Lead specialist data engineering, data science, cloud, and AI team at Agility.AI Act as lead architect on every engagement — direct technical ownership, not delegated oversight Vetted delivery team executes behind the architecture; no large-consultancy overhead, no solo-generalist risk 100% Job Success Score | Top Rated 200+ data engineering projects | 200+ AI/ML implementations | 80+ cloud migrations delivered ⭐ DATA ENGINEERING Pipeline architecture, ELT, real-time streaming — Snowflake, Databricks, dbt, Apache Kafka, Apache Spark Warehouse/lakehouse design — Snowflake, BigQuery, Redshift, Synapse — 60-80% query runtime reduction ERP/CRM integration — SAP, Oracle, Dynamics, Salesforce — with master data management and full lineage 500TB+ processed daily | 99.9% uptime | 6-10 weeks kickoff to production ⭐ DATA SCIENCE & MACHINE LEARNING Predictive analytics — time-series forecasting, demand modeling, churn prediction (scikit-learn, XGBoost, custom neural networks) Deep learning, NLP (classification, entity extraction, sentiment analysis), computer vision (object detection, OCR, quality inspection) MLOps — model monitoring, automated retraining, drift detection (SageMaker, Azure ML, Vertex AI) 85% average model accuracy across 50+ production ML models | ROI within 8-12 weeks ⭐ CLOUD & INFRASTRUCTURE MIGRATION On-prem to cloud (AWS, Azure, GCP) and cloud-to-on-prem repatriation — same team, either direction Database, ETL, warehouse, storage, and application migration — zero data loss, phased cutover, parallel-run validation Terraform IaC, Kubernetes, CI/CD — reproducible, auditable environments 80+ migrations | zero data loss | 40-60% infrastructure cost reduction | 99.9% post-cutover uptime ⭐ AGENTIC AI & LLM SYSTEMS Production multi-agent systems — LangChain, LangGraph, CrewAI, AWS Bedrock RAG pipelines with hallucination prevention and enterprise compliance checkpoints 50K+ daily queries at sub-300ms latency — measured in production ⭐ ENTERPRISE BI & POWER PLATFORM Governed Power BI ecosystems — RLS, Fabric Lakehouse, DirectLake Board-level reporting accuracy standards ⭐ PROVEN RESULTS Manufacturing: 88% forecast accuracy | 40% safety stock reduction | SAP/Siemens MES/Oracle SCM integration Healthcare: 95%+ diagnostic ML accuracy | 85% cardiac risk prediction (30-day advance) | 78% incident reduction across 40+ EMR systems FMCG: Full on-prem to Azure migration | 200+ stored procedures | 1,000+ SSRS to Power BI | 40% cost reduction | zero data loss Insurance: 500+ daily statements automated | 95% manual entry reduction | 70% claims latency reduction Pharmaceuticals: 70% cost reduction | 100% pipeline automation | 15+ global clients Retail: 20% sales uplift | 25% stockout reduction ⭐ WHO WE WORK WITH Organizations with legacy infrastructure outgrowing its current platform — cloud-bound or repatriating Organizations with data fragmented across systems AI initiatives funded but stuck in prototype Migration, model, or compliance requirements needing an accountable architect, not just a spec-writer ⭐ NEXT STEP 30-minute scoping call Fast start once fit is confirmed

🚀 AI Solutions for Scalable Impact — LLMs, RAG, LangChain, and Full-Stack Development 👋 Hi, I’m Serhii - representing Springs, a Canada, Portugal & Ukraine-based AI & ML development agency with 15+ years of experience delivering enterprise-grade AI systems that turn complex ideas into scalable, secure products. We combine Generative AI, Large Language Models (LLMs), Retrieval-Augmented Generation (RAG), and custom software engineering to help businesses innovate faster and smarter. Services: 🧠 AI/ML Solutions — GPT-4, LLaMA, Mistral, Claude, Gemini 🔍 Discovery & Technical Consultancy 💻 Web & Mobile Development with AI integration ⚙️ DevOps & Cloud Scaling 🔒 Security-First Development & QA 🛠 Ongoing Support & Maintenance 🏢 Industries: Artificial Intelligence | Computer Vision | FinTech | Education | Logistics & Transportation | Retail | Real Estate | Sales & Marketing 🛠 Tech Stack: Python (Django, FastAPI, Pandas), PyTorch, TensorFlow, Keras, LangChain, Pinecone, ChromaDB, Vector Databases, OpenAI API, GPT-4o, n8n, MERN/MEAN, React, Vue, Angular, AWS, Docker, Kubernetes, PostgreSQL, MongoDB 💡 Why Springs? 🔷 Transparent partnerships — honesty first 📋 Deep Discovery Phase to ensure clarity 🛡 Standardized security best practices ✅ Proven enterprise delivery track record

