𝗠𝗲? • 5+ years of hands-on experience in AI automation and workflow design • Proven track record delivering high-quality, production-ready AI solutions • Clear, jargon-free communication and reliable project management • Deep focus on building systems that are easy to use, maintain, and scale If you’re curious about what AI automation can do for your business, but aren’t sure where to start, let’s connect. I’ll guide you through the process, from idea to launch, with clarity and results. 𝗥𝗲𝗮𝗱𝘆 𝘁𝗼 𝗲𝘅𝗽𝗹𝗼𝗿𝗲? Press “𝐈𝐧𝐯𝐢𝐭𝐞” or “𝐌𝐞𝐬𝐬𝐚𝐠𝐞” at the top of my profile, and let’s chat!

✅ You get AI solutions designed for real use, not experimentation. I design systems that support business operations, improve workflows, and create real product value — from AI agents and copilots to RAG assistants and LLM-powered SaaS features. ✅ You get more than technical delivery. With 15+ years in tech, I bring practical architecture, scalable implementation, and a strong understanding of how to align AI solutions with real business goals from the start. ✅ You get AI that creates measurable impact. My expertise in AI, SaaS, and data engineering helps companies reduce manual work, speed up execution, improve internal efficiency, enhance customer interactions, and build stronger digital products. ✅ You get a partner who focuses on outcomes. I work with businesses that want practical AI with clear use cases — not hype, vague ideas, or endless prototyping. I can help with: 🤖 AI Agents & Copilots 🧠 Generative AI & LLM Integrations 💬 Chatbots & Voice AI 🔎 RAG & Knowledge Assistants ⚙️ AI Workflow Automation 📄 AI-Powered Data Extraction & Enrichment 🌐 AI Features for SaaS Products 📊 Predictive & Data-Driven Automation Why clients hire me: 🏆 $500K+ in AI SaaS & AI Agent projects 🏆 200+ successful Upwork projects 🏆 10+ years on the platform 🏆 Top Rated Plus 🏆 100% Job Success Score 🏆 92% client return rate

𝐈 𝐡𝐞𝐥𝐩 𝐛𝐮𝐬𝐢𝐧𝐞𝐬𝐬𝐞𝐬 𝐛𝐮𝐢𝐥𝐝 𝐀𝐈 𝐬𝐨𝐥𝐮𝐭𝐢𝐨𝐧𝐬 that work in production — from intelligent chatbots and RAG systems to custom LLM integrations and AI-powered automation. Whether you're exploring AI for the first time or need an expert to implement advanced RAG architectures, I deliver clean, scalable, and well-documented solutions. Let's talk about your project. I help startups and growing businesses build production-ready AI agents, intelligent chatbots, RAG systems, and LLM-powered automation that solve real problems and deliver measurable results. Here are some examples: · RAG system for Indonesian financial reports with 96% retrieval accuracy - reduces analyst research time by 67% · AI clinic scheduler automating patient bookings and Google Calendar sync with human-in-the-loop confirmation · LLM-powered ad copywriting tool generating high-converting content for e-commerce and social media · Text-to-SQL agents enabling natural language database queries for non-technical teams · AI chatbots for customer support handling 1000+ queries/day with 90%+ satisfaction rates · Document intelligence systems extracting structured insights from complex PDFs and tables I can help you build an advanced RAG system with your own data. Moreover, I can help you integrate AI / LLMs / ML into your business workflows, products, and growth strategy. 𝐋𝐋𝐌𝐬: OpenAI (GPT-4, GPT-4o), Anthropic (Claude 3.5 Sonnet), Gemini, Groq, and open-source models (Llama 3, Qwen, Mistral). 𝐀𝐈 𝐬𝐤𝐢𝐥𝐥𝐬: LangChain, LlamaIndex, Prompt Engineering, Vector databases (Pinecone, Qdrant, ChromaDB, FAISS), Contextual Retrieval, Hybrid Search, Reranking (BGE-M3, Cohere), AI Agents, Multi-Agent Systems. 𝐌𝐋/𝐃𝐋: TensorFlow, PyTorch, Scikit-learn, Hugging Face, SPLADE embeddings. 𝐁𝐚𝐜𝐤𝐞𝐧𝐝 & 𝐃𝐞𝐩𝐥𝐨𝐲: Python, FastAPI, Streamlit, Docker, AWS, GCP, Modal, RunPod. If you're looking for a reliable AI engineer who delivers production-grade solutions (not just demos), message me. I'd love to hear more about your project and discuss how I can help you achieve 𝐲𝐨𝐮𝐫 𝐠𝐨𝐚𝐥𝐬.

