I design, build and deploy production AI systems end to end - the RAG pipeline, the FastAPI backend, the container, the reverse proxy and the TLS certificate. Not demos: chatbots grounded in an organisation's own documents, automation that generates leads at scale, and APIs that teams depend on daily.
Currently a Digital Transformation Engineer (AI) at INVORG, building AI applications for municipal-government and non-profit clients. Also founder and director of AIRRA Innovation, a robotics and AI education academy in Jaffna.
50,000+ B2B/B2G leads generated by scraping pipelines I built
8 systems shipped
Azure production deployments behind nginx + TLS
3+ yrs building AI and embedded systems
| Project | What it is | Stack |
|---|---|---|
| Multi-Tenant RAG Document Intelligence | Production RAG platform answering questions from an organisation's documents with cited sources, serving many tenants from one backend | FastAPI · Qdrant · Redis · Azure Blob · JWT |
| Embeddable AI Knowledge Assistant | One-line-embed website chatbot grounded in company content, deployed on Azure | FastAPI · Qdrant · Docker · nginx |
| LexSL - AI Legal Research Assistant | Citation-backed legal research over statutes and judgments, with similar-case search | LangChain · Qdrant · PostgreSQL · OCR · React |
| Voice-Controlled Study Assistant | Hands-free Raspberry Pi device answering spoken questions from a student's own notes | Raspberry Pi · Vosk · Piper · Qdrant · Gemini |
| Marketing 360 Dashboard | Single operational view of campaigns, channels, team and activity | React · TypeScript · Node/Express · PostgreSQL |
| Leave Management & Approval Workflow | Five-stage audited HR approval engine with SLA timeouts and auto-approval | FastAPI · Next.js 14 · PostgreSQL · SQLAlchemy |
| Municipal Code Scraper | Turns sprawling legal-code HTML into analysis-ready Excel and JSON | Python · BeautifulSoup · lxml · openpyxl |
| Cold-Email Optimizer + Lead Gen | Self-improving champion/challenger email engine fed by 50,000+ scraped leads | Python · Instantly API · Gemini |
| Plastic Detection (YOLOv11 on Pi) | Real-time on-device plastic-waste detection for waste management | YOLOv11 · Roboflow · Raspberry Pi |
| Smart Refrigerator Vision Inventory | Zero-input food inventory using detection and tracking | OpenCV · object detection · tracking |
| Gas Leakage Detection & Alerting | Arduino + GSM safety system with instant SMS alerts | Arduino · GSM · sensors |
Generative AI & LLMs — OpenAI · Gemini · LangChain · Llama 2 · RAG · prompt engineering
ML & Computer Vision — TensorFlow · PyTorch · Keras · scikit-learn · YOLO · OpenCV
Backend & APIs — Python · FastAPI · REST design · Pydantic · multi-tenant architecture · Node/Express
Data & Automation — web scraping · data cleaning · lead generation · Instantly API
Databases & Vector Stores — Qdrant · Redis · PostgreSQL · SQL · Azure Blob Storage
Cloud & DevOps — Azure · AWS · Docker · Docker Compose · nginx · Linux/Ubuntu · CI/CD · Git
Embedded & Robotics — ESP32 · Raspberry Pi · Arduino · sensor integration
- A custom RAG chatbot for your website - answers from your documents, with citations, one-line embed.
- Any website scraped into clean Excel/CSV/JSON - leads, catalogues, legal and government data, research datasets.
- A production FastAPI backend - async endpoints, Pydantic validation, JWT auth, PostgreSQL, Dockerised and deploy-ready.
- Automated lead-gen and cold-email systems - targeted scraping plus A/B-tested copy and deliverability setup.
Machine Learning Specialization (Stanford) · Deep Learning Specialization (DeepLearning.AI) · Generative AI with LLMs (DeepLearning.AI & AWS) · MLOps Fundamentals (Google Cloud) · AI for Everyone · Cisco CCNA (University of Moratuwa) · AWS Academy Cloud Foundations · Huawei HCIA-Cloud Computing V4.0
- Email: nilavan314@gmail.com
- LinkedIn: https://linkedin.com/in/kalainilavan-suthan
- Location: Jaffna, Sri Lanka · working remotely worldwide
Languages: English · Tamil · Sinhala