Dear Clients, I am Amit Kumar, CEO & Co-founder of Orion eSolutions, headquartered in Toronto, Canada. With over 15 years of entrepreneurial experience, I lead a team of over 150 professionals at our AI Development and Custom Application Development company. Our expertise spans Custom Software Development, Artificial Intelligence and Machine Learning, On-Demand Software Engineers, certified DevOps consultants, and QA Engineers, tailored to meet the unique needs of each project. At Orion eSolutions, we harness the power of AI, Machine Learning (ML), and AI Agents to deliver cutting-edge solutions that transform businesses. Our AI techniques provide innovative approaches for end-to-end product development and IT staff augmentation, ensuring your business stays ahead of the curve. Our talent pool includes experts in the following technologies: - Artificial Intelligence & Machine Learning: AI algorithm development, ML model training and deployment, Natural Language Processing (NLP), Computer Vision, Predictive Analytics, AI-Powered Chatbots and Voice Assistants - Backend Development: ASP.NET, Dotnet Core, Java, Laravel, Node.JS, Python, Django - Frontend Development: Angular, React.JS, Vue.JS, HTML, UX Specialists - DevOps & Cloud Services: Kubernetes, Terraform, AWS, Azure, GCP, VM Ware, Heroku, OpenStack - Managed IT Services: IT Security, Network & Server Management (Linux/Windows), Server Application, - Database Management & Monitoring - Mobile Development: Native iOS, Native Android, Ionic, Flutter, React Native - Quality Assurance: Functional Testing, Non-Functional Testing, Specialized Testing Services, Test Automation - UI/UX Design: Research, User Experience (UX) Design, User Interface (UI) Design, Product Redesign Services, Brand Design Our AI and ML capabilities are showcased in our AI-powered agents at voagents.ai, which provide seamless voice and text interactions for scheduling, customer support, and more. Contracts are managed through our North American entities, ensuring full accountability. We offer the option for physical meetings with our staff in the USA/Canada to secure contracts. Let's talk about your project. - Amit Kumar CEO, Orion eSolutions Inc.

Top 1% Upwork EXPERT-VETTED Data & Solution Architect. For over 15 years, I've worked with data, focusing the last 7 years as a Data Architect on managing high-load and big-data projects. I oversee systems that serve hundreds of millions of users and manage petabytes of data, along with overseeing infrastructure budgets of over 1.5 million USD each year. In the past 8 years on Upwork, I have completed more than 100 projects with a 100% Job Success Score and a 94%+ client return rate. SERVICES ✅ Data Engineering ✅ AI/ML ✅ AI Adoption & GenAI ✅ Predictive analytics ✅ High-load Data Scraping ✅ Data Integration - seamless connection through APIs ✅ Data Management – ETL pipelines, Data Warehousing, Data Lakes, DataOps ✅ IT Infrastructure & Solution Architecture ✅ DevOps for Performance Optimization and Cost Reduction STACK & TECHNOLOGIES Core stack: Python Data Warehousing: Redshift | BigQuery | Snowflake | Teradata Data Lakes: Hadoop | Amazon S3 | Azure Data Lake Storage | Google Cloud Storage ETL Tools and Data Pipelines: Databricks Workflows | AWS Glue | Google Cloud Dataflow Big Data Processing: Spark | Hadoop | Google Dataflow | Dask | Amazon Kinesis | Kafka Databases: MySQL | PostgreSQL | Google BigQuery | MongoDB | DynamoDB | Redis Data Analysis and Machine Learning: Pandas | NumPy | Dask | SciPy | OpenCV | TensorFlow | PyTorch | Scikit-learn | XGBoost | Keras | spaCy GenAI: OpenAI GPT-3 | GPT-4 | Lama 2 | Llava | Bard | Mistral | Anthropic Visualization Tools and Libraries: Power BI | Looker | Quicksight | Grafana | Plotly | D3.js | Dash | Matplotlib DevOps and DataOps AWS | GCP | Azure | Docker | Kubernetes | Amazon ECS | Jenkins | GitLab CI/CD | GitHub CI/CD | Bitbucket Pipelines | Ansible | Terraform | CloudFormation | Prometheus | Grafana | Datadog | Zabbix | ELK Stack | Elasticsearch | Logstash | Kibana | Graylog Web Development Front-End: React.js | Redux | Redux-Saga Back-End: Python | Django Rest Framework | Flask We use the Agile approach to ensure great products delivery. As our benefits, we provide the guarantee, NDA signing, and post-service for delivered products. Want to work together? I’d love to hear from you!

