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ikramulkayes/Readme.md

πŸ‘‹ Overview

I'm a Backend and AI Engineer based in Dhaka, with about 2.5 years of building autonomous AI agents, LLM-powered workflows, and automation systems that run in production. A lot of my work lives at the intersection of voice agents, RAG and Graph RAG pipelines, and n8n automations, all sitting on solid backend engineering (Node.js, FastAPI) and DevOps (Docker, Kubernetes, CI/CD on AWS and Azure).

I currently work as a Backend and AI Engineer at AI Buddy Catalyst Labs, and I take on freelance automation work for teams in the US and Canada. I studied Computer Science at BRAC University (CGPA 3.93/4.00, Highest Distinction), where my research focused on how large language models hold knowledge in the Bangla language.

The short version: I build AI features that ship, automations that quietly save people hours, and backends that hold up as they grow.

πŸš€ 2.5+ πŸ‘₯ 10,000+ ⚑ 60%+ 🌍 US & CA
Years building AI systems Users on a platform I built Manual work cut with automation International clients served

🧩 What I build

Area What that looks like
πŸ€– AI agents and agentic systems Autonomous agents, Claude Skills, multi-agent orchestration, and tool calling
πŸ“ž Voice AI agents Autonomous front-desk and sales agents with natural language understanding and real-time decisions
πŸ’¬ Chatbots, RAG and Graph RAG Retrieval pipelines with vector databases (Pinecone, Weaviate, Qdrant), shipped for edtech and Canadian clients
🧠 LLM routing and fine-tuning Routing across OpenAI, Claude, and Gemini, plus fine-tuning with Unsloth and LLaMA-Factory
βš™οΈ n8n and workflow automation Wiring tools together so the repetitive work runs on its own, cutting manual effort by more than half
🧲 Web scraping at scale Selenium, proxies, and Cloudflare bypass, from raw scraping to clean, structured data
πŸ’» Backend and full-stack Node.js, Express, NestJS, FastAPI, and React, from idea to a deployed app
☁️ DevOps and cloud Docker, Kubernetes, Terraform, and CI/CD on AWS and Azure

πŸ’Ό Featured projects

Project What it does Stack
πŸ“ž Voice AI front-desk and sales agent An autonomous calling agent that understands natural language, keeps context, and makes decisions in real time Voice APIs LLM Python
πŸ”Ž insta_rag (open source) A production-grade RAG pipeline I built and documented for others to adopt RAG Python Vector DB
πŸ™ Octobrain EdTech platform Backend and database for a student platform serving 10,000+ users, handling 10K+ student records Node.js Express PostgreSQL Svelte Azure
πŸ•·οΈ Instagram scraper platform A full-stack scraping system with async queues, serving multiple concurrent users on Azure CI/CD FastAPI Node.js React RabbitMQ MongoDB
All projects

πŸ› οΈ Tech I work with

AI, LLMs and automation

Python OpenAI Claude Gemini LangChain RAG Pinecone n8n PyTorch

Backend and frontend

Node.js FastAPI NestJS Express Next.js React Svelte TypeScript

Data, cloud and DevOps

PostgreSQL MongoDB Prisma RabbitMQ Docker Kubernetes AWS Azure Terraform


🧭 Where I've worked

  • AI Buddy Catalyst Labs, Backend and AI Engineer (Jun 2025 to present). Leading client projects end to end, building Graph RAG and RAG pipelines, routing multiple LLMs, and shipping microservices on AWS and Azure. Open-sourced insta_rag.
  • Self-employed, AI Automation Engineer and Integration Specialist (Nov 2023 to present). Built an autonomous Voice AI agent, delivered n8n automations for US clients that cut manual work by 60%+, and built the Octobrain platform serving 10,000+ users.
  • Kater & Out (USA fintech), Trainee Software Developer (Mar 2024 to Oct 2024). Helped build a catering platform MVP with Express, React, and Tailwind.
  • BRAC University, Teaching Assistant for Data Structures and Programming (Nov 2024 to May 2025). Mentored 300+ undergraduates.

πŸ“Š GitHub at a glance

GitHub stats Top languages GitHub streak

πŸ† Achievements and research

  • πŸ₯ˆ First Runner-Up and Global Nominee at the NASA International Space Apps Challenge 2022
  • πŸ… Finalist at the Bangladesh AI Hackathon 2025
  • πŸŽ“ CGPA 3.93/4.00, Highest Distinction, 9x Vice Chancellor's List, 50% merit scholarship at BRAC University
  • ☁️ Approver at the Cloud Native Computing Foundation (CNCF)
  • πŸŽ“ Microsoft Learn Student Ambassador (2022 to 2023)
  • πŸ“„ Co-author of "Understanding QA Generation: Extracting Parametric and Contextual Knowledge with CQA for Low-Resource Bangla Language" (2025), submitted to the ACL Rolling Review

πŸ’¬ Have a project in mind?

I really enjoy turning AI ideas into things people actually use. Whether it's an agent, a voice bot, an automation, or a full backend, I'd be glad to hear about it.

Email WhatsApp Portfolio

Thanks for visiting

Pinned Loading

  1. Python-practice-codewars.com- Python-practice-codewars.com- Public

    I like to practice my python skill everyday here is a sample

    Python

  2. Usis_advising_seat_notifier Usis_advising_seat_notifier Public

    Jupyter Notebook 1