Ghulam H.

AI integration, RAG and agent systems that survive production. Most AI builds fail in the same three places. The agent hangs with no error and nobody can tell which step died. The chatbot answers confidently and is subtly wrong. The bill arrives for generations that failed. Closing those three gaps is the work I do, inside products I also build. WHAT I BUILD The AI layer. Retrieval augmented generation with ranking before generation, OpenAI API, Anthropic Claude API, LangChain, vector search on Pinecone or pgvector, AI agents with tool permissions and terminal states, conversational AI and chatbots, computer vision. Backends in Node.js and Python with FastAPI or Django, on PostgreSQL or MongoDB. Web apps in Next.js, React and TypeScript. Mobile apps in React Native and Expo, shipped to the App Store and Google Play. Infrastructure on AWS, GCP and Firebase with Docker and CI/CD. WORK YOU CAN OPEN Spartalife Business platform for fitness coaches running fifteen AI agents in production. I built a credit ledger that reserves credits before an LLM call then releases or reverses them after. Failed generations stopped charging the user. Every run now ends as completed, failed or timed out instead of hanging at forty percent. Lexa Lawyer Legal assistant answering questions against statutes and case law. Retrieval ranks by relevance before any context reaches the model. That is what brought hallucination down on jurisdiction specific questions. Every answer arrives with the statute and the judgment attached. Query types route across OpenAI and Claude rather than committing the product to one provider. Outfitbyethos AI stylist. Garment images are classified, scored against a body shape profile and matched to real purchasable products. Vision tagging was tuned against the client's own labelled failures. Separate judge model checks the outfit before it reaches a user. Beneficialinspects Inspection platform. One React Native codebase running iOS, Android and web, with scheduling that computes availability from the property location and the drive between jobs. Healthcare, e commerce, legal, PropTech, marketplaces and contract manufacturing. A healthcare app I delivered in React Native now serves over ten thousand users. More in the portfolio below, including IoT hardware control from a phone, ERP with retailer EDI and live streaming on mobile networks. HOW I WORK I scope tight and tell you what I would cut. I ship in pieces you can open rather than one reveal at the end. I name the trade off instead of selling you the version where everything is easy. Replies inside four hours, every working day. START HERE Send me what you are building, even if there is no spec yet. I will tell you straight whether it is a two week build or a three month one, before you spend anything.