✅ 𝗔𝗜 𝗔𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻, 𝗦𝗮𝗮𝗦, 𝗖𝗥𝗠 & 𝗗𝗲𝗲𝗽 𝗧𝗲𝗰𝗵 𝗦𝗽𝗲𝗰𝗶𝗮𝗹𝗶𝘀𝘁 — 𝗛𝗲𝗹𝗽𝗶𝗻𝗴 𝗦𝘁𝗮𝗿𝘁𝘂𝗽𝘀, 𝗚𝗿𝗼𝘄𝗶𝗻𝗴 𝗕𝘂𝘀𝗶𝗻𝗲𝘀𝘀𝗲𝘀 & 𝗘𝗻𝘁𝗲𝗿𝗽𝗿𝗶𝘀𝗲𝘀 𝗕𝘂𝗶𝗹𝗱 𝗦𝗰𝗮𝗹𝗮𝗯𝗹𝗲, 𝗣𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻-𝗥𝗲𝗮𝗱𝘆 𝗔𝗜 𝗣𝗿𝗼𝗱𝘂𝗰𝘁𝘀 ✅ 𝗧𝗼𝗽 𝗥𝗮𝘁𝗲𝗱 𝗨𝗽𝘄𝗼𝗿𝗸𝗲𝗿 | 𝟭𝟬𝟬% 𝗝𝗼𝗯 𝗦𝘂𝗰𝗰𝗲𝘀𝘀 | 𝟵+ 𝗬𝗲𝗮𝗿𝘀 𝗣𝗿𝗼𝗳𝗲𝘀𝘀𝗶𝗼𝗻𝗮𝗹 𝗘𝘅𝗽𝗲𝗿𝗶𝗲𝗻𝗰𝗲 ✅ 𝗔𝗜/𝗠𝗟 | 𝗚𝗲𝗻 𝗔𝗜 | 𝗟𝗟𝗠 | 𝗩𝗼𝗶𝗰𝗲 𝗔𝗴𝗲𝗻𝘁𝘀 | 𝗥𝗔𝗚 | 𝗣𝘆𝘁𝗵𝗼𝗻 | 𝗗𝗷𝗮𝗻𝗴𝗼 | 𝗟𝗮𝗻𝗴𝗖𝗵𝗮𝗶𝗻 | 𝗻𝟴𝗻 | 𝗢𝗽𝗲𝗻𝗰𝗹𝗮𝘄 | 𝗔𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻 𝗦𝗼𝗹𝘂𝘁𝗶𝗼𝗻𝘀 𝗘𝘅𝗽𝗲𝗿𝘁 ✅ 𝗙𝗮𝘀𝘁 𝗥𝗲𝘀𝗽𝗼𝗻𝘀𝗲 𝗧𝗶𝗺𝗲 | 𝗖𝗹𝗲𝗮𝗿 𝗖𝗼𝗺𝗺𝘂𝗻𝗶𝗰𝗮𝘁𝗶𝗼𝗻 | 𝗟𝗼𝗻𝗴-𝗧𝗲𝗿𝗺 𝗖𝗹𝗶𝗲𝗻𝘁 𝗙𝗼𝗰𝘂𝘀 ✅ 𝗖𝗼𝗻𝘀𝗶𝘀𝘁𝗲𝗻𝘁 𝟱⭐ 𝗖𝗹𝗶𝗲𝗻𝘁 𝗦𝗮𝘁𝗶𝘀𝗳𝗮𝗰𝘁𝗶𝗼𝗻 Hey, I’m 𝗥𝗶𝘁𝗶𝗸 — a Software Engineer with a strong technical background helping startups, growing businesses, and enterprises build scalable, production-ready AI systems and automation solutions. Most businesses don’t have a coding problem — they have a time, workflow, and operational efficiency problem. I help businesses solve that by building AI-powered automation systems, intelligent workflows, scalable backend architectures, AI agents, and full-stack applications that reduce manual work, improve operational efficiency, and save valuable business time. 𝗪𝗵𝘆 𝗖𝗹𝗶𝗲𝗻𝘁𝘀 𝗪𝗼𝗿𝗸 𝗪𝗶𝘁𝗵 𝗠𝗲: ☑️ AI-powered systems designed to solve real operational and workflow challenges ☑️ Choosing the right architecture and tech stack from day one to reduce future scaling issues and development costs ☑️ Automating repetitive business processes to save time and improve efficiency ☑️ Scalable systems built to support long-term business growth ☑️ Transparent project execution with clear