Samarth M N

• Designed and implemented RAGnosis, an eight-run RAG benchmark over a synthetic clinical dataset containing 1,200 patients, 2,200 appointments, and 30 evaluation questions, improving retrieval MRR from 0.406 to 0.792 across the tracked experiment.
• Evaluated query rewriting, small-to-big retrieval, aggregate rollup documents, and BGE and Jina reranking through reproducible Python pipelines, archived configurations, and an interactive report.
• Reached a best documented answer-quality score of 4.622 out of 5; documented synthetic data, a limited evaluation set, one run per configuration, best-of-N selection, and LLM-based judging as study limitations.
• Built and deployed Pretendo, a Next.js and FastAPI LLM application using OpenRouter model routing, Pydantic validation, backend-owned prompts, provider timeouts, browser SQLite persistence, analytics, automated checks, and Vercel deployment.
• Built additional local multimodal and synthetic-data workflows using Gemma GGUF, llama.cpp, Whisper, Kokoro TTS, Ollama, Gradio, and Faker.

Technologies: Python, FastAPI, Pydantic, RAG, Chroma, Ollama, Hugging Face, OpenRouter, Next.js, React, TypeScript, Gradio, llama.cpp.

• Founded and built a secure document-sharing and virtual-data-room SaaS from concept to launch, owning product discovery, architecture, frontend, backend systems, document workflows, permissions, analytics, billing, monitoring, and deployment.
• Implemented high-trust sharing controls including password and OTP verification, NDA gates, expiring links, download controls, workspace access rules, allowlists, blocklists, version history, and dynamic watermarking.
• Built privacy-aware engagement analytics for document views, downloads, page activity, and media consumption.
• Integrated Next.js, TypeScript, Supabase, PostgreSQL, Supabase Auth, Cloudflare R2, Stripe, PostHog, Sentry, ZeptoMail, Vercel, and Cloudflare.

Technologies: Next.js, React, TypeScript, Supabase, PostgreSQL, Supabase Auth, Cloudflare R2, Stripe, PostHog, Sentry, ZeptoMail, Vercel, Cloudflare.

• Led frontend architecture and TypeScript adoption for a Next.js application, introducing strict types and shared interfaces across component and API boundaries.
• Delivered user-facing features from requirements through implementation and release.
• Partnered with stakeholders on product flows, specifications, UX details, and technical trade-offs.
• Simplified component and interaction patterns to improve maintainability and continued development.

Technologies: React, Next.js, TypeScript, Node.js, API Integration, Tailwind CSS.

• Owned core Next.js product flows and day-to-day engineering delivery across multiple product iterations.
• Partnered with stakeholders on application flow, interface decisions, product requirements, and frontend architecture.
• Improved component structure and product interaction patterns to make the application easier to maintain and evolve.

Technologies: React, Next.js, TypeScript, API Integration, Tailwind CSS.

• Instadapp Labs, Mobile Development Engineer: built a React Native wallet from the ground up within an existing Web3 ecosystem and integrated existing contracts and supporting infrastructure.
• Wick Communications, Full-Stack Engineer: built the MVP of a community-conversation application across React, Node.js, GraphQL, Ionic, and mobile and web platforms.
• Zeidler Group, MERN Stack Engineer: built a legal-document creation and PDF-generation application and defined its initial code architecture and engineering guidelines.
• PrePO, Frontend Engineer: shipped responsive Next.js products and established a shared frontend-development workflow through private packages and a monorepo.
• Inertial Sense, Senior Software Engineer: built a React Native application for interacting with connected smart lawnmowers.
• Up Learn, Full-Stack Engineer: delivered features for a live education platform, led a JavaScript-to-TypeScript migration, and created an initial Selenium and BrowserStack end-to-end testing foundation.

Technologies: React, React Native, Next.js, TypeScript, Node.js, GraphQL, MongoDB, Ionic, Puppeteer, Web3, Selenium, BrowserStack.

• Led the migration of separate Objective-C and Kotlin applications to a shared React Native codebase for Android and iOS.
• Built features around electronic medical record workflows and resolved issues across the existing product.
• Helped hire and establish a team for a new project.
• Created a shared mobile foundation that reduced duplicated platform implementation and supported more consistent releases.

Technologies: React Native, TypeScript, Redux, Objective-C, Kotlin, REST APIs.

• Built patient-facing web and mobile workflows for appointments, doctor communication, scheduling, and video consultations.
• Prototyped a separate mobile application for doctors to manage schedules and communicate with patients.
• Worked across React, React Native, Node.js, REST and GraphQL APIs, SQL databases, microservices, and AWS-hosted infrastructure.
• Delivered software in healthcare workflows where reliability, privacy, and user clarity were important product requirements.

Technologies: React, React Native, Node.js, REST APIs, GraphQL, MySQL, PostgreSQL, Microservices, AWS.

• Led technical direction and product execution for a video-based competition platform.
• Built cross-platform product experiences using React Native, React, Node.js, GraphQL, and Firebase.
• Managed external design and development contributors while moving the product from concept toward launch.

Technologies: React Native, React, Node.js, GraphQL, Firebase, Google Cloud.