Profile
About
Biography
I’m an AI Product Engineer working across Applied AI, backend systems, and product engineering. Currently, I’m an AI Applications Development Intern at GreyBox Technologies, reporting directly to the Founder & CEO and building multilingual AI applications with a focus on reliable outputs, evaluation, human review, and deterministic safeguards.
My engineering work spans Python/FastAPI, PostgreSQL, React/TypeScript, LLM workflows, LangGraph, testing, and deployment. I’m especially interested in building AI systems that go beyond the model itself — turning ambiguous problems into usable workflows with grounding, human control, and dependable backend infrastructure.
My projects span AI-assisted review workflows, evidence-grounded client intelligence, adaptive study execution, ML/DL experimentation, and AIoT. I’m pursuing a B.Tech in Electronics & Communication Engineering at Tezpur University and building toward AI Product Engineering, Applied AI, and Backend + LLM roles.
Capabilities
AI Product Engineering
Shaping AI capabilities into complete products through workflow design, backend integration, validation, testing, and deployment.
Applied AI & Agentic Systems
LLM integration, structured outputs, retrieval and grounding, LangGraph workflows, human-in-the-loop control, and reliability-focused AI patterns.
Backend & Connected Systems
API and database-backed applications, authentication and data controls, persistence and migrations, plus AIoT and sensor-integrated prototypes.
Tools & Technologies
Technologies used across product builds, experiments, and AI-assisted development workflows.
AI & Agentic Systems
LLM Integration & Orchestration
LLM APIs · LangGraph · Prompt Engineering · Structured Outputs · Provider-Abstraction Patterns
Retrieval & Grounding
Tavily Search API · Contextual Retrieval · Evidence Retrieval · Retrieval-Grounded Analysis
AI Reliability & Human Control
Human-in-the-Loop Workflows · Deterministic Validation & Fallbacks · Controlled AI Workflows · Output Guardrails
Backend, APIs & Application Logic
Python Backend & TypeScript / Web Backend
Python · TypeScript · JavaScript · HTML · CSS · Node.js · Hono · Zod · Web-standard API Handlers
Data, Persistence & Access Control
PostgreSQL · Supabase · SQL · SQLAlchemy · Alembic · Supabase Auth · Auth0 / OIDC · Row Level Security
Frontend & Product Experience
TypeScript · JavaScript · HTML · CSS · React · Redux Toolkit · TanStack Start / Router / Query · Vite · Tailwind CSS
Testing, Security & Delivery
pytest · Vitest · Playwright · Ruff · ESLint · Input Validation · Origin Controls · Secret-Safe API Integration · Error Handling · Regression Testing · Git · GitHub · Postman · VS Code · Vercel · Render · Cloudflare Workers · Wrangler · Docker Compose
Connected Systems & AIoT
ESP32 · MAX30102 · Sensors · Arduino IDE · Sensor-to-Backend Integration · MCU-Based Prototyping · Hardware–Software Integration
AI-Assisted Engineering
ChatGPT · Codex · Claude