Hi, I'm Muhammad Fahad

AI / ML Engineer & RAG Systems & Autonomous Agent Specialist. Specializing in Retrieval-Augmented Generation (RAG), autonomous LLM agents (LangGraph), and production AI microservices — engineering high-accuracy, zero-hallucination intelligent systems for real-world impact.

3.68

CGPA / 4.0

6+

AI Systems Built

BS SE

Software Eng.

Muhammad Fahad
Open to Work
Muhammad Fahad

About me

A bit about
who I am

I am a Software Engineering student at COMSATS University (CGPA 3.68/4.0) with a strong specialization in Artificial Intelligence, Machine Learning, and Natural Language Processing. My core expertise lies in architecting production-style RAG pipelines, fine-tuned hybrid retrieval algorithms (ChromaDB + BM25 with dense-sparse reranking), and autonomous stateful agents.

I build production-style AI systems that solve complex information retrieval, semantic resume matching, and workflow automation challenges. Combining robust Software Engineering principles with cutting-edge ML research, my solutions prioritize strict accuracy, zero hallucination, low latency, and clean backend architecture.

Focus Areas

RAG & Knowledge Retrieval SystemsAutonomous LLM AgentsSemantic Analytics & Resume ScreeningAI Backend & API Engineering

What I work with

Tech Stack & Tools

Machine Learning & AI

  • RAG SystemsAdvanced
  • LangChain & AgentsProficient
  • Prompt Engineering & LLMsProficient

Languages & Querying

  • PythonAdvanced
  • SQL & PostgreSQLProficient
  • C/C++ & JavaProficient

Frameworks & Vector DBs

  • FastAPI & ReactProficient
  • ChromaDB & Vector SearchAdvanced
  • Next.js & React.jsProficient

NLP & Infrastructure

  • sentence-transformers & BM25Intermediate
  • spaCy & KeyBERTIntermediate
  • API Integration (OAuth)Proficient
  • PostgreSQL & SupabaseProficient

Tools & Practices

Git & GitHubVector DB IndexingHybrid Search & RerankingFastAPI MicroservicesDockerPostman API TestingAgile / ScrumPrompt EngineeringPerformance OptimizationMicroservices & APIsSystem Architecture

Portfolio

Selected work

All projects →
Sabaq — Class 11 CS RAG Assistant
Featured RAG SystemPythonFastAPIChromaDBBM25Gemini APIsentence-transformersNext.js

Sabaq — Class 11 CS RAG Assistant

A high-precision Retrieval-Augmented Generation system engineered to answer Class 11 Computer Science queries strictly from official textbook content across English, Urdu, and Roman Urdu. Features hybrid retrieval pairing dense ChromaDB vector search with sparse BM25 keyword matching via dense-sparse fusion, Gemini-based passage reranking, an automated MCQ generator, page/chapter lookup, a zero-hallucination syllabus guard rail, and a dedicated diagram/figure retrieval subsystem. Deployed with FastAPI and Next.js.

Resume Insight Engine
NLP Analytics ToolStreamlitpdfplumberspaCyKeyBERTsentence-transformersPlotlyfpdf2

Resume Insight Engine

A semantic candidate screening platform that automates resume evaluation against complex job descriptions. Extracts unstructured PDF content, computes granular per-section similarity scores across Skills, Experience, Projects, Education, and Certifications using sentence-transformers, and applies KeyBERT/spaCy keyword extraction to quantify matched vs. missing skills with interactive Plotly visual analytics and downloadable PDF evaluation reports.

CareerPilot — Job Search Agent
LangGraph AgentLangGraphGroq (Llama 3.3 70B)Tavily SearchPostgreSQLGmail APIGoogle Sheets API

CareerPilot — Job Search Agent

An autonomous, human-in-the-loop job application agent built with LangGraph and Llama 3.3 70B (via Groq). Automatically conducts targeted job posting searches via Tavily, drafts customized application emails grounded in the user's verified background, accepts natural language revision commands, and executes Gmail delivery only after explicit human confirmation. Session state is persisted in PostgreSQL with automated logging to Google Sheets.

Where I've worked

Professional Journey

Download Resume/CV

Generative AI Intern

Jun 2026 – Present

National Center of Artificial Intelligence (NCAI), Pakistan · GAIRL, KICS, UET Lahore

  • Selected for the Generative AI Research Internship at GAIRL, Al-Khwarizmi Institute of Computer Science (KICS), UET Lahore.
  • Engineered Retrieval-Augmented Generation (RAG) pipelines and vector database indexing for context-aware semantic search.
  • Researched sequence models (RNNs, LSTMs) and transformer architectures for natural language understanding and generation.
  • Built hands-on LLM applications utilizing LangChain and sentence-transformers in a 25-hour/week research lab environment.

Full-Stack Python Developer Intern

Jul 2026 – Oct 2026

Smart A & I Solutions PVT LTD · Remote

  • Designed and developed high-throughput backend APIs using Python (FastAPI & Django REST Framework).
  • Built modern interactive frontend user interfaces using React.js.
  • Managed relational data persistence with PostgreSQL and containerized microservices using Docker.
  • Collaborated with technical leads to deliver key AI-driven product features within fixed timelines.

Bachelor of Science in Software Engineering

2023 – Present

COMSATS University · Pakistan (CGPA: 3.68 / 4.0)

Maintaining a 3.68 CGPA with specialized coursework in Artificial Intelligence, Machine Learning, Data Structures & Algorithms, Software Architecture, and Database Systems.

Continuous learning

Certifications

Introduction to Ethical Hacking

Great Learning · Aug 2024

Network Security

Great Learning · Jul 2024

Basics of Computer Networking

Great Learning · Jul 2024

Get in touch

Let's work
together

I'm open to AI / ML Engineer roles, research collaborations, and internships. Whether it's building a hybrid RAG pipeline, autonomous agents, or production intelligent backends — let's talk.