communication, structured workflows, and no hidden surprises ☑️ Reducing manual effort, operational bottlenecks, and process inefficiencies through automation 𝗕𝘂𝘀𝗶𝗻𝗲𝘀𝘀 𝗢𝘂𝘁𝗰𝗼𝗺𝗲𝘀 𝗬𝗼𝘂 𝗖𝗮𝗻 𝗘𝘅𝗽𝗲𝗰𝘁: ☑️ Reduced manual workload through AI automation, helping save 3–5+ hours daily on repetitive business tasks ☑️ Faster execution of workflows such as lead handling, follow-ups, and reporting through automated systems ☑️ Lower operational costs by reducing dependency on manual teams for repetitive and rule-based processes ☑️ Scalable systems that handle increasing workload (leads, users, or requests) without proportional increase in staff ☑️ Improved data accuracy and consistency by eliminating human errors in repetitive workflows and reporting ☑️ Streamlined end-to-end operations with automated workflows from input → processing → output with minimal manual effort 𝗦𝗲𝗿𝘃𝗶𝗰𝗲𝘀 & 𝗦𝗼𝗹𝘂𝘁𝗶𝗼𝗻𝘀 𝗜 𝗕𝘂𝗶𝗹𝗱: ☑️ AI Automation Systems & Intelligent Workflows ☑️ Gen AI Applications, RAG Pipelines & AI Agents ☑️ Backend Development - Python - Django - FastAPI - Flask ☑️ API Development & Third-Party Integrations ☑️ Workflow Automation - n8n - Python Pipelines ☑️ Full-Stack Web Applications ☑️ Scalable Cloud Infrastructure & Deployment Solutions ☑️ MVP & Production-Ready Product Development 𝗜𝗻𝗱𝘂𝘀𝘁𝗿𝗶𝗲𝘀 𝗜’𝘃𝗲 𝗪𝗼𝗿𝗸𝗲𝗱 𝗪𝗶𝘁𝗵: 🔸 SaaS - Tech - Startups 🔸 Healthcare 🔸 eCommerce & Retail 🔸 Fintech 🔸 Manufacturing 🔸 Real Estate 🔸 Fleet Management 🔸 Hospitality 📞 𝗦𝗲𝗻𝗱 𝗺𝗲 𝗮 𝗺𝗲𝘀𝘀𝗮𝗴𝗲 𝗼𝗻 𝗨𝗽𝘄𝗼𝗿𝗸 𝗼𝗿 𝗶𝗻𝘃𝗶𝘁𝗲 𝗺𝗲 𝘁𝗼 𝘆𝗼𝘂𝗿 𝗽𝗿𝗼𝗷𝗲𝗰𝘁 𝘁𝗼 𝗱𝗶𝘀𝗰𝘂𝘀𝘀 𝗵𝗼𝘄 𝗜 𝗰𝗮𝗻 𝗵𝗲𝗹𝗽 𝗯𝘂𝗶𝗹𝗱 𝗼𝗿 𝗮𝘂𝘁𝗼𝗺𝗮𝘁𝗲 𝘆𝗼𝘂𝗿 𝗔𝗜 𝘀𝗼𝗹𝘂𝘁𝗶𝗼𝗻.

