Muneeb.

Muneeb Ali

Full-Stack Engineer | AI Specialist | Architecting Scalable Multimodal Systems

Overview

CS graduate from FCCU specializing in AI engineering and full-stack development. Experienced in architecting microservices, fine-tuning LLMs, and building real-time multimodal AI pipelines. Proven track record of delivering complex, scalable systems like Oratoria AI and AI-powered recruitment tools, with deep expertise in Python, Next.js, and the LLM ecosystem.

Lahore, PK

Experience

2025 – Present

PART_TIME

Teaching Assistant — Database Systems

Dr. Sarwan Altaf Abbasi, FCCU

Lahore, PK

Supported 200+ students on SQL, relational design, and normalization; improved course materials and streamlined assignment workflows

•Supported 200+ students on SQL, relational design, and normalization

•Improved course materials and streamlined assignment workflows

SQLRelational DesignNormalization

May 2026

WORK

Associate Software Engineer

Coders Alley

Lahore, PK

Develop and maintain full-stack web applications for client projects, working across Next.js/React frontends and Python-based backends. Design and build AI pipelines integrating LLM APIs, embeddings, and third-party data sources to power product features for client deliverables

•Develop and maintain full-stack web applications for client projects, working across Next.js/React frontends and Python-based backends

•Design and build AI pipelines integrating LLM APIs, embeddings, and third-party data sources to power product features for client deliverables

Key Achievements

→Optimized AI pipelines and full-stack features to handle high-traffic loads of 1000 requests per minute.

→Reduced system latency by 20% through backend and pipeline optimizations.

→1000 requests per minute throughput

→20% reduction in latency

Next.jsReactPythonLLM APIsEmbeddings

May 2025 – Jul 2025

INTERNSHIP

Software Engineering Intern

Pak Elektron Limited (PEL)

Lahore, PK

Built and maintained internal web applications using ASP.NET, C#, and SQL Server in a large enterprise environment

•Built and maintained internal web applications using ASP.NET, C#, and SQL Server in a large enterprise environment

ASP.NETC#SQL Server

Project Portfolio

PERSONAL

Present

Oratoria AI

Lead Developer

Leading development of an AI-powered communication coach delivering real-time feedback for debate, interview, and presentation training. Architected 3-service microservices backend with FastAPI, PostgreSQL, SQLAlchemy ORM, Alembic migrations, RESTful APIs, and WebSocket protocol for low-latency bidirectional communication which is optimized for 100+ concurrent users. Integrated multimodal AI pipeline (Whisper STT, Wav2Vec2 emotion detection, MediaPipe gesture analysis, GPT-5/Mistral) and built Next.js 15 frontend with OAuth 2.0 (Google, GitHub, Facebook) and glassmorphism UI

Next.jsFastAPIPostgreSQLDockerWebSocketsLLMsSQLAlchemy ORMAlembicWhisper STTWav2Vec2MediaPipeGPT-5MistralOAuth 2.0

ACADEMIC

Present

LLM Fine-Tuning for Debate Evaluation

Researcher/Developer

Fine-tuned 12 open-source LLMs (Llama 3, Qwen 2.5, OpenHermes 2.5, WizardLM) achieving human-aligned debate scoring across content, structure, argumentation, and delivery. Developed iterative prompt optimization strategy reducing scoring deviation by 40%+ across 3–5 iterations. Built data pipeline processing 500+ hours of debate audio; benchmarked model robustness across prompt variations

PythonPyTorchTransformersHugging FaceLlama 3Qwen 2.5OpenHermes 2.5WizardLM

PERSONAL

Present

Job Board

Full-Stack Developer

Built a full-stack job board platform with dedicated candidate, recruiter, and admin portals using Next.js and FastAPI. Developed an AI-powered resume builder and resume-scoring engine using OpenAI and vector text embeddings to evaluate and rank candidate profiles. Implemented semantic job-matching via vector embeddings and integrated SERP API for automated job and company data aggregation

Next.jsFastAPIOpenAIVector EmbeddingsSERP APIHybrid Search

Education

2022 – 2026

Bachelor of Science in Computer Science

Forman Christian College and UniversitySpecialization in Computer Science

Relevant Coursework

Mathematics

Impact & Recognition

Awards

Allied Bank · 2025

Semi-Finalist — Allied Bank 4th FinTech Hackathon

Competed nationally; advanced to semi-finals with a voice-enabled AI banking solution targeting non-smartphone users, including AI-driven savings optimization and personalized marketing features

Patents & Publications

2025 · RESEARCH_PAPER

Can Lightweight LLMs Judge Debate?

Submitted — ACL Student Research Workshop 2025. Investigated whether sub-8B open-source LLMs can reliably evaluate debate quality; developed iterative prompt optimization achieving human-aligned scoring without GPT-scale models

Vision & Goals

Core Drivers

What are my motivations

Building scalable AI-driven systems

Optimizing high-traffic backend architectures

Developing multimodal AI applications

Objectives

Goals and Aspirations

Full-Stack Development

AI Engineering

Python Backend

LLM Fine-Tuning

Microservices Architecture

Real-Time Systems

Next.js Ecosystem

Multimodal AI

Scalable Web Apps

Skills & Interests

Python

TECHNICAL

Git

TOOL

HTML/CSS

TECHNICAL

FastAPI

TECHNICAL

React

TECHNICAL

OpenAI API

TECHNICAL

REST APIs

TECHNICAL

Next.js

TECHNICAL

GitHub

TOOL

PyTorch

TECHNICAL

JavaScript

TECHNICAL

TypeScript

TECHNICAL

SQL

TECHNICAL

TailwindCSS

TECHNICAL

shadcn/ui

TOOL

Django

TECHNICAL

WebSockets

TECHNICAL

OAuth 2.0

TECHNICAL

PostgreSQL

TECHNICAL

SQLAlchemy ORM

TECHNICAL

Docker

TECHNICAL

Transformers

TECHNICAL

Hugging Face

TOOL

Whisper

TECHNICAL

Vector Embeddings

TECHNICAL

Pandas

TECHNICAL

NumPy

TECHNICAL

Jupyter

TOOL

Colab

TOOL

ASP.NET

TECHNICAL

Wav2Vec2

TECHNICAL

MediaPipe

TECHNICAL

Express.js

TECHNICAL

Node.js

TECHNICAL

OpenCV

TECHNICAL

scikit-learn

TECHNICAL

SERP API

TECHNICAL

SQL Server

TECHNICAL

C#

TECHNICAL

Linux

TECHNICAL

Alembic

TOOL

Agile

TECHNICAL

Framer Motion

TECHNICAL

Chrome Extension API

TECHNICAL

Azure

TECHNICAL

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