About

About Samarth

I’m Samarth, a senior AI full-stack and product engineer based in Bengaluru, India.

I have spent more than eight years building software across SaaS, healthcare, education, Web3, mobile applications, internal platforms, and consumer products. My work has included founder-led product development, remote client delivery, frontend architecture, backend APIs, authentication, permissions, analytics, payment integrations, cloud deployment, and cross-platform applications.

My current focus is applied LLM engineering.

That means I am interested in the complete system around the model: how data is retrieved, how context is assembled, how outputs are evaluated, how tools and APIs are called, how failures are handled, and how the workflow becomes a product that real users can understand.

Recent work includes RAGnosis, an eight-run RAG evaluation project over a synthetic clinical database, and Pretendo, a deployed Next.js and FastAPI LLM application with model routing, validation, persistence, analytics, and provider safeguards.

I bring an unusual combination to AI teams: recent hands-on LLM application work together with years of experience shipping full-stack products in ambiguous, high-ownership environments.

I am particularly interested in senior AI full-stack, LLM application, Forward Deployed Engineer, AI product, and founding-engineer roles.

What I optimize for

  • Clear product value before technical complexity
  • Measurable behavior rather than impressive demos
  • Typed and maintainable system boundaries
  • Honest evaluation and documented limitations
  • Secure handling of data and access
  • Interfaces that make complex workflows understandable
  • Ownership from problem definition through deployment

My current technical focus

Retrieval-Augmented Generation
Embeddings and vector search
Reranking and retrieval evaluation
Model routing and provider integration
Structured model outputs
Local and open-source models
Multimodal application workflows
Full-stack AI product architecture
Agent orchestration and tool useIn Progress
Fine-tuning evaluationIn Progress

Education and continued learning

Education

Bachelor of Engineering in Information Science & Engineering

Ramaiah Institute of Technology
Current learning

Applied LLM, RAG, agent-orchestration, and fine-tuning coursework

View selected certifications

Open to the right problem

Need an engineer who can own the model workflow and the product around it?

Email Samarth