We are Intellabel-Powered by Sunix AI We provide an end-to-end AI data and MLOps platform offering manual and AI-assisted Image and Video annotation, advanced quality assurance workflows, Auto-annotation, Custom model training, Active learning, Dataset and model versioning, experiment tracking, Model registry, Pipeline orchestration, Automated retraining and deployment, scalable MLOps infrastructure, role-based access control, and enterprise-grade security — enabling organizations to move seamlessly from raw data to production-ready AI systems within a single unified platform.

A lot of 𝐜𝐨𝐦𝐩𝐚𝐧𝐢𝐞𝐬 𝐝𝐨𝐧’𝐭 𝐫𝐞𝐚𝐥𝐢𝐳𝐞 𝐡𝐨𝐰 𝐦𝐮𝐜𝐡 𝐦𝐨𝐧𝐞𝐲 𝐬𝐥𝐢𝐩𝐬 𝐭𝐡𝐫𝐨𝐮𝐠𝐡 operational cracks, sometimes up to $𝟑𝟎𝟎𝐊 𝐲𝐞𝐚𝐫𝐥𝐲. I 𝐜𝐫𝐞𝐚𝐭𝐞 𝐀𝐈 𝐬𝐨𝐥𝐮𝐭𝐢𝐨𝐧𝐬 𝐭𝐡𝐚𝐭 𝐜𝐚𝐩𝐭𝐮𝐫𝐞 𝐭𝐡𝐚𝐭 𝐥𝐨𝐬𝐭 𝐯𝐚𝐥𝐮𝐞 and put it back to work. I’ve partnered with businesses across healthcare, distribution, hospitality, construction, local services, and SaaS to implement fully production-ready AI solutions. Not experiments. Not proof-of-concepts. Systems that run reliably, 24/7. 𝐏𝐫𝐨𝐯𝐞𝐧 𝐑𝐞𝐬𝐮𝐥𝐭𝐬 𝐀𝐜𝐫𝐨𝐬𝐬 𝐈𝐧𝐝𝐮𝐬𝐭𝐫𝐢𝐞𝐬 𝐇𝐞𝐚𝐥𝐭𝐡𝐜𝐚𝐫𝐞 → AI voice note-taking saving doctors 6+ hours/week → 50% drop in patient follow-up queries with automated summaries → HIPAA-compliant voice systems converting consultations into clear patient-friendly insights → Clinical support chatbots with secure, account-level data access 𝐃𝐢𝐬𝐭𝐫𝐢𝐛𝐮𝐭𝐢𝐨𝐧 & 𝐅𝐞𝐧𝐞𝐬𝐭𝐫𝐚𝐭𝐢𝐨𝐧 → Automated order processing → Reduced processing time from 30 minutes to under 60 seconds → 97% accuracy, 70% faster fulfillment, zero manual data entry → Conversational AI portal for orders, invoices, inventory, and reporting 𝐇𝐨𝐬𝐩𝐢𝐭𝐚𝐥𝐢𝐭𝐲 → Voice + WhatsApp AI handling 95%+ of bookings and inquiries → No missed leads, fully GDPR-compliant 𝐅𝐢𝐧𝐭𝐞𝐜𝐡 → AI-driven lead discovery for grants, capital projects, and property activity → 90%+ relevance, eliminating manual prospecting 𝐂𝐨𝐫𝐞 𝐄𝐱𝐩𝐞𝐫𝐭𝐢𝐬𝐞 𝐀𝐈 & 𝐎𝐫𝐜𝐡𝐞𝐬𝐭𝐫𝐚𝐭𝐢𝐨𝐧: LangChain, LangGraph, LlamaIndex, Pydantic AI, OpenAI, Claude, Bedrock, Vertex AI, MCP 𝐀𝐠𝐞𝐧𝐭𝐢𝐜 𝐒𝐲𝐬𝐭𝐞𝐦𝐬: Autonomous agents, multi-agent workflows, orchestration pipelines 𝐕𝐨𝐢𝐜𝐞 𝐀𝐈: Retell AI, OpenAI Realtime, Whisper, ElevenLabs, TTS/STT systems 𝐑𝐀𝐆 & 𝐒𝐞𝐚𝐫𝐜𝐡: Pinecone, Weaviate, Qdrant, ChromaDB, OpenSearch, hybrid retrieval systems 𝐃𝐨𝐜𝐮𝐦𝐞𝐧𝐭 𝐈𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐜𝐞: OCR, PDF parsing, PO automation, ERP integrations (NetSuite, Oracle) 𝐄𝐯𝐚𝐥𝐮𝐚𝐭𝐢𝐨𝐧 & 𝐌𝐨𝐧𝐢𝐭𝐨𝐫𝐢𝐧𝐠: LangSmith, Arize, DeepEval, prompt testing & LLM performance tracking 𝐁𝐚𝐜𝐤𝐞𝐧𝐝 & 𝐈𝐧𝐟𝐫𝐚: Python, FastAPI, Django, Docker, Kubernetes, AWS, GCP, Azure 𝐅𝐫𝐨𝐧𝐭𝐞𝐧𝐝 & 𝐃𝐚𝐭𝐚: React, Next.js, PostgreSQL, MongoDB, Redis, ETL pipelines 𝐈𝐧𝐭𝐞𝐠𝐫𝐚𝐭𝐢𝐨𝐧𝐬: