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MohammedIkramAshrafi.

Python · GenAI · RAG Engineer

I build production AI systems that ship — not demos that crash. Python, FastAPI, Django, and LLM pipelines from idea to deploy.

trusted stackGroqPineconeLangChainFastAPILlama 3.3AWS
ikram@portfolio ~ %
Python◆FastAPI◆Django◆LangChain◆Llama 3.3◆Pinecone◆HuggingFace◆Groq◆React◆TypeScript◆PostgreSQL◆Docker◆AWS◆RAG◆Gemini◆Python◆FastAPI◆Django◆LangChain◆Llama 3.3◆Pinecone◆HuggingFace◆Groq◆React◆TypeScript◆PostgreSQL◆Docker◆AWS◆RAG◆Gemini◆
02Featured Work

Projects I've shipped.

Production-ready systems showcasing GenAI pipelines, full-stack engineering, and scalable architecture.

01 / 03
live

Enterprise AI Platform

GenAI RAG Chatbot

Enterprise-grade AI chatbot with Retrieval-Augmented Generation using Llama 3.3-70B via Groq API. FastAPI backend with JWT and Google OAuth, role-based access, and a complete RAG pipeline for PDF, DOCX, TXT, and Markdown.

p95 latency

<200ms

model

Llama 3.3-70B

status

production

PythonFastAPILangChainPinecone
Read case study
02 / 03
live

Complaint Management Platform

Anti-Ragging System

Comprehensive complaint management system with Django backend and React frontend. Four distinct user roles (Admin, Principal, Squad, Students) with granular permissions and real-time updates.

roles

4 / RBAC

notifs

real-time

status

production

PythonDjangoDRFReact
Read case study
03 / 03
live

Intelligent Conversational AI

AI Chatbot App

Full-stack AI chatbot integrating Google Gemini API for intelligent conversations. Persistent chat history, admin dashboard with analytics, and complete DevOps configuration.

model

Gemini

deploy

Render

status

live

PythonDjangoDRFReact
Read case study
view all case studies
03Currently

What I'm shipping this week.

Updated regularly. No stale content.

  • buildingMulti-agent RAG with tool-calling on top of Llama 3.3 + Groq.
  • learningvLLM, model quantisation, and serving LoRA adapters at low latency.
  • reading'Designing Machine Learning Systems' — Chip Huyen.
  • open toPython / AI Engineer roles, remote or India-based.
04Let's Connect

Let's build something amazing.

Open to Python / AI Engineer roles, freelance work, and collaborations on intelligent products.

Start a conversation ikramshariff2005@gmail.com