Unlock the Power of AI Computer Vision & Engineering Expertise! Hello, I'm thrilled to welcome you to my Upwork profile! As an experienced professional with a profound understanding of AI computer vision and a degree in Electrical Engineering, I offer a comprehensive range of services to elevate your projects to new heights. AI Computer Vision Services: Object Detection: Leverage advanced algorithms for precise and accurate object identification, paving the way for automation and optimization in various industries. Data Annotation: Ensure your AI models are trained on high-quality, well-labeled data, enhancing their performance and delivering valuable insights. Data Cleaning: Streamline your data pipeline with meticulous data cleaning, guaranteeing reliable and trustworthy results. Face Recognition: Enhance security and user experiences with state-of-the-art face recognition technology, tailored to meet your specific needs. Text Extraction & OCR: Transform unstructured text into structured data, enabling better decision-making and operational efficiency. Edge Devices: I have expertise in using edge devices like Raspberry pi, Jetson Nano, Arduino (Opta and Portenta machine control) Engineering Expertise: Signal Processing (MATLAB): Optimize data analysis and extraction using my expertise in electrical engineering and signal processing, uncovering crucial insights from complex signals. Circuit Design & Simulations (Proteus and PSPICE): Streamline hardware projects with flawless circuit designs and simulations, saving valuable time and resources. Mathematical Modeling: Address complex challenges confidently with strong mathematical modeling skills, providing a solid foundation for data-driven decisions. Why Choose Me: Proven Expertise: With extensive experience in machine learning, deep learning algorithms, and engineering, I deliver exceptional results that set your projects apart. Custom Solutions: I tailor my services to your unique requirements, ensuring the perfect fit for your specific goals. Fast & Reliable: My proficiency in Python and MATLAB enables me to deliver swift and accurate solutions, meeting your deadlines with confidence. Client Satisfaction: Your success is my priority, and I'm committed to providing top-tier service that builds lasting partnerships. Let's embark on a journey together to revolutionize your projects with the power of AI and engineering excellence. Contact me now for a consultation, and let's bring your visions to life!

I have been working as a AI and ML Engineer for over 7 years now and I have been leading the team to Quid Sol. Pvt. Ltd. for 5 years. Our team, a blend of dedicated engineers and AI enthusiasts, specializes in bringing ideas into life in a step by step process. From Computer Vision to Natural Language Processing and chatbots, we are well-versed in the ever-evolving landscape of machine learning. Our approach is rooted in a deep understanding of both open-source libraries (like huggingface) and state-of-the-art APIs, including tools like ChatGPT. At Quids, we believe in honest collaboration and transparent communication, ensuring that our solutions are not just technically sound but also closely aligned with your unique needs and aspirations.

Data Scientist, AI & Machine Learning Engineer | Algorithmic Trading Expert I am Ahmed Montasser, a seasoned AI engineer and quantitative researcher with over a decade of experience in algorithmic trading across traditional and crypto markets. With a master's degree in AI applied to trading, I specialise in designing and deploying high-frequency and systematic trading strategies. My expertise lies in leveraging machine learning, reinforcement learning, and quantitative finance to create innovative, data-driven trading solutions. Key Highlights: - Developed technical and fundamental trading strategies - Developed technical/fundamental trading strategies and AI-driven alpha-factor models and optimized risk-adjusted portfolios for diverse asset classes, including equities, cryptocurrencies, and Forex. - Expert in Python, Pinescript, and C++, with a strong focus on building ultra-low-latency execution pipelines and scalable data systems. - Architected comprehensive trading infrastructures with CI/CD, performance benchmarks, and robust risk controls. - Led a top-performing ML and quantitative trading team at a leading quant fund, known for clear communication and cross-functional collaboration. - Top-rated Plus freelancer on Upwork with over 40 successful projects, consistently delivering high-performance trading solutions. My passion is transforming complex trading concepts into live, high-performance systems that drive consistent, data-backed results. Let's connect to explore how I can contribute to your project's success.

Check Portfolio: AI Agents in Action for Data Intelligence With over 7 years of experience building production-grade AI systems, I specialize in transforming ambitious ideas into scalable, real-world solutions. Ready to take your AI project from concept to launch? Here's how I can help: 📚 RAG Specialist: Design and implement robust RAG pipelines that enhance LLM performance with dynamic, real-time knowledge retrieval. 🧠 LLMOps & Agentic System Architecture: Expertly built infrastructure for Large Language Models and autonomous, goal-oriented AI agents. 📊 Business-Driven AI Solutions: Translation of complex business challenges into impactful, measurable machine learning results. 🛠️ End-to-End Project Execution: Seamless transition from research and prototyping to scalable, production-ready systems.