HubSpot, Salesforce, NetSuite, Zapier, Make, Slack, Stripe, APIs 𝐖𝐡𝐚𝐭 𝐘𝐨𝐮 𝐂𝐚𝐧 𝐄𝐱𝐩𝐞𝐜𝐭 𝐖𝐨𝐫𝐤𝐢𝐧𝐠 𝐖𝐢𝐭𝐡 𝐌𝐞 Clear scope from day one: no hidden costs or surprises Reliable delivery: 94% of projects completed on time and within budget Fast communication:esponses typically within 30 minutes Full ownership: from idea to deployment, I handle everything Proven quality: consistent 5-star results and top-tier execution Ready to build something great together? Feel free to invite me to your job or schedule a call.

✳️✳️ Many businesses know AI can improve their operations, but struggle to turn ideas into production systems that actually deliver value.✳️✳️ I help companies build AI-powered products that eliminate repetitive work, accelerate decision-making, and scale operations without increasing manual effort. ✳️✳️ Whether you're building a Computer Vision application, AI Agent, RAG platform, document processing system, or workflow automation, my focus is always the same: deliver reliable software that solves real business problems, not impressive demos.✳️✳️ ⭐⭐What I Build⭐⭐ ✅ Computer Vision Applications • Object Detection & Image Classification • OCR & Intelligent Document Processing • Video Analytics & Real-Time Vision Systems • Face Recognition & Quality Inspection ✅ AI Agents & LLM Applications • Multi-Agent Systems • AI Chatbots • Voice AI Agents • Retrieval-Augmented Generation (RAG) • Knowledge Assistants • OpenAI & Anthropic Integrations ✅ AI Automation • n8n Workflows • Zapier & Make Automation • CRM Automation • Internal Business Tools • API Integrations • Webhooks & Background Processing ⭐⭐Technologies⭐⭐ Python • FastAPI • Django • OpenCV • YOLO • LangChain • LangGraph • OpenAI • Anthropic • n8n • PostgreSQL • Redis • Docker • AWS • React • Next.js ⭐⭐⭐Recent Solutions⭐⭐⭐ 🚀 AI Document Processing Platform → Automated extraction, validation, and classification of thousands of business documents. 🚀 Healthcare AI Assistant → Unified patient information, AI search, and workflow automation for operational teams. 🚀 AI Voice Automation → Reduced manual outreach by 80% through AI qualification and CRM integration. 🚀 Computer Vision Inspection System → Automated image analysis to improve processing speed and consistency. ⭐⭐⭐What Clients Value⭐⭐⭐ ✔️ Production-ready architecture ✔️ Clear communication ✔️ Scalable backend systems ✔️ Clean, maintainable code ✔️ Business-first problem solving ✔️ Long-term technical partnership If you're looking for someone who understands both the technical architecture and the business outcome behind your product, I'd be happy to discuss the fastest path from idea to production.

I design and build AI-powered SaaS platforms, automation systems, and intelligent workflows that help businesses reduce manual work and scale efficiently. My focus is on taking products from early-stage ideas to production-ready systems. I work closely with startups and product teams to build AI systems that are not just functional, but stable, maintainable, and aligned with real business use cases. 🔹 What I build * AI SaaS platforms with structured user workflows and scalable backend systems * RAG-based knowledge systems for internal tools, support, and data retrieval * AI agents for automating repetitive operations and decision workflows * Custom AI features integrated into existing web applications 🔹 Tech stack & architecture AI / LLM * OpenAI API, Claude, Gemini * LangChain, LangGraph * Retrieval-Augmented Generation (RAG) * Vector databases and embeddings Backend * Python (FastAPI, Django) * REST APIs, background jobs, async processing Frontend * React, Next.js, TypeScript * Modern SaaS UI with real-time AI interactions Infrastructure * PostgreSQL, MongoDB, Redis * AWS, Docker, CI/CD pipelines 🔹 Experience & work I’ve worked on AI systems used by real users, including: * Market intelligence platforms using RAG and vector search * AI automation systems that significantly reduced manual workflows * Scalable AI-backed applications handling continuous usage My approach is always focused on building systems that work reliably in production, not just prototypes. 🔹 How I work * Clear architecture planning before development * MVP-first approach → then scaling and optimization * Clean, maintainable code with proper documentation * Transparent communication and realistic timelines If you are building an AI product or integrating AI into your system, I can help you design and implement a solution that is stable, scalable, and production-ready. Skills Python, FastAPI, Django, React, Next.js, OpenAI API, LangChain, RAG, API Development, PostgreSQL, AWS, Docker

I am an AI/ML Specialist who lives by the motto "Stop chasing the hype. Build something users trust." I build AI-powered chatbots, platforms, automation systems, and real-time applications that combine strong backend engineering with practical AI implementation solutions that actually survive production traffic, unpredictable users, API failures, scaling pressure, and long-context conversations, not just “wrapper around GPT” products. My work typically involves architecting and scaling systems powered by OpenAI, Claude, LangChain, RAG pipelines, vector databases, real-time communication infrastructure, and custom backend services. I have worked across IoT, BLE, Healthcare, Education, AI Chatbot platforms, Fitness, Ride-hailing, Food Delivery, FinTech, Dating, Matrimonial, eCommerce, Gaming, and other high-scale, engagement-heavy systems. In terms of collaboration, expect: No ghosting. No guesswork. Just proactive, hyper-structured updates, technical clarity, transparent timelines, and deep collaboration from architecture reviews to sprint execution. That said, drop your product idea, biggest bottleneck, or enhancements you are seeking/ failures in the existing system in my inbox, and I’ll send back a practical, execution-focused technical roadmap designed to move your project/platform forward in the most efficient and scalable way possible. Cheers, Ankit --------------------------------------- Core stack: • Python, Django, Flask, FastAPI • Node.js & Express.js • OpenAI GPT-4 & Claude integrations • LangChain & RAG frameworks • Prompt engineering & AI workflow orchestration • Pinecone, Weaviate & vector search systems • Twilio (SMS, Voice, Video) • WebRTC, Socket-based real-time systems • Firebase Realtime Database • PostgreSQL, MongoDB & Redis • Celery, RabbitMQ & background processing systems • AWS (Lambda, EC2, S3), Google Cloud & Docker I have worked on AI systems and scalable platforms across: • IoT & BLE ecosystems • Healthcare & telehealth platforms • Education & learning systems • AI chatbots & AI assistants • Fitness & wellness applications • Ride-hailing & logistics systems • Food delivery platforms • FinTech products • Dating & matrimonial platforms • eCommerce ecosystems • Gaming & engagement-heavy platforms • Customer support automation • Real-time messaging & communication systems • AI-powered SaaS products • Workflow automation tools • Document processing & RAG-based knowledge systems