AI Developer building GenAI products, agent workflows, and reliable full-stack software.
I turn ideas into working products using LLMs, tools, human review, and modern web engineering.
About
I'm Sumit Raikwar, a B.Tech Computer Science & Engineering (Artificial Intelligence) student at Adina Institute of Science & Technology, Sagar.
I build AI-powered products and full-stack applications, with a focus on LLM workflows, agent systems, tool use, human-in-the-loop review, and reliable execution.
I'm especially interested in what happens beyond the model call — how AI interacts with tools, how uncertainty is handled, what happens when a provider fails, and how the overall product remains useful and understandable.
I use Claude Code, OpenAI Codex, and Cursor to accelerate implementation, debugging, and iteration while owning the architecture, product decisions, testing, and deployment.
Work Experience
Skills
How I Build
A disciplined engineering loop for shipping AI-native and full-stack software.
Problem
Define core constraints & intent
Workflow
Map deterministic & agent paths
AI / Tool Integration
LLMs, MCP tools, structured outputs
Human Review
Keep uncertainty visible to experts
Failure Handling
Fallbacks, retries & provider resilience
Test
End-to-end verification & automated suites
Ship
Production deploy with monitoring
Fast execution with deliberate architectural ownership.
I use AI to accelerate implementation, but architecture, verification, testing, and product decisions stay deliberate.
Featured Projects
Real products built with generative AI, agent workflows, human-in-the-loop review, and robust full-stack engineering.
Freshwater evidence and human-review platform built for the OneAquaHealth IEEE Global Hackathon 2026.
Citizen photos are independently screened without giving the model the observer's category first. When interpretations disagree, Limnora keeps the disagreement visible and turns uncertainty into a focused follow-up question.
Milestones & Hackathons
Projects, hackathons, and builder programs where I learned by shipping working software.
Stellar Journey to Mastery
Stellar Development Foundation
Achieved Orange Belt (Level 3) in Soroban smart contract development, deploying custom contracts, testing inter-contract calls, and building dApp frontends on Stellar testnet.
