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harrykamboj1/README.md

👋 Hi, I'm Harnoor Singh

AI Full Stack Engineer • Agentic Systems • RAG • Scalable Backend

I build production AI systems, intelligent agents, RAG applications, and high-volume backend platforms.

4+ years of software engineering experience across fintech, AI products, distributed systems, and full-stack development.





👨‍💻 About Me

I'm an AI & Full Stack Engineer based in India 🇮🇳, focused on building intelligent products that work reliably in production.

At Twinline Business Solutions, I work across AI systems, fintech backend infrastructure, APIs, databases, and customer-facing applications.

My work sits at the intersection of:

AI Agents • RAG • Backend Engineering • Full Stack Development • Distributed Systems

I enjoy taking systems from architecture → implementation → evaluation → production.


⚡ Engineering Impact

4+ Years
Production Engineering
30+ Features
Shipped to Production
3,000+ Students
Served through AIMS
100K+ / Day
UPI Payments
25% Faster
API Response Time
30–40% Lower
Peak Database Load

🤖 What I'm Building

Production AI Agents

At work, I design and build AI agents for collections field-force planning that generate validated:

  • Monthly plans
  • Weekly plans
  • Daily visit schedules
  • Optimized operational workflows

The system combines LLMs, planning logic, validation layers, backend services, and human workflows to replace previously manual planning processes.


🚀 Featured Projects

🎓 AIMS Education

AI-powered language test preparation platform serving 3,000+ students

🌐 aimseducation.org

Built an AI-driven platform for TCF Canada, IELTS, PTE, and CELPIP preparation with:

  • AI speaking and writing evaluation
  • Automated LLM feedback
  • Speech-to-text transcription
  • Timed practice and mock tests
  • Student progress tracking
  • Evaluation pipelines for language proficiency

Tech: Node.js Express PostgreSQL Supabase Groq ElevenLabs LLMs


🧠 Mindbook

Conversational RAG platform for querying documents and websites

🌐 mindbook-rho.vercel.app

Designed an end-to-end RAG system with:

  • Document and website ingestion
  • OCR processing
  • Intelligent chunking
  • Embedding generation
  • Vector retrieval
  • LangGraph agent orchestration
  • Asynchronous background processing

Tech: Next.js TypeScript FastAPI Python LangChain LangGraph Celery Redis AWS


📈 Invisly

Multi-agent AI investment research and risk profiling platform

🌐 invisly.vercel.app

Built an LLM-powered investment analysis system with specialized agents for:

  • 📰 Market news research
  • 📊 Fundamental analysis
  • 📉 Technical analysis
  • 🧠 Risk profiling
  • ✉️ Automated research reports

Tech: Next.js TypeScript LangChain Gemini PostgreSQL MongoDB Inngest


🔎 GitLic

RAG-powered developer collaboration platform over GitHub repositories

🌐 gitlic.vercel.app

Built an end-to-end retrieval system allowing engineering teams to query:

  • GitHub repositories
  • Pull requests
  • Commits
  • Repository history

using natural language.

Tech: Next.js TypeScript tRPC Prisma PostgreSQL Gemini LangChain AssemblyAI


🌍 Open Source

I actively contribute to production-grade AI and developer infrastructure projects.

🪿 Goose

Open-source AI agent

Contributed multiple merged pull requests across the desktop application and UI, including work around:

  • Provider search and filtering
  • Configuration Editor reliability
  • Local inference model configuration
  • Session deep-link handling

🧠 agentmemory

Contributed per-session LLM token budgeting, including hard limits and warning thresholds to prevent uncontrolled context spending.

🔌 aisuite

Contributed a fix for Gemini thought-signature persistence across multi-step tool calls, improving correct multi-turn agent behavior.


🛠️ Tech Stack

AI / LLM Engineering

RAG • AI Agents • Multi-Agent Systems • Vector Search • Embeddings • Reranking • Prompt Engineering • MCP • A2A • LangSmith • DeepEval

Languages

Python TypeScript JavaScript Java SQL

Backend

Node.js Express FastAPI Spring Boot Hibernate Celery REST APIs Microservices

Frontend

Databases

PostgreSQL pgvector MongoDB Redis Oracle Prisma Supabase

Cloud & DevOps

AWS Docker CI/CD Vercel Cloudflare Git GitHub


💼 What I Work On

AI Engineering
├── Agentic Systems
├── RAG & Retrieval
├── Multi-Agent Workflows
├── LLM Evaluation
├── Tool Calling
├── Memory & Context Management
└── AI Observability

Backend Engineering
├── High-throughput APIs
├── Distributed Systems
├── Microservices
├── Database Optimization
├── Caching
├── Async Processing
└── Production Reliability

Full Stack
├── Next.js
├── React
├── TypeScript
├── Node.js
├── FastAPI
└── PostgreSQL

📊 GitHub


🤝 Let's Connect

I'm interested in building AI-native products, agentic systems, RAG platforms, developer tools, and scalable backend infrastructure.

If you're building something ambitious around AI or distributed systems, I'd love to connect.


Building AI systems that move beyond demos and into production. 🚀

Pinned Loading

  1. goose goose Public

    Forked from aaif-goose/goose

    an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM

    Rust

  2. agentgateway agentgateway Public

    Forked from agentgateway/agentgateway

    Next Generation Agentic Proxy for AI Agents and MCP servers

    Rust

  3. Mindbook-backend Mindbook-backend Public

    A powerful FastAPI-based backend for Mindbook an intelligent document management and RAG (Retrieval-Augmented Generation) system that enables smart interactions with your documents.

    Python

  4. invisly invisly Public

    Invisly.ai is an advanced, AI-driven stock analysis platform that empowers retail investors with real-time insights, chart-driven analytics, AI agent recommendations, stock alerts, and curated fina…

    TypeScript 3

  5. GitLic GitLic Public

    GitLic is a comprehensive full-stack SaaS platform designed to revolutionize how developers interact with their repositories. By leveraging an advanced RAG (Retrieve, Augment, Generate) pipeline an…

    TypeScript

  6. Flex-AI Flex-AI Public

    Flex AI is a modern fitness platform powered by advanced AI technology. It provides personalized workout routines and diet plans tailored to individual goals, fitness levels, and dietary restrictio…

